In this project, you’re going to take a peek into the realm of neural network machine translation. You’ll be training a sequence to sequence model on a dataset of English and French sentences that can translate new sentences from English to French.
Since translating the whole language of English to French will take lots of time to train, we have provided you with a small portion of the English corpus.
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper
import problem_unittests as tests
source_path = 'data/small_vocab_en'
target_path = 'data/small_vocab_fr'
source_text = helper.load_data(source_path)
target_text = helper.load_data(target_path)
Play around with view_sentence_range to view different parts of the data.
view_sentence_range = (11, 20)
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np
print('Dataset Stats')
print('Roughly the number of unique words: {}'.format(len({word: None for word in source_text.split()})))
sentences = source_text.split('\n')
word_counts = [len(sentence.split()) for sentence in sentences]
print('Number of sentences: {}'.format(len(sentences)))
print('Average number of words in a sentence: {}'.format(np.average(word_counts)))
print()
print('English sentences {} to {}:'.format(*view_sentence_range))
print('\n'.join(source_text.split('\n')[view_sentence_range[0]:view_sentence_range[1]]))
print()
print('French sentences {} to {}:'.format(*view_sentence_range))
print('\n'.join(target_text.split('\n')[view_sentence_range[0]:view_sentence_range[1]]))
Dataset Stats Roughly the number of unique words: 227 Number of sentences: 137861 Average number of words in a sentence: 13.225277634719028 English sentences 11 to 20: he saw a old yellow truck . india is rainy during june , and it is sometimes warm in november . that cat was my most loved animal . he dislikes grapefruit , limes , and lemons . her least liked fruit is the lemon , but his least liked is the grapefruit . california is never cold during february , but it is sometimes freezing in june . china is usually pleasant during autumn , and it is usually quiet in october . paris is never freezing during november , but it is wonderful in october . the united states is never rainy during january , but it is sometimes mild in october . French sentences 11 to 20: il a vu un vieux camion jaune . inde est pluvieux en juin , et il est parfois chaud en novembre . ce chat était mon animal le plus aimé . il n'aime pamplemousse , citrons verts et les citrons . son fruit est moins aimé le citron , mais son moins aimé est le pamplemousse . californie ne fait jamais froid en février , mais il est parfois le gel en juin . chine est généralement agréable en automne , et il est généralement calme en octobre . paris est jamais le gel en novembre , mais il est merveilleux en octobre . les états-unis est jamais pluvieux en janvier , mais il est parfois doux en octobre .
As you did with other RNNs, you must turn the text into a number so the computer can understand it. In the function text_to_ids(), you'll turn source_text and target_text from words to ids. However, you need to add the <EOS> word id at the end of each sentence from target_text. This will help the neural network predict when the sentence should end.
You can get the <EOS> word id by doing:
target_vocab_to_int['<EOS>']
You can get other word ids using source_vocab_to_int and target_vocab_to_int.
def text_to_ids(source_text, target_text, source_vocab_to_int, target_vocab_to_int):
"""
Convert source and target text to proper word ids
:param source_text: String that contains all the source text.
:param target_text: String that contains all the target text.
:param source_vocab_to_int: Dictionary to go from the source words to an id
:param target_vocab_to_int: Dictionary to go from the target words to an id
:return: A tuple of lists (source_id_text, target_id_text)
"""
# TODO: Implement Function
source_word_ids = [[source_vocab_to_int.get(word, 0) for word in line.split()] for line in source_text.split('\n')]
target_word_ids = [[target_vocab_to_int.get(word, 0) for word in line.split()] for line in target_text.split('\n')]
length_source = len(source_word_ids)
length_target = len(target_word_ids)
length = min(length_source,length_target)
source_id_text = []
target_id_text = []
for i in range(length):
source_id_text.append(source_word_ids[i])
target_id_text.append(target_word_ids[i] + [target_vocab_to_int['<EOS>']])
return (source_id_text, target_id_text)
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_text_to_ids(text_to_ids)
Tests Passed
Running the code cell below will preprocess all the data and save it to file.
"""
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"""
helper.preprocess_and_save_data(source_path, target_path, text_to_ids)
This is your first checkpoint. If you ever decide to come back to this notebook or have to restart the notebook, you can start from here. The preprocessed data has been saved to disk.
"""
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"""
import numpy as np
import helper
(source_int_text, target_int_text), (source_vocab_to_int, target_vocab_to_int), _ = helper.load_preprocess()
This will check to make sure you have the correct version of TensorFlow and access to a GPU
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf
# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer'
print('TensorFlow Version: {}'.format(tf.__version__))
# Check for a GPU
if not tf.test.gpu_device_name():
warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.0.1
C:\Users\pc1\Anaconda3\envs\tensorflow\lib\site-packages\ipykernel\__main__.py:14: UserWarning: No GPU found. Please use a GPU to train your neural network.
You'll build the components necessary to build a Sequence-to-Sequence model by implementing the following functions below:
model_inputsprocess_decoding_inputencoding_layerdecoding_layer_traindecoding_layer_inferdecoding_layerseq2seq_modelImplement the model_inputs() function to create TF Placeholders for the Neural Network. It should create the following placeholders:
Return the placeholders in the following the tuple (Input, Targets, Learing Rate, Keep Probability)
def model_inputs():
"""
Create TF Placeholders for input, targets, and learning rate.
:return: Tuple (input, targets, learning rate, keep probability)
"""
# TODO: Implement Function
input_data = tf.placeholder(tf.int32, [None, None] ,name='input')
targets = tf.placeholder(tf.int32, [None, None])
lr = tf.placeholder(tf.float32)
keep_probability = tf.placeholder(tf.float32, name='keep_prob' )
return input_data, targets, lr, keep_probability
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_inputs(model_inputs)
Tests Passed
Implement process_decoding_input using TensorFlow to remove the last word id from each batch in target_data and concat the GO ID to the begining of each batch.
def process_decoding_input(target_data, target_vocab_to_int, batch_size):
"""
Preprocess target data for dencoding
:param target_data: Target Placehoder
:param target_vocab_to_int: Dictionary to go from the target words to an id
:param batch_size: Batch Size
:return: Preprocessed target data
"""
# TODO: Implement Function
ending = tf.strided_slice(target_data, [0, 0], [batch_size, -1], [1, 1])
dec_input = tf.concat([tf.fill([batch_size, 1],target_vocab_to_int['<GO>']), ending], 1)
return dec_input
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_process_decoding_input(process_decoding_input)
Tests Passed
Implement encoding_layer() to create a Encoder RNN layer using tf.nn.dynamic_rnn().
def encoding_layer(rnn_inputs, rnn_size, num_layers, keep_prob):
"""
Create encoding layer
:param rnn_inputs: Inputs for the RNN
:param rnn_size: RNN Size
:param num_layers: Number of layers
:param keep_prob: Dropout keep probability
:return: RNN state
"""
# TODO: Implement Function
# Source: https://discussions.udacity.com/t/encoding-layers/240119
LSTM = tf.contrib.rnn.BasicLSTMCell(rnn_size)
cell = tf.contrib.rnn.MultiRNNCell([LSTM]* num_layers)
cell = tf.contrib.rnn.DropoutWrapper(cell, output_keep_prob=keep_prob)
RNN_output, RNN_state = tf.nn.dynamic_rnn(cell, rnn_inputs, dtype=tf.float32)
return RNN_state
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_encoding_layer(encoding_layer)
Tests Passed
Create training logits using tf.contrib.seq2seq.simple_decoder_fn_train() and tf.contrib.seq2seq.dynamic_rnn_decoder(). Apply the output_fn to the tf.contrib.seq2seq.dynamic_rnn_decoder() outputs.
def decoding_layer_train(encoder_state, dec_cell, dec_embed_input, sequence_length, decoding_scope,
output_fn, keep_prob):
"""
Create a decoding layer for training
:param encoder_state: Encoder State
:param dec_cell: Decoder RNN Cell
:param dec_embed_input: Decoder embedded input
:param sequence_length: Sequence Length
:param decoding_scope: TenorFlow Variable Scope for decoding
:param output_fn: Function to apply the output layer
:param keep_prob: Dropout keep probability
:return: Train Logits
"""
# TODO: Implement Function
train_decoder_fn = tf.contrib.seq2seq.simple_decoder_fn_train(encoder_state)
train_pred, _, _ = tf.contrib.seq2seq.dynamic_rnn_decoder(
dec_cell, train_decoder_fn, dec_embed_input, sequence_length, scope=decoding_scope)
train_pred= tf.contrib.layers.dropout(train_pred, keep_prob)
train_logits = output_fn(train_pred)
return train_logits
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_decoding_layer_train(decoding_layer_train)
Tests Passed
Create inference logits using tf.contrib.seq2seq.simple_decoder_fn_inference() and tf.contrib.seq2seq.dynamic_rnn_decoder().
def decoding_layer_infer(encoder_state, dec_cell, dec_embeddings, start_of_sequence_id, end_of_sequence_id,
maximum_length, vocab_size, decoding_scope, output_fn, keep_prob):
"""
Create a decoding layer for inference
:param encoder_state: Encoder state
:param dec_cell: Decoder RNN Cell
:param dec_embeddings: Decoder embeddings
:param start_of_sequence_id: GO ID
:param end_of_sequence_id: EOS Id
:param maximum_length: Maximum length of
:param vocab_size: Size of vocabulary
:param decoding_scope: TensorFlow Variable Scope for decoding
:param output_fn: Function to apply the output layer
:param keep_prob: Dropout keep probability
:return: Inference Logits
"""
# TODO: Implement Function
infer_decoder_fn = tf.contrib.seq2seq.simple_decoder_fn_inference(
output_fn, encoder_state, dec_embeddings, start_of_sequence_id, end_of_sequence_id,
maximum_length - 1, vocab_size)
inference_logits, _, _ = tf.contrib.seq2seq.dynamic_rnn_decoder(dec_cell, infer_decoder_fn, scope=decoding_scope)
#inference_logits= tf.nn.dropout(inference_logits, keep_prob)
inference_logits= tf.contrib.layers.dropout(inference_logits, keep_prob)
return inference_logits
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_decoding_layer_infer(decoding_layer_infer)
Tests Passed
Implement decoding_layer() to create a Decoder RNN layer.
rnn_size and num_layers.lambda to transform it's input, logits, to class logits.decoding_layer_train(encoder_state, dec_cell, dec_embed_input, sequence_length, decoding_scope, output_fn, keep_prob) function to get the training logits.decoding_layer_infer(encoder_state, dec_cell, dec_embeddings, start_of_sequence_id, end_of_sequence_id, maximum_length, vocab_size, decoding_scope, output_fn, keep_prob) function to get the inference logits.Note: You'll need to use tf.variable_scope to share variables between training and inference.
def decoding_layer(dec_embed_input, dec_embeddings, encoder_state, vocab_size, sequence_length, rnn_size,
num_layers, target_vocab_to_int, keep_prob):
"""
Create decoding layer
:param dec_embed_input: Decoder embedded input
:param dec_embeddings: Decoder embeddings
:param encoder_state: The encoded state
:param vocab_size: Size of vocabulary
:param sequence_length: Sequence Length
:param rnn_size: RNN Size
:param num_layers: Number of layers
:param target_vocab_to_int: Dictionary to go from the target words to an id
:param keep_prob: Dropout keep probability
:return: Tuple of (Training Logits, Inference Logits)
"""
# TODO: Implement Function
LSTM = tf.contrib.rnn.BasicLSTMCell(rnn_size)
dec_cell = tf.contrib.rnn.DropoutWrapper(LSTM, output_keep_prob=keep_prob)
dec_cell = tf.contrib.rnn.MultiRNNCell([dec_cell]*num_layers)
with tf.variable_scope("decoding") as decoding_scope:
output_fn = lambda x: tf.contrib.layers.fully_connected(x, vocab_size, None, scope=decoding_scope)
with tf.variable_scope('decoding') as decoding_scope:
train_logits = decoding_layer_train(encoder_state, dec_cell, dec_embed_input, sequence_length,
decoding_scope, output_fn, keep_prob)
with tf.variable_scope('decoding', reuse=True) as infer_scope:
inference_logits = decoding_layer_infer(encoder_state, dec_cell, dec_embeddings, target_vocab_to_int['<GO>'],
target_vocab_to_int['<EOS>'], sequence_length, vocab_size, infer_scope,
output_fn, keep_prob)
return (train_logits, inference_logits)
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_decoding_layer(decoding_layer)
Tests Passed
Apply the functions you implemented above to:
encoding_layer(rnn_inputs, rnn_size, num_layers, keep_prob).process_decoding_input(target_data, target_vocab_to_int, batch_size) function.decoding_layer(dec_embed_input, dec_embeddings, encoder_state, vocab_size, sequence_length, rnn_size, num_layers, target_vocab_to_int, keep_prob).def seq2seq_model(input_data, target_data, keep_prob, batch_size, sequence_length, source_vocab_size, target_vocab_size,
enc_embedding_size, dec_embedding_size, rnn_size, num_layers, target_vocab_to_int):
"""
Build the Sequence-to-Sequence part of the neural network
:param input_data: Input placeholder
:param target_data: Target placeholder
:param keep_prob: Dropout keep probability placeholder
:param batch_size: Batch Size
:param sequence_length: Sequence Length
:param source_vocab_size: Source vocabulary size
:param target_vocab_size: Target vocabulary size
:param enc_embedding_size: Decoder embedding size
:param dec_embedding_size: Encoder embedding size
:param rnn_size: RNN Size
:param num_layers: Number of layers
:param target_vocab_to_int: Dictionary to go from the target words to an id
:return: Tuple of (Training Logits, Inference Logits)
"""
# TODO: Implement Function
# Encoder embedding
enc_embed_input = tf.contrib.layers.embed_sequence(input_data, source_vocab_size, enc_embedding_size)
encoder_state = encoding_layer(enc_embed_input, rnn_size, num_layers, keep_prob)
dec_input = process_decoding_input(target_data, target_vocab_to_int, batch_size)
dec_embeddings = tf.Variable(tf.random_uniform([target_vocab_size, dec_embedding_size]))
dec_embed_input = tf.nn.embedding_lookup(dec_embeddings, dec_input)
training_logits, inference_logits = decoding_layer(dec_embed_input, dec_embeddings, encoder_state, target_vocab_size, sequence_length, rnn_size,
num_layers, target_vocab_to_int, keep_prob)
return (training_logits, inference_logits)
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_seq2seq_model(seq2seq_model)
Tests Passed
Tune the following parameters:
epochs to the number of epochs.batch_size to the batch size.rnn_size to the size of the RNNs.num_layers to the number of layers.encoding_embedding_size to the size of the embedding for the encoder.decoding_embedding_size to the size of the embedding for the decoder.learning_rate to the learning rate.keep_probability to the Dropout keep probability# Number of Epochs
epochs = 80
# Batch Size
batch_size = 256
# RNN Size
rnn_size = 100
# Number of Layers
num_layers = 3
# Embedding Size
encoding_embedding_size = 50
decoding_embedding_size = 50
# Learning Rate
learning_rate = 0.001
# Dropout Keep Probability
keep_probability = 0.7
Build the graph using the neural network you implemented.
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
save_path = 'checkpoints/dev'
(source_int_text, target_int_text), (source_vocab_to_int, target_vocab_to_int), _ = helper.load_preprocess()
max_target_sentence_length = max([len(sentence) for sentence in source_int_text])
train_graph = tf.Graph()
with train_graph.as_default():
input_data, targets, lr, keep_prob = model_inputs()
sequence_length = tf.placeholder_with_default(max_target_sentence_length, None, name='sequence_length')
input_shape = tf.shape(input_data)
train_logits, inference_logits = seq2seq_model(
tf.reverse(input_data, [-1]), targets, keep_prob, batch_size, sequence_length, len(source_vocab_to_int), len(target_vocab_to_int),
encoding_embedding_size, decoding_embedding_size, rnn_size, num_layers, target_vocab_to_int)
tf.identity(inference_logits, 'logits')
with tf.name_scope("optimization"):
# Loss function
cost = tf.contrib.seq2seq.sequence_loss(
train_logits,
targets,
tf.ones([input_shape[0], sequence_length]))
# Optimizer
optimizer = tf.train.AdamOptimizer(lr)
# Gradient Clipping
gradients = optimizer.compute_gradients(cost)
capped_gradients = [(tf.clip_by_value(grad, -1., 1.), var) for grad, var in gradients if grad is not None]
train_op = optimizer.apply_gradients(capped_gradients)
Train the neural network on the preprocessed data. If you have a hard time getting a good loss, check the forms to see if anyone is having the same problem.
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import time
def get_accuracy(target, logits):
"""
Calculate accuracy
"""
max_seq = max(target.shape[1], logits.shape[1])
if max_seq - target.shape[1]:
target = np.pad(
target_batch,
[(0,0),(0,max_seq - target_batch.shape[1]), (0,0)],
'constant')
if max_seq - batch_train_logits.shape[1]:
logits = np.pad(
logits,
[(0,0),(0,max_seq - logits.shape[1]), (0,0)],
'constant')
return np.mean(np.equal(target, np.argmax(logits, 2)))
train_source = source_int_text[batch_size:]
train_target = target_int_text[batch_size:]
valid_source = helper.pad_sentence_batch(source_int_text[:batch_size])
valid_target = helper.pad_sentence_batch(target_int_text[:batch_size])
with tf.Session(graph=train_graph) as sess:
sess.run(tf.global_variables_initializer())
for epoch_i in range(epochs):
for batch_i, (source_batch, target_batch) in enumerate(
helper.batch_data(train_source, train_target, batch_size)):
start_time = time.time()
_, loss = sess.run(
[train_op, cost],
{input_data: source_batch,
targets: target_batch,
lr: learning_rate,
sequence_length: target_batch.shape[1],
keep_prob: keep_probability})
batch_train_logits = sess.run(
inference_logits,
{input_data: source_batch, keep_prob: 1.0})
batch_valid_logits = sess.run(
inference_logits,
{input_data: valid_source, keep_prob: 1.0})
train_acc = get_accuracy(target_batch, batch_train_logits)
valid_acc = get_accuracy(np.array(valid_target), batch_valid_logits)
end_time = time.time()
print('Epoch {:>3} Batch {:>4}/{} - Train Accuracy: {:>6.3f}, Validation Accuracy: {:>6.3f}, Loss: {:>6.3f}'
.format(epoch_i, batch_i, len(source_int_text) // batch_size, train_acc, valid_acc, loss))
# Save Model
saver = tf.train.Saver()
saver.save(sess, save_path)
print('Model Trained and Saved')
Epoch 0 Batch 0/538 - Train Accuracy: 0.234, Validation Accuracy: 0.316, Loss: 5.884 Epoch 0 Batch 1/538 - Train Accuracy: 0.235, Validation Accuracy: 0.318, Loss: 5.815 Epoch 0 Batch 2/538 - Train Accuracy: 0.255, Validation Accuracy: 0.319, Loss: 5.727 Epoch 0 Batch 3/538 - Train Accuracy: 0.234, Validation Accuracy: 0.320, Loss: 5.632 Epoch 0 Batch 4/538 - Train Accuracy: 0.246, Validation Accuracy: 0.322, Loss: 5.490 Epoch 0 Batch 5/538 - Train Accuracy: 0.269, Validation Accuracy: 0.322, Loss: 5.283 Epoch 0 Batch 6/538 - Train Accuracy: 0.276, Validation Accuracy: 0.322, Loss: 5.099 Epoch 0 Batch 7/538 - Train Accuracy: 0.253, Validation Accuracy: 0.322, Loss: 5.020 Epoch 0 Batch 8/538 - Train Accuracy: 0.250, Validation Accuracy: 0.322, Loss: 4.904 Epoch 0 Batch 9/538 - Train Accuracy: 0.251, Validation Accuracy: 0.322, Loss: 4.799 Epoch 0 Batch 10/538 - Train Accuracy: 0.229, Validation Accuracy: 0.322, Loss: 4.770 Epoch 0 Batch 11/538 - Train Accuracy: 0.244, Validation Accuracy: 0.322, Loss: 4.624 Epoch 0 Batch 12/538 - Train Accuracy: 0.240, Validation Accuracy: 0.322, Loss: 4.557 Epoch 0 Batch 13/538 - Train Accuracy: 0.290, Validation Accuracy: 0.324, Loss: 4.270 Epoch 0 Batch 14/538 - Train Accuracy: 0.247, Validation Accuracy: 0.325, Loss: 4.377 Epoch 0 Batch 15/538 - Train Accuracy: 0.297, Validation Accuracy: 0.324, Loss: 4.088 Epoch 0 Batch 16/538 - Train Accuracy: 0.278, Validation Accuracy: 0.325, Loss: 4.085 Epoch 0 Batch 17/538 - Train Accuracy: 0.278, Validation Accuracy: 0.340, Loss: 4.125 Epoch 0 Batch 18/538 - Train Accuracy: 0.275, Validation Accuracy: 0.352, Loss: 4.110 Epoch 0 Batch 19/538 - Train Accuracy: 0.276, Validation Accuracy: 0.352, Loss: 4.063 Epoch 0 Batch 20/538 - Train Accuracy: 0.297, Validation Accuracy: 0.346, Loss: 3.865 Epoch 0 Batch 21/538 - Train Accuracy: 0.222, Validation Accuracy: 0.346, Loss: 4.130 Epoch 0 Batch 22/538 - Train Accuracy: 0.275, Validation Accuracy: 0.346, Loss: 3.863 Epoch 0 Batch 23/538 - Train Accuracy: 0.282, Validation Accuracy: 0.346, Loss: 3.815 Epoch 0 Batch 24/538 - Train Accuracy: 0.295, Validation Accuracy: 0.346, Loss: 3.709 Epoch 0 Batch 25/538 - Train Accuracy: 0.280, Validation Accuracy: 0.346, Loss: 3.740 Epoch 0 Batch 26/538 - Train Accuracy: 0.278, Validation Accuracy: 0.346, Loss: 3.715 Epoch 0 Batch 27/538 - Train Accuracy: 0.281, Validation Accuracy: 0.347, Loss: 3.663 Epoch 0 Batch 28/538 - Train Accuracy: 0.342, Validation Accuracy: 0.347, Loss: 3.358 Epoch 0 Batch 29/538 - Train Accuracy: 0.301, Validation Accuracy: 0.347, Loss: 3.515 Epoch 0 Batch 30/538 - Train Accuracy: 0.275, Validation Accuracy: 0.347, Loss: 3.621 Epoch 0 Batch 31/538 - Train Accuracy: 0.309, Validation Accuracy: 0.347, Loss: 3.432 Epoch 0 Batch 32/538 - Train Accuracy: 0.284, Validation Accuracy: 0.347, Loss: 3.492 Epoch 0 Batch 33/538 - Train Accuracy: 0.305, Validation Accuracy: 0.347, Loss: 3.417 Epoch 0 Batch 34/538 - Train Accuracy: 0.285, Validation Accuracy: 0.347, Loss: 3.521 Epoch 0 Batch 35/538 - Train Accuracy: 0.264, Validation Accuracy: 0.347, Loss: 3.531 Epoch 0 Batch 36/538 - Train Accuracy: 0.305, Validation Accuracy: 0.347, Loss: 3.391 Epoch 0 Batch 37/538 - Train Accuracy: 0.283, Validation Accuracy: 0.352, Loss: 3.461 Epoch 0 Batch 38/538 - Train Accuracy: 0.290, Validation Accuracy: 0.366, Loss: 3.489 Epoch 0 Batch 39/538 - Train Accuracy: 0.301, Validation Accuracy: 0.367, Loss: 3.463 Epoch 0 Batch 40/538 - Train Accuracy: 0.371, Validation Accuracy: 0.376, Loss: 3.163 Epoch 0 Batch 41/538 - Train Accuracy: 0.311, Validation Accuracy: 0.377, Loss: 3.397 Epoch 0 Batch 42/538 - Train Accuracy: 0.312, Validation Accuracy: 0.378, Loss: 3.357 Epoch 0 Batch 43/538 - Train Accuracy: 0.322, Validation Accuracy: 0.379, Loss: 3.368 Epoch 0 Batch 44/538 - Train Accuracy: 0.306, Validation Accuracy: 0.379, Loss: 3.356 Epoch 0 Batch 45/538 - Train Accuracy: 0.351, Validation Accuracy: 0.379, Loss: 3.188 Epoch 0 Batch 46/538 - Train Accuracy: 0.319, Validation Accuracy: 0.380, Loss: 3.301 Epoch 0 Batch 47/538 - Train Accuracy: 0.354, Validation Accuracy: 0.380, Loss: 3.148 Epoch 0 Batch 48/538 - Train Accuracy: 0.364, Validation Accuracy: 0.380, Loss: 3.119 Epoch 0 Batch 49/538 - Train Accuracy: 0.304, Validation Accuracy: 0.380, Loss: 3.337 Epoch 0 Batch 50/538 - Train Accuracy: 0.318, Validation Accuracy: 0.379, Loss: 3.244 Epoch 0 Batch 51/538 - Train Accuracy: 0.260, Validation Accuracy: 0.379, Loss: 3.470 Epoch 0 Batch 52/538 - Train Accuracy: 0.331, Validation Accuracy: 0.379, Loss: 3.216 Epoch 0 Batch 53/538 - Train Accuracy: 0.369, Validation Accuracy: 0.379, Loss: 2.999 Epoch 0 Batch 54/538 - Train Accuracy: 0.324, Validation Accuracy: 0.379, Loss: 3.213 Epoch 0 Batch 55/538 - Train Accuracy: 0.309, Validation Accuracy: 0.379, Loss: 3.235 Epoch 0 Batch 56/538 - Train Accuracy: 0.345, Validation Accuracy: 0.380, Loss: 3.091 Epoch 0 Batch 57/538 - Train Accuracy: 0.306, Validation Accuracy: 0.380, Loss: 3.229 Epoch 0 Batch 58/538 - Train Accuracy: 0.299, Validation Accuracy: 0.382, Loss: 3.245 Epoch 0 Batch 59/538 - Train Accuracy: 0.309, Validation Accuracy: 0.380, Loss: 3.212 Epoch 0 Batch 60/538 - Train Accuracy: 0.311, Validation Accuracy: 0.379, Loss: 3.177 Epoch 0 Batch 61/538 - Train Accuracy: 0.317, Validation Accuracy: 0.382, Loss: 3.169 Epoch 0 Batch 62/538 - Train Accuracy: 0.342, Validation Accuracy: 0.392, Loss: 3.078 Epoch 0 Batch 63/538 - Train Accuracy: 0.351, Validation Accuracy: 0.381, Loss: 3.017 Epoch 0 Batch 64/538 - Train Accuracy: 0.351, Validation Accuracy: 0.381, Loss: 3.012 Epoch 0 Batch 65/538 - Train Accuracy: 0.305, Validation Accuracy: 0.380, Loss: 3.186 Epoch 0 Batch 66/538 - Train Accuracy: 0.347, Validation Accuracy: 0.389, Loss: 3.002 Epoch 0 Batch 67/538 - Train Accuracy: 0.324, Validation Accuracy: 0.381, Loss: 3.069 Epoch 0 Batch 68/538 - Train Accuracy: 0.342, Validation Accuracy: 0.380, Loss: 2.956 Epoch 0 Batch 69/538 - Train Accuracy: 0.320, Validation Accuracy: 0.383, Loss: 3.098 Epoch 0 Batch 70/538 - Train Accuracy: 0.363, Validation Accuracy: 0.399, Loss: 2.980 Epoch 0 Batch 71/538 - Train Accuracy: 0.334, Validation Accuracy: 0.392, Loss: 3.085 Epoch 0 Batch 72/538 - Train Accuracy: 0.357, Validation Accuracy: 0.392, Loss: 2.921 Epoch 0 Batch 73/538 - Train Accuracy: 0.329, Validation Accuracy: 0.400, Loss: 3.098 Epoch 0 Batch 74/538 - Train Accuracy: 0.384, Validation Accuracy: 0.409, Loss: 2.934 Epoch 0 Batch 75/538 - Train Accuracy: 0.384, Validation Accuracy: 0.408, Loss: 2.906 Epoch 0 Batch 76/538 - Train Accuracy: 0.338, Validation Accuracy: 0.403, Loss: 3.079 Epoch 0 Batch 77/538 - Train Accuracy: 0.332, Validation Accuracy: 0.403, Loss: 3.042 Epoch 0 Batch 78/538 - Train Accuracy: 0.382, Validation Accuracy: 0.416, Loss: 2.909 Epoch 0 Batch 79/538 - Train Accuracy: 0.380, Validation Accuracy: 0.417, Loss: 2.878 Epoch 0 Batch 80/538 - Train Accuracy: 0.339, Validation Accuracy: 0.410, Loss: 3.028 Epoch 0 Batch 81/538 - Train Accuracy: 0.346, Validation Accuracy: 0.412, Loss: 3.006 Epoch 0 Batch 82/538 - Train Accuracy: 0.358, Validation Accuracy: 0.417, Loss: 2.964 Epoch 0 Batch 83/538 - Train Accuracy: 0.361, Validation Accuracy: 0.428, Loss: 2.984 Epoch 0 Batch 84/538 - Train Accuracy: 0.390, Validation Accuracy: 0.427, Loss: 2.873 Epoch 0 Batch 85/538 - Train Accuracy: 0.412, Validation Accuracy: 0.427, Loss: 2.745 Epoch 0 Batch 86/538 - Train Accuracy: 0.367, Validation Accuracy: 0.426, Loss: 2.977 Epoch 0 Batch 87/538 - Train Accuracy: 0.375, Validation Accuracy: 0.435, Loss: 2.937 Epoch 0 Batch 88/538 - Train Accuracy: 0.372, Validation Accuracy: 0.424, Loss: 2.924 Epoch 0 Batch 89/538 - Train Accuracy: 0.371, Validation Accuracy: 0.428, Loss: 2.916 Epoch 0 Batch 90/538 - Train Accuracy: 0.407, Validation Accuracy: 0.442, Loss: 2.821 Epoch 0 Batch 91/538 - Train Accuracy: 0.371, Validation Accuracy: 0.440, Loss: 2.954 Epoch 0 Batch 92/538 - Train Accuracy: 0.378, Validation Accuracy: 0.436, Loss: 2.896 Epoch 0 Batch 93/538 - Train Accuracy: 0.370, Validation Accuracy: 0.442, Loss: 2.931 Epoch 0 Batch 94/538 - Train Accuracy: 0.371, Validation Accuracy: 0.440, Loss: 2.953 Epoch 0 Batch 95/538 - Train Accuracy: 0.431, Validation Accuracy: 0.443, Loss: 2.665 Epoch 0 Batch 96/538 - Train Accuracy: 0.417, Validation Accuracy: 0.444, Loss: 2.733 Epoch 0 Batch 97/538 - Train Accuracy: 0.379, Validation Accuracy: 0.447, Loss: 2.896 Epoch 0 Batch 98/538 - Train Accuracy: 0.415, Validation Accuracy: 0.444, Loss: 2.695 Epoch 0 Batch 99/538 - Train Accuracy: 0.382, Validation Accuracy: 0.446, Loss: 2.869 Epoch 0 Batch 100/538 - Train Accuracy: 0.397, Validation Accuracy: 0.456, Loss: 2.828 Epoch 0 Batch 101/538 - Train Accuracy: 0.383, Validation Accuracy: 0.445, Loss: 2.835 Epoch 0 Batch 102/538 - Train Accuracy: 0.394, Validation Accuracy: 0.456, Loss: 2.867 Epoch 0 Batch 103/538 - Train Accuracy: 0.413, Validation Accuracy: 0.458, Loss: 2.748 Epoch 0 Batch 104/538 - Train Accuracy: 0.396, Validation Accuracy: 0.440, Loss: 2.734 Epoch 0 Batch 105/538 - Train Accuracy: 0.425, Validation Accuracy: 0.460, Loss: 2.706 Epoch 0 Batch 106/538 - Train Accuracy: 0.392, Validation Accuracy: 0.458, Loss: 2.817 Epoch 0 Batch 107/538 - Train Accuracy: 0.377, Validation Accuracy: 0.450, Loss: 2.837 Epoch 0 Batch 108/538 - Train Accuracy: 0.412, Validation Accuracy: 0.463, Loss: 2.755 Epoch 0 Batch 109/538 - Train Accuracy: 0.404, Validation Accuracy: 0.458, Loss: 2.775 Epoch 0 Batch 110/538 - Train Accuracy: 0.392, Validation Accuracy: 0.458, Loss: 2.798 Epoch 0 Batch 111/538 - Train Accuracy: 0.431, Validation Accuracy: 0.464, Loss: 2.663 Epoch 0 Batch 112/538 - Train Accuracy: 0.384, Validation Accuracy: 0.450, Loss: 2.791 Epoch 0 Batch 113/538 - Train Accuracy: 0.404, Validation Accuracy: 0.466, Loss: 2.791 Epoch 0 Batch 114/538 - Train Accuracy: 0.436, Validation Accuracy: 0.460, Loss: 2.610 Epoch 0 Batch 115/538 - Train Accuracy: 0.401, Validation Accuracy: 0.457, Loss: 2.741 Epoch 0 Batch 116/538 - Train Accuracy: 0.435, Validation Accuracy: 0.467, Loss: 2.641 Epoch 0 Batch 117/538 - Train Accuracy: 0.422, Validation Accuracy: 0.451, Loss: 2.618 Epoch 0 Batch 118/538 - Train Accuracy: 0.441, Validation Accuracy: 0.470, Loss: 2.653 Epoch 0 Batch 119/538 - Train Accuracy: 0.439, Validation Accuracy: 0.470, Loss: 2.591 Epoch 0 Batch 120/538 - Train Accuracy: 0.388, Validation Accuracy: 0.455, Loss: 2.718 Epoch 0 Batch 121/538 - Train Accuracy: 0.442, Validation Accuracy: 0.469, Loss: 2.565 Epoch 0 Batch 122/538 - Train Accuracy: 0.425, Validation Accuracy: 0.470, Loss: 2.617 Epoch 0 Batch 123/538 - Train Accuracy: 0.441, Validation Accuracy: 0.462, Loss: 2.549 Epoch 0 Batch 124/538 - Train Accuracy: 0.458, Validation Accuracy: 0.471, Loss: 2.492 Epoch 0 Batch 125/538 - Train Accuracy: 0.431, Validation Accuracy: 0.469, Loss: 2.589 Epoch 0 Batch 126/538 - Train Accuracy: 0.453, Validation Accuracy: 0.468, Loss: 2.485 Epoch 0 Batch 127/538 - Train Accuracy: 0.417, Validation Accuracy: 0.476, Loss: 2.685 Epoch 0 Batch 128/538 - Train Accuracy: 0.426, Validation Accuracy: 0.458, Loss: 2.544 Epoch 0 Batch 129/538 - Train Accuracy: 0.443, Validation Accuracy: 0.475, Loss: 2.567 Epoch 0 Batch 130/538 - Train Accuracy: 0.440, Validation Accuracy: 0.474, Loss: 2.573 Epoch 0 Batch 131/538 - Train Accuracy: 0.398, Validation Accuracy: 0.462, Loss: 2.667 Epoch 0 Batch 132/538 - Train Accuracy: 0.451, Validation Accuracy: 0.478, Loss: 2.510 Epoch 0 Batch 133/538 - Train Accuracy: 0.467, Validation Accuracy: 0.480, Loss: 2.439 Epoch 0 Batch 134/538 - Train Accuracy: 0.389, Validation Accuracy: 0.464, Loss: 2.706 Epoch 0 Batch 135/538 - Train Accuracy: 0.445, Validation Accuracy: 0.480, Loss: 2.532 Epoch 0 Batch 136/538 - Train Accuracy: 0.432, Validation Accuracy: 0.473, Loss: 2.554 Epoch 0 Batch 137/538 - Train Accuracy: 0.437, Validation Accuracy: 0.471, Loss: 2.507 Epoch 0 Batch 138/538 - Train Accuracy: 0.444, Validation Accuracy: 0.483, Loss: 2.530 Epoch 0 Batch 139/538 - Train Accuracy: 0.398, Validation Accuracy: 0.466, Loss: 2.683 Epoch 0 Batch 140/538 - Train Accuracy: 0.421, Validation Accuracy: 0.482, Loss: 2.623 Epoch 0 Batch 141/538 - Train Accuracy: 0.429, Validation Accuracy: 0.485, Loss: 2.624 Epoch 0 Batch 142/538 - Train Accuracy: 0.445, Validation Accuracy: 0.464, Loss: 2.438 Epoch 0 Batch 143/538 - Train Accuracy: 0.425, Validation Accuracy: 0.487, Loss: 2.627 Epoch 0 Batch 144/538 - Train Accuracy: 0.418, Validation Accuracy: 0.470, Loss: 2.597 Epoch 0 Batch 145/538 - Train Accuracy: 0.458, Validation Accuracy: 0.486, Loss: 2.489 Epoch 0 Batch 146/538 - Train Accuracy: 0.466, Validation Accuracy: 0.488, Loss: 2.392 Epoch 0 Batch 147/538 - Train Accuracy: 0.452, Validation Accuracy: 0.473, Loss: 2.439 Epoch 0 Batch 148/538 - Train Accuracy: 0.420, Validation Accuracy: 0.489, Loss: 2.613 Epoch 0 Batch 149/538 - Train Accuracy: 0.434, Validation Accuracy: 0.485, Loss: 2.518 Epoch 0 Batch 150/538 - Train Accuracy: 0.435, Validation Accuracy: 0.484, Loss: 2.524 Epoch 0 Batch 151/538 - Train Accuracy: 0.458, Validation Accuracy: 0.492, Loss: 2.428 Epoch 0 Batch 152/538 - Train Accuracy: 0.440, Validation Accuracy: 0.476, Loss: 2.445 Epoch 0 Batch 153/538 - Train Accuracy: 0.431, Validation Accuracy: 0.488, Loss: 2.522 Epoch 0 Batch 154/538 - Train Accuracy: 0.450, Validation Accuracy: 0.492, Loss: 2.456 Epoch 0 Batch 155/538 - Train Accuracy: 0.451, Validation Accuracy: 0.477, Loss: 2.429 Epoch 0 Batch 156/538 - Train Accuracy: 0.444, Validation Accuracy: 0.495, Loss: 2.542 Epoch 0 Batch 157/538 - Train Accuracy: 0.431, Validation Accuracy: 0.484, Loss: 2.449 Epoch 0 Batch 158/538 - Train Accuracy: 0.436, Validation Accuracy: 0.496, Loss: 2.574 Epoch 0 Batch 159/538 - Train Accuracy: 0.431, Validation Accuracy: 0.489, Loss: 2.537 Epoch 0 Batch 160/538 - Train Accuracy: 0.430, Validation Accuracy: 0.475, Loss: 2.424 Epoch 0 Batch 161/538 - Train Accuracy: 0.446, Validation Accuracy: 0.497, Loss: 2.480 Epoch 0 Batch 162/538 - Train Accuracy: 0.459, Validation Accuracy: 0.481, Loss: 2.370 Epoch 0 Batch 163/538 - Train Accuracy: 0.455, Validation Accuracy: 0.489, Loss: 2.441 Epoch 0 Batch 164/538 - Train Accuracy: 0.448, Validation Accuracy: 0.499, Loss: 2.516 Epoch 0 Batch 165/538 - Train Accuracy: 0.449, Validation Accuracy: 0.476, Loss: 2.340 Epoch 0 Batch 166/538 - Train Accuracy: 0.445, Validation Accuracy: 0.496, Loss: 2.505 Epoch 0 Batch 167/538 - Train Accuracy: 0.477, Validation Accuracy: 0.492, Loss: 2.315 Epoch 0 Batch 168/538 - Train Accuracy: 0.410, Validation Accuracy: 0.471, Loss: 2.490 Epoch 0 Batch 169/538 - Train Accuracy: 0.445, Validation Accuracy: 0.497, Loss: 2.470 Epoch 0 Batch 170/538 - Train Accuracy: 0.464, Validation Accuracy: 0.495, Loss: 2.407 Epoch 0 Batch 171/538 - Train Accuracy: 0.401, Validation Accuracy: 0.470, Loss: 2.500 Epoch 0 Batch 172/538 - Train Accuracy: 0.452, Validation Accuracy: 0.495, Loss: 2.406 Epoch 0 Batch 173/538 - Train Accuracy: 0.463, Validation Accuracy: 0.488, Loss: 2.372 Epoch 0 Batch 174/538 - Train Accuracy: 0.396, Validation Accuracy: 0.479, Loss: 2.512 Epoch 0 Batch 175/538 - Train Accuracy: 0.412, Validation Accuracy: 0.495, Loss: 2.573 Epoch 0 Batch 176/538 - Train Accuracy: 0.445, Validation Accuracy: 0.498, Loss: 2.489 Epoch 0 Batch 177/538 - Train Accuracy: 0.436, Validation Accuracy: 0.478, Loss: 2.409 Epoch 0 Batch 178/538 - Train Accuracy: 0.465, Validation Accuracy: 0.485, Loss: 2.297 Epoch 0 Batch 179/538 - Train Accuracy: 0.449, Validation Accuracy: 0.501, Loss: 2.447 Epoch 0 Batch 180/538 - Train Accuracy: 0.479, Validation Accuracy: 0.498, Loss: 2.339 Epoch 0 Batch 181/538 - Train Accuracy: 0.408, Validation Accuracy: 0.486, Loss: 2.472 Epoch 0 Batch 182/538 - Train Accuracy: 0.429, Validation Accuracy: 0.495, Loss: 2.489 Epoch 0 Batch 183/538 - Train Accuracy: 0.467, Validation Accuracy: 0.497, Loss: 2.341 Epoch 0 Batch 184/538 - Train Accuracy: 0.437, Validation Accuracy: 0.478, Loss: 2.323 Epoch 0 Batch 185/538 - Train Accuracy: 0.444, Validation Accuracy: 0.493, Loss: 2.385 Epoch 0 Batch 186/538 - Train Accuracy: 0.460, Validation Accuracy: 0.503, Loss: 2.340 Epoch 0 Batch 187/538 - Train Accuracy: 0.479, Validation Accuracy: 0.491, Loss: 2.257 Epoch 0 Batch 188/538 - Train Accuracy: 0.410, Validation Accuracy: 0.483, Loss: 2.426 Epoch 0 Batch 189/538 - Train Accuracy: 0.429, Validation Accuracy: 0.494, Loss: 2.391 Epoch 0 Batch 190/538 - Train Accuracy: 0.463, Validation Accuracy: 0.493, Loss: 2.342 Epoch 0 Batch 191/538 - Train Accuracy: 0.464, Validation Accuracy: 0.490, Loss: 2.296 Epoch 0 Batch 192/538 - Train Accuracy: 0.447, Validation Accuracy: 0.489, Loss: 2.294 Epoch 0 Batch 193/538 - Train Accuracy: 0.481, Validation Accuracy: 0.499, Loss: 2.277 Epoch 0 Batch 194/538 - Train Accuracy: 0.422, Validation Accuracy: 0.496, Loss: 2.425 Epoch 0 Batch 195/538 - Train Accuracy: 0.465, Validation Accuracy: 0.485, Loss: 2.250 Epoch 0 Batch 196/538 - Train Accuracy: 0.451, Validation Accuracy: 0.492, Loss: 2.316 Epoch 0 Batch 197/538 - Train Accuracy: 0.465, Validation Accuracy: 0.489, Loss: 2.248 Epoch 0 Batch 198/538 - Train Accuracy: 0.475, Validation Accuracy: 0.489, Loss: 2.232 Epoch 0 Batch 199/538 - Train Accuracy: 0.434, Validation Accuracy: 0.499, Loss: 2.415 Epoch 0 Batch 200/538 - Train Accuracy: 0.437, Validation Accuracy: 0.498, Loss: 2.367 Epoch 0 Batch 201/538 - Train Accuracy: 0.467, Validation Accuracy: 0.489, Loss: 2.225 Epoch 0 Batch 202/538 - Train Accuracy: 0.441, Validation Accuracy: 0.501, Loss: 2.414 Epoch 0 Batch 203/538 - Train Accuracy: 0.433, Validation Accuracy: 0.495, Loss: 2.378 Epoch 0 Batch 204/538 - Train Accuracy: 0.427, Validation Accuracy: 0.489, Loss: 2.358 Epoch 0 Batch 205/538 - Train Accuracy: 0.480, Validation Accuracy: 0.502, Loss: 2.237 Epoch 0 Batch 206/538 - Train Accuracy: 0.425, Validation Accuracy: 0.494, Loss: 2.359 Epoch 0 Batch 207/538 - Train Accuracy: 0.458, Validation Accuracy: 0.493, Loss: 2.243 Epoch 0 Batch 208/538 - Train Accuracy: 0.439, Validation Accuracy: 0.497, Loss: 2.326 Epoch 0 Batch 209/538 - Train Accuracy: 0.433, Validation Accuracy: 0.501, Loss: 2.362 Epoch 0 Batch 210/538 - Train Accuracy: 0.453, Validation Accuracy: 0.494, Loss: 2.228 Epoch 0 Batch 211/538 - Train Accuracy: 0.432, Validation Accuracy: 0.499, Loss: 2.370 Epoch 0 Batch 212/538 - Train Accuracy: 0.472, Validation Accuracy: 0.504, Loss: 2.234 Epoch 0 Batch 213/538 - Train Accuracy: 0.456, Validation Accuracy: 0.504, Loss: 2.280 Epoch 0 Batch 214/538 - Train Accuracy: 0.440, Validation Accuracy: 0.501, Loss: 2.331 Epoch 0 Batch 215/538 - Train Accuracy: 0.450, Validation Accuracy: 0.509, Loss: 2.334 Epoch 0 Batch 216/538 - Train Accuracy: 0.421, Validation Accuracy: 0.502, Loss: 2.358 Epoch 0 Batch 217/538 - Train Accuracy: 0.486, Validation Accuracy: 0.505, Loss: 2.235 Epoch 0 Batch 218/538 - Train Accuracy: 0.436, Validation Accuracy: 0.504, Loss: 2.322 Epoch 0 Batch 219/538 - Train Accuracy: 0.425, Validation Accuracy: 0.491, Loss: 2.336 Epoch 0 Batch 220/538 - Train Accuracy: 0.462, Validation Accuracy: 0.508, Loss: 2.210 Epoch 0 Batch 221/538 - Train Accuracy: 0.465, Validation Accuracy: 0.501, Loss: 2.235 Epoch 0 Batch 222/538 - Train Accuracy: 0.462, Validation Accuracy: 0.500, Loss: 2.174 Epoch 0 Batch 223/538 - Train Accuracy: 0.441, Validation Accuracy: 0.495, Loss: 2.336 Epoch 0 Batch 224/538 - Train Accuracy: 0.429, Validation Accuracy: 0.502, Loss: 2.358 Epoch 0 Batch 225/538 - Train Accuracy: 0.460, Validation Accuracy: 0.491, Loss: 2.181 Epoch 0 Batch 226/538 - Train Accuracy: 0.471, Validation Accuracy: 0.499, Loss: 2.199 Epoch 0 Batch 227/538 - Train Accuracy: 0.496, Validation Accuracy: 0.495, Loss: 2.084 Epoch 0 Batch 228/538 - Train Accuracy: 0.448, Validation Accuracy: 0.495, Loss: 2.203 Epoch 0 Batch 229/538 - Train Accuracy: 0.464, Validation Accuracy: 0.504, Loss: 2.179 Epoch 0 Batch 230/538 - Train Accuracy: 0.444, Validation Accuracy: 0.503, Loss: 2.270 Epoch 0 Batch 231/538 - Train Accuracy: 0.430, Validation Accuracy: 0.489, Loss: 2.246 Epoch 0 Batch 232/538 - Train Accuracy: 0.444, Validation Accuracy: 0.508, Loss: 2.309 Epoch 0 Batch 233/538 - Train Accuracy: 0.491, Validation Accuracy: 0.506, Loss: 2.205 Epoch 0 Batch 234/538 - Train Accuracy: 0.431, Validation Accuracy: 0.494, Loss: 2.274 Epoch 0 Batch 235/538 - Train Accuracy: 0.479, Validation Accuracy: 0.511, Loss: 2.197 Epoch 0 Batch 236/538 - Train Accuracy: 0.403, Validation Accuracy: 0.480, Loss: 2.293 Epoch 0 Batch 237/538 - Train Accuracy: 0.465, Validation Accuracy: 0.503, Loss: 2.221 Epoch 0 Batch 238/538 - Train Accuracy: 0.492, Validation Accuracy: 0.505, Loss: 2.115 Epoch 0 Batch 239/538 - Train Accuracy: 0.429, Validation Accuracy: 0.482, Loss: 2.289 Epoch 0 Batch 240/538 - Train Accuracy: 0.462, Validation Accuracy: 0.508, Loss: 2.277 Epoch 0 Batch 241/538 - Train Accuracy: 0.440, Validation Accuracy: 0.510, Loss: 2.254 Epoch 0 Batch 242/538 - Train Accuracy: 0.440, Validation Accuracy: 0.493, Loss: 2.257 Epoch 0 Batch 243/538 - Train Accuracy: 0.430, Validation Accuracy: 0.502, Loss: 2.331 Epoch 0 Batch 244/538 - Train Accuracy: 0.458, Validation Accuracy: 0.502, Loss: 2.170 Epoch 0 Batch 245/538 - Train Accuracy: 0.443, Validation Accuracy: 0.492, Loss: 2.226 Epoch 0 Batch 246/538 - Train Accuracy: 0.469, Validation Accuracy: 0.496, Loss: 2.120 Epoch 0 Batch 247/538 - Train Accuracy: 0.425, Validation Accuracy: 0.509, Loss: 2.272 Epoch 0 Batch 248/538 - Train Accuracy: 0.448, Validation Accuracy: 0.499, Loss: 2.247 Epoch 0 Batch 249/538 - Train Accuracy: 0.457, Validation Accuracy: 0.492, Loss: 2.125 Epoch 0 Batch 250/538 - Train Accuracy: 0.445, Validation Accuracy: 0.500, Loss: 2.235 Epoch 0 Batch 251/538 - Train Accuracy: 0.437, Validation Accuracy: 0.492, Loss: 2.236 Epoch 0 Batch 252/538 - Train Accuracy: 0.448, Validation Accuracy: 0.494, Loss: 2.092 Epoch 0 Batch 253/538 - Train Accuracy: 0.473, Validation Accuracy: 0.502, Loss: 2.116 Epoch 0 Batch 254/538 - Train Accuracy: 0.470, Validation Accuracy: 0.504, Loss: 2.175 Epoch 0 Batch 255/538 - Train Accuracy: 0.439, Validation Accuracy: 0.493, Loss: 2.228 Epoch 0 Batch 256/538 - Train Accuracy: 0.437, Validation Accuracy: 0.502, Loss: 2.245 Epoch 0 Batch 257/538 - Train Accuracy: 0.486, Validation Accuracy: 0.508, Loss: 2.115 Epoch 0 Batch 258/538 - Train Accuracy: 0.459, Validation Accuracy: 0.487, Loss: 2.094 Epoch 0 Batch 259/538 - Train Accuracy: 0.470, Validation Accuracy: 0.499, Loss: 2.146 Epoch 0 Batch 260/538 - Train Accuracy: 0.469, Validation Accuracy: 0.508, Loss: 2.134 Epoch 0 Batch 261/538 - Train Accuracy: 0.419, Validation Accuracy: 0.490, Loss: 2.239 Epoch 0 Batch 262/538 - Train Accuracy: 0.433, Validation Accuracy: 0.498, Loss: 2.284 Epoch 0 Batch 263/538 - Train Accuracy: 0.457, Validation Accuracy: 0.503, Loss: 2.182 Epoch 0 Batch 264/538 - Train Accuracy: 0.440, Validation Accuracy: 0.497, Loss: 2.195 Epoch 0 Batch 265/538 - Train Accuracy: 0.431, Validation Accuracy: 0.502, Loss: 2.221 Epoch 0 Batch 266/538 - Train Accuracy: 0.480, Validation Accuracy: 0.505, Loss: 2.122 Epoch 0 Batch 267/538 - Train Accuracy: 0.434, Validation Accuracy: 0.499, Loss: 2.185 Epoch 0 Batch 268/538 - Train Accuracy: 0.460, Validation Accuracy: 0.501, Loss: 2.093 Epoch 0 Batch 269/538 - Train Accuracy: 0.438, Validation Accuracy: 0.498, Loss: 2.136 Epoch 0 Batch 270/538 - Train Accuracy: 0.428, Validation Accuracy: 0.496, Loss: 2.191 Epoch 0 Batch 271/538 - Train Accuracy: 0.455, Validation Accuracy: 0.498, Loss: 2.196 Epoch 0 Batch 272/538 - Train Accuracy: 0.423, Validation Accuracy: 0.500, Loss: 2.263 Epoch 0 Batch 273/538 - Train Accuracy: 0.437, Validation Accuracy: 0.490, Loss: 2.151 Epoch 0 Batch 274/538 - Train Accuracy: 0.425, Validation Accuracy: 0.504, Loss: 2.239 Epoch 0 Batch 275/538 - Train Accuracy: 0.444, Validation Accuracy: 0.499, Loss: 2.178 Epoch 0 Batch 276/538 - Train Accuracy: 0.441, Validation Accuracy: 0.496, Loss: 2.172 Epoch 0 Batch 277/538 - Train Accuracy: 0.458, Validation Accuracy: 0.499, Loss: 2.129 Epoch 0 Batch 278/538 - Train Accuracy: 0.450, Validation Accuracy: 0.501, Loss: 2.124 Epoch 0 Batch 279/538 - Train Accuracy: 0.452, Validation Accuracy: 0.500, Loss: 2.116 Epoch 0 Batch 280/538 - Train Accuracy: 0.483, Validation Accuracy: 0.505, Loss: 2.054 Epoch 0 Batch 281/538 - Train Accuracy: 0.462, Validation Accuracy: 0.504, Loss: 2.137 Epoch 0 Batch 282/538 - Train Accuracy: 0.454, Validation Accuracy: 0.496, Loss: 2.093 Epoch 0 Batch 283/538 - Train Accuracy: 0.471, Validation Accuracy: 0.507, Loss: 2.093 Epoch 0 Batch 284/538 - Train Accuracy: 0.452, Validation Accuracy: 0.496, Loss: 2.139 Epoch 0 Batch 285/538 - Train Accuracy: 0.482, Validation Accuracy: 0.500, Loss: 2.038 Epoch 0 Batch 286/538 - Train Accuracy: 0.457, Validation Accuracy: 0.509, Loss: 2.144 Epoch 0 Batch 287/538 - Train Accuracy: 0.474, Validation Accuracy: 0.496, Loss: 2.063 Epoch 0 Batch 288/538 - Train Accuracy: 0.437, Validation Accuracy: 0.503, Loss: 2.177 Epoch 0 Batch 289/538 - Train Accuracy: 0.475, Validation Accuracy: 0.502, Loss: 2.045 Epoch 0 Batch 290/538 - Train Accuracy: 0.431, Validation Accuracy: 0.493, Loss: 2.139 Epoch 0 Batch 291/538 - Train Accuracy: 0.457, Validation Accuracy: 0.497, Loss: 2.106 Epoch 0 Batch 292/538 - Train Accuracy: 0.475, Validation Accuracy: 0.501, Loss: 2.019 Epoch 0 Batch 293/538 - Train Accuracy: 0.467, Validation Accuracy: 0.497, Loss: 2.038 Epoch 0 Batch 294/538 - Train Accuracy: 0.431, Validation Accuracy: 0.504, Loss: 2.238 Epoch 0 Batch 295/538 - Train Accuracy: 0.504, Validation Accuracy: 0.503, Loss: 1.976 Epoch 0 Batch 296/538 - Train Accuracy: 0.453, Validation Accuracy: 0.492, Loss: 2.041 Epoch 0 Batch 297/538 - Train Accuracy: 0.435, Validation Accuracy: 0.501, Loss: 2.202 Epoch 0 Batch 298/538 - Train Accuracy: 0.455, Validation Accuracy: 0.500, Loss: 2.105 Epoch 0 Batch 299/538 - Train Accuracy: 0.467, Validation Accuracy: 0.495, Loss: 2.054 Epoch 0 Batch 300/538 - Train Accuracy: 0.480, Validation Accuracy: 0.503, Loss: 1.998 Epoch 0 Batch 301/538 - Train Accuracy: 0.462, Validation Accuracy: 0.506, Loss: 2.089 Epoch 0 Batch 302/538 - Train Accuracy: 0.482, Validation Accuracy: 0.500, Loss: 1.985 Epoch 0 Batch 303/538 - Train Accuracy: 0.512, Validation Accuracy: 0.502, Loss: 1.941 Epoch 0 Batch 304/538 - Train Accuracy: 0.451, Validation Accuracy: 0.506, Loss: 2.135 Epoch 0 Batch 305/538 - Train Accuracy: 0.440, Validation Accuracy: 0.491, Loss: 2.047 Epoch 0 Batch 306/538 - Train Accuracy: 0.482, Validation Accuracy: 0.501, Loss: 2.040 Epoch 0 Batch 307/538 - Train Accuracy: 0.470, Validation Accuracy: 0.503, Loss: 2.080 Epoch 0 Batch 308/538 - Train Accuracy: 0.439, Validation Accuracy: 0.488, Loss: 2.061 Epoch 0 Batch 309/538 - Train Accuracy: 0.440, Validation Accuracy: 0.507, Loss: 2.171 Epoch 0 Batch 310/538 - Train Accuracy: 0.441, Validation Accuracy: 0.498, Loss: 2.156 Epoch 0 Batch 311/538 - Train Accuracy: 0.452, Validation Accuracy: 0.487, Loss: 1.984 Epoch 0 Batch 312/538 - Train Accuracy: 0.504, Validation Accuracy: 0.501, Loss: 1.924 Epoch 0 Batch 313/538 - Train Accuracy: 0.457, Validation Accuracy: 0.507, Loss: 2.084 Epoch 0 Batch 314/538 - Train Accuracy: 0.455, Validation Accuracy: 0.493, Loss: 2.055 Epoch 0 Batch 315/538 - Train Accuracy: 0.471, Validation Accuracy: 0.503, Loss: 2.033 Epoch 0 Batch 316/538 - Train Accuracy: 0.481, Validation Accuracy: 0.509, Loss: 1.999 Epoch 0 Batch 317/538 - Train Accuracy: 0.428, Validation Accuracy: 0.489, Loss: 2.095 Epoch 0 Batch 318/538 - Train Accuracy: 0.464, Validation Accuracy: 0.502, Loss: 2.021 Epoch 0 Batch 319/538 - Train Accuracy: 0.486, Validation Accuracy: 0.507, Loss: 1.962 Epoch 0 Batch 320/538 - Train Accuracy: 0.466, Validation Accuracy: 0.504, Loss: 2.020 Epoch 0 Batch 321/538 - Train Accuracy: 0.460, Validation Accuracy: 0.496, Loss: 1.972 Epoch 0 Batch 322/538 - Train Accuracy: 0.482, Validation Accuracy: 0.509, Loss: 2.062 Epoch 0 Batch 323/538 - Train Accuracy: 0.465, Validation Accuracy: 0.504, Loss: 2.014 Epoch 0 Batch 324/538 - Train Accuracy: 0.425, Validation Accuracy: 0.496, Loss: 2.108 Epoch 0 Batch 325/538 - Train Accuracy: 0.462, Validation Accuracy: 0.503, Loss: 2.021 Epoch 0 Batch 326/538 - Train Accuracy: 0.462, Validation Accuracy: 0.501, Loss: 2.033 Epoch 0 Batch 327/538 - Train Accuracy: 0.442, Validation Accuracy: 0.497, Loss: 2.075 Epoch 0 Batch 328/538 - Train Accuracy: 0.467, Validation Accuracy: 0.500, Loss: 1.983 Epoch 0 Batch 329/538 - Train Accuracy: 0.469, Validation Accuracy: 0.500, Loss: 1.992 Epoch 0 Batch 330/538 - Train Accuracy: 0.468, Validation Accuracy: 0.499, Loss: 1.950 Epoch 0 Batch 331/538 - Train Accuracy: 0.430, Validation Accuracy: 0.499, Loss: 2.032 Epoch 0 Batch 332/538 - Train Accuracy: 0.445, Validation Accuracy: 0.502, Loss: 2.042 Epoch 0 Batch 333/538 - Train Accuracy: 0.472, Validation Accuracy: 0.499, Loss: 1.943 Epoch 0 Batch 334/538 - Train Accuracy: 0.496, Validation Accuracy: 0.498, Loss: 1.838 Epoch 0 Batch 335/538 - Train Accuracy: 0.479, Validation Accuracy: 0.504, Loss: 1.952 Epoch 0 Batch 336/538 - Train Accuracy: 0.486, Validation Accuracy: 0.509, Loss: 1.964 Epoch 0 Batch 337/538 - Train Accuracy: 0.473, Validation Accuracy: 0.504, Loss: 1.945 Epoch 0 Batch 338/538 - Train Accuracy: 0.473, Validation Accuracy: 0.508, Loss: 1.968 Epoch 0 Batch 339/538 - Train Accuracy: 0.474, Validation Accuracy: 0.507, Loss: 1.930 Epoch 0 Batch 340/538 - Train Accuracy: 0.426, Validation Accuracy: 0.503, Loss: 2.048 Epoch 0 Batch 341/538 - Train Accuracy: 0.450, Validation Accuracy: 0.506, Loss: 2.038 Epoch 0 Batch 342/538 - Train Accuracy: 0.473, Validation Accuracy: 0.503, Loss: 1.954 Epoch 0 Batch 343/538 - Train Accuracy: 0.456, Validation Accuracy: 0.502, Loss: 1.996 Epoch 0 Batch 344/538 - Train Accuracy: 0.453, Validation Accuracy: 0.509, Loss: 1.971 Epoch 0 Batch 345/538 - Train Accuracy: 0.478, Validation Accuracy: 0.502, Loss: 1.944 Epoch 0 Batch 346/538 - Train Accuracy: 0.464, Validation Accuracy: 0.503, Loss: 1.963 Epoch 0 Batch 347/538 - Train Accuracy: 0.455, Validation Accuracy: 0.506, Loss: 2.001 Epoch 0 Batch 348/538 - Train Accuracy: 0.479, Validation Accuracy: 0.505, Loss: 1.944 Epoch 0 Batch 349/538 - Train Accuracy: 0.434, Validation Accuracy: 0.502, Loss: 1.976 Epoch 0 Batch 350/538 - Train Accuracy: 0.472, Validation Accuracy: 0.502, Loss: 1.971 Epoch 0 Batch 351/538 - Train Accuracy: 0.445, Validation Accuracy: 0.503, Loss: 2.031 Epoch 0 Batch 352/538 - Train Accuracy: 0.483, Validation Accuracy: 0.505, Loss: 1.912 Epoch 0 Batch 353/538 - Train Accuracy: 0.462, Validation Accuracy: 0.506, Loss: 1.954 Epoch 0 Batch 354/538 - Train Accuracy: 0.444, Validation Accuracy: 0.506, Loss: 2.002 Epoch 0 Batch 355/538 - Train Accuracy: 0.450, Validation Accuracy: 0.506, Loss: 2.020 Epoch 0 Batch 356/538 - Train Accuracy: 0.487, Validation Accuracy: 0.500, Loss: 1.830 Epoch 0 Batch 357/538 - Train Accuracy: 0.436, Validation Accuracy: 0.491, Loss: 1.974 Epoch 0 Batch 358/538 - Train Accuracy: 0.453, Validation Accuracy: 0.498, Loss: 1.971 Epoch 0 Batch 359/538 - Train Accuracy: 0.468, Validation Accuracy: 0.501, Loss: 1.877 Epoch 0 Batch 360/538 - Train Accuracy: 0.445, Validation Accuracy: 0.494, Loss: 1.978 Epoch 0 Batch 361/538 - Train Accuracy: 0.477, Validation Accuracy: 0.505, Loss: 1.888 Epoch 0 Batch 362/538 - Train Accuracy: 0.471, Validation Accuracy: 0.497, Loss: 1.817 Epoch 0 Batch 363/538 - Train Accuracy: 0.480, Validation Accuracy: 0.501, Loss: 1.843 Epoch 0 Batch 364/538 - Train Accuracy: 0.439, Validation Accuracy: 0.508, Loss: 1.959 Epoch 0 Batch 365/538 - Train Accuracy: 0.475, Validation Accuracy: 0.511, Loss: 1.900 Epoch 0 Batch 366/538 - Train Accuracy: 0.455, Validation Accuracy: 0.504, Loss: 1.973 Epoch 0 Batch 367/538 - Train Accuracy: 0.462, Validation Accuracy: 0.512, Loss: 1.936 Epoch 0 Batch 368/538 - Train Accuracy: 0.547, Validation Accuracy: 0.507, Loss: 1.631 Epoch 0 Batch 369/538 - Train Accuracy: 0.460, Validation Accuracy: 0.513, Loss: 1.910 Epoch 0 Batch 370/538 - Train Accuracy: 0.452, Validation Accuracy: 0.513, Loss: 1.943 Epoch 0 Batch 371/538 - Train Accuracy: 0.493, Validation Accuracy: 0.519, Loss: 1.829 Epoch 0 Batch 372/538 - Train Accuracy: 0.483, Validation Accuracy: 0.517, Loss: 1.893 Epoch 0 Batch 373/538 - Train Accuracy: 0.449, Validation Accuracy: 0.507, Loss: 1.889 Epoch 0 Batch 374/538 - Train Accuracy: 0.465, Validation Accuracy: 0.519, Loss: 1.950 Epoch 0 Batch 375/538 - Train Accuracy: 0.493, Validation Accuracy: 0.523, Loss: 1.796 Epoch 0 Batch 376/538 - Train Accuracy: 0.456, Validation Accuracy: 0.509, Loss: 1.876 Epoch 0 Batch 377/538 - Train Accuracy: 0.488, Validation Accuracy: 0.519, Loss: 1.855 Epoch 0 Batch 378/538 - Train Accuracy: 0.497, Validation Accuracy: 0.519, Loss: 1.776 Epoch 0 Batch 379/538 - Train Accuracy: 0.480, Validation Accuracy: 0.511, Loss: 1.832 Epoch 0 Batch 380/538 - Train Accuracy: 0.462, Validation Accuracy: 0.506, Loss: 1.867 Epoch 0 Batch 381/538 - Train Accuracy: 0.492, Validation Accuracy: 0.521, Loss: 1.804 Epoch 0 Batch 382/538 - Train Accuracy: 0.473, Validation Accuracy: 0.523, Loss: 1.877 Epoch 0 Batch 383/538 - Train Accuracy: 0.455, Validation Accuracy: 0.517, Loss: 1.849 Epoch 0 Batch 384/538 - Train Accuracy: 0.490, Validation Accuracy: 0.526, Loss: 1.841 Epoch 0 Batch 385/538 - Train Accuracy: 0.485, Validation Accuracy: 0.527, Loss: 1.816 Epoch 0 Batch 386/538 - Train Accuracy: 0.459, Validation Accuracy: 0.515, Loss: 1.883 Epoch 0 Batch 387/538 - Train Accuracy: 0.461, Validation Accuracy: 0.518, Loss: 1.861 Epoch 0 Batch 388/538 - Train Accuracy: 0.474, Validation Accuracy: 0.512, Loss: 1.787 Epoch 0 Batch 389/538 - Train Accuracy: 0.468, Validation Accuracy: 0.513, Loss: 1.905 Epoch 0 Batch 390/538 - Train Accuracy: 0.495, Validation Accuracy: 0.513, Loss: 1.755 Epoch 0 Batch 391/538 - Train Accuracy: 0.489, Validation Accuracy: 0.517, Loss: 1.814 Epoch 0 Batch 392/538 - Train Accuracy: 0.486, Validation Accuracy: 0.518, Loss: 1.800 Epoch 0 Batch 393/538 - Train Accuracy: 0.481, Validation Accuracy: 0.513, Loss: 1.734 Epoch 0 Batch 394/538 - Train Accuracy: 0.439, Validation Accuracy: 0.517, Loss: 1.880 Epoch 0 Batch 395/538 - Train Accuracy: 0.458, Validation Accuracy: 0.516, Loss: 1.848 Epoch 0 Batch 396/538 - Train Accuracy: 0.453, Validation Accuracy: 0.520, Loss: 1.825 Epoch 0 Batch 397/538 - Train Accuracy: 0.464, Validation Accuracy: 0.516, Loss: 1.882 Epoch 0 Batch 398/538 - Train Accuracy: 0.463, Validation Accuracy: 0.518, Loss: 1.842 Epoch 0 Batch 399/538 - Train Accuracy: 0.462, Validation Accuracy: 0.523, Loss: 1.888 Epoch 0 Batch 400/538 - Train Accuracy: 0.468, Validation Accuracy: 0.513, Loss: 1.775 Epoch 0 Batch 401/538 - Train Accuracy: 0.468, Validation Accuracy: 0.523, Loss: 1.871 Epoch 0 Batch 402/538 - Train Accuracy: 0.490, Validation Accuracy: 0.520, Loss: 1.768 Epoch 0 Batch 403/538 - Train Accuracy: 0.458, Validation Accuracy: 0.520, Loss: 1.862 Epoch 0 Batch 404/538 - Train Accuracy: 0.476, Validation Accuracy: 0.507, Loss: 1.717 Epoch 0 Batch 405/538 - Train Accuracy: 0.484, Validation Accuracy: 0.520, Loss: 1.778 Epoch 0 Batch 406/538 - Train Accuracy: 0.491, Validation Accuracy: 0.523, Loss: 1.782 Epoch 0 Batch 407/538 - Train Accuracy: 0.459, Validation Accuracy: 0.504, Loss: 1.754 Epoch 0 Batch 408/538 - Train Accuracy: 0.457, Validation Accuracy: 0.519, Loss: 1.900 Epoch 0 Batch 409/538 - Train Accuracy: 0.461, Validation Accuracy: 0.517, Loss: 1.802 Epoch 0 Batch 410/538 - Train Accuracy: 0.465, Validation Accuracy: 0.514, Loss: 1.787 Epoch 0 Batch 411/538 - Train Accuracy: 0.456, Validation Accuracy: 0.509, Loss: 1.723 Epoch 0 Batch 412/538 - Train Accuracy: 0.482, Validation Accuracy: 0.519, Loss: 1.719 Epoch 0 Batch 413/538 - Train Accuracy: 0.454, Validation Accuracy: 0.519, Loss: 1.848 Epoch 0 Batch 414/538 - Train Accuracy: 0.454, Validation Accuracy: 0.508, Loss: 1.789 Epoch 0 Batch 415/538 - Train Accuracy: 0.445, Validation Accuracy: 0.520, Loss: 1.817 Epoch 0 Batch 416/538 - Train Accuracy: 0.506, Validation Accuracy: 0.516, Loss: 1.656 Epoch 0 Batch 417/538 - Train Accuracy: 0.462, Validation Accuracy: 0.517, Loss: 1.820 Epoch 0 Batch 418/538 - Train Accuracy: 0.452, Validation Accuracy: 0.514, Loss: 1.801 Epoch 0 Batch 419/538 - Train Accuracy: 0.469, Validation Accuracy: 0.524, Loss: 1.762 Epoch 0 Batch 420/538 - Train Accuracy: 0.457, Validation Accuracy: 0.515, Loss: 1.774 Epoch 0 Batch 421/538 - Train Accuracy: 0.467, Validation Accuracy: 0.512, Loss: 1.716 Epoch 0 Batch 422/538 - Train Accuracy: 0.463, Validation Accuracy: 0.516, Loss: 1.735 Epoch 0 Batch 423/538 - Train Accuracy: 0.465, Validation Accuracy: 0.519, Loss: 1.747 Epoch 0 Batch 424/538 - Train Accuracy: 0.475, Validation Accuracy: 0.516, Loss: 1.702 Epoch 0 Batch 425/538 - Train Accuracy: 0.489, Validation Accuracy: 0.514, Loss: 1.663 Epoch 0 Batch 426/538 - Train Accuracy: 0.475, Validation Accuracy: 0.510, Loss: 1.700 Epoch 0 Batch 427/538 - Train Accuracy: 0.450, Validation Accuracy: 0.514, Loss: 1.741 Epoch 0 Batch 428/538 - Train Accuracy: 0.492, Validation Accuracy: 0.515, Loss: 1.680 Epoch 0 Batch 429/538 - Train Accuracy: 0.485, Validation Accuracy: 0.516, Loss: 1.684 Epoch 0 Batch 430/538 - Train Accuracy: 0.468, Validation Accuracy: 0.514, Loss: 1.730 Epoch 0 Batch 431/538 - Train Accuracy: 0.467, Validation Accuracy: 0.515, Loss: 1.715 Epoch 0 Batch 432/538 - Train Accuracy: 0.502, Validation Accuracy: 0.514, Loss: 1.571 Epoch 0 Batch 433/538 - Train Accuracy: 0.459, Validation Accuracy: 0.520, Loss: 1.760 Epoch 0 Batch 434/538 - Train Accuracy: 0.454, Validation Accuracy: 0.515, Loss: 1.787 Epoch 0 Batch 435/538 - Train Accuracy: 0.448, Validation Accuracy: 0.514, Loss: 1.721 Epoch 0 Batch 436/538 - Train Accuracy: 0.462, Validation Accuracy: 0.519, Loss: 1.729 Epoch 0 Batch 437/538 - Train Accuracy: 0.470, Validation Accuracy: 0.526, Loss: 1.749 Epoch 0 Batch 438/538 - Train Accuracy: 0.494, Validation Accuracy: 0.525, Loss: 1.702 Epoch 0 Batch 439/538 - Train Accuracy: 0.490, Validation Accuracy: 0.524, Loss: 1.654 Epoch 0 Batch 440/538 - Train Accuracy: 0.459, Validation Accuracy: 0.522, Loss: 1.738 Epoch 0 Batch 441/538 - Train Accuracy: 0.458, Validation Accuracy: 0.519, Loss: 1.751 Epoch 0 Batch 442/538 - Train Accuracy: 0.500, Validation Accuracy: 0.515, Loss: 1.564 Epoch 0 Batch 443/538 - Train Accuracy: 0.480, Validation Accuracy: 0.517, Loss: 1.683 Epoch 0 Batch 444/538 - Train Accuracy: 0.512, Validation Accuracy: 0.517, Loss: 1.579 Epoch 0 Batch 445/538 - Train Accuracy: 0.465, Validation Accuracy: 0.515, Loss: 1.667 Epoch 0 Batch 446/538 - Train Accuracy: 0.495, Validation Accuracy: 0.521, Loss: 1.589 Epoch 0 Batch 447/538 - Train Accuracy: 0.448, Validation Accuracy: 0.510, Loss: 1.690 Epoch 0 Batch 448/538 - Train Accuracy: 0.487, Validation Accuracy: 0.498, Loss: 1.577 Epoch 0 Batch 449/538 - Train Accuracy: 0.434, Validation Accuracy: 0.491, Loss: 1.723 Epoch 0 Batch 450/538 - Train Accuracy: 0.473, Validation Accuracy: 0.488, Loss: 1.623 Epoch 0 Batch 451/538 - Train Accuracy: 0.451, Validation Accuracy: 0.507, Loss: 1.707 Epoch 0 Batch 452/538 - Train Accuracy: 0.471, Validation Accuracy: 0.519, Loss: 1.671 Epoch 0 Batch 453/538 - Train Accuracy: 0.426, Validation Accuracy: 0.492, Loss: 1.694 Epoch 0 Batch 454/538 - Train Accuracy: 0.473, Validation Accuracy: 0.512, Loss: 1.636 Epoch 0 Batch 455/538 - Train Accuracy: 0.508, Validation Accuracy: 0.502, Loss: 1.545 Epoch 0 Batch 456/538 - Train Accuracy: 0.539, Validation Accuracy: 0.489, Loss: 1.410 Epoch 0 Batch 457/538 - Train Accuracy: 0.447, Validation Accuracy: 0.502, Loss: 1.713 Epoch 0 Batch 458/538 - Train Accuracy: 0.463, Validation Accuracy: 0.505, Loss: 1.619 Epoch 0 Batch 459/538 - Train Accuracy: 0.467, Validation Accuracy: 0.504, Loss: 1.661 Epoch 0 Batch 460/538 - Train Accuracy: 0.458, Validation Accuracy: 0.507, Loss: 1.623 Epoch 0 Batch 461/538 - Train Accuracy: 0.443, Validation Accuracy: 0.534, Loss: 1.787 Epoch 0 Batch 462/538 - Train Accuracy: 0.481, Validation Accuracy: 0.526, Loss: 1.647 Epoch 0 Batch 463/538 - Train Accuracy: 0.427, Validation Accuracy: 0.487, Loss: 1.671 Epoch 0 Batch 464/538 - Train Accuracy: 0.438, Validation Accuracy: 0.497, Loss: 1.701 Epoch 0 Batch 465/538 - Train Accuracy: 0.451, Validation Accuracy: 0.510, Loss: 1.676 Epoch 0 Batch 466/538 - Train Accuracy: 0.422, Validation Accuracy: 0.508, Loss: 1.683 Epoch 0 Batch 467/538 - Train Accuracy: 0.475, Validation Accuracy: 0.510, Loss: 1.658 Epoch 0 Batch 468/538 - Train Accuracy: 0.463, Validation Accuracy: 0.511, Loss: 1.705 Epoch 0 Batch 469/538 - Train Accuracy: 0.441, Validation Accuracy: 0.497, Loss: 1.705 Epoch 0 Batch 470/538 - Train Accuracy: 0.463, Validation Accuracy: 0.502, Loss: 1.618 Epoch 0 Batch 471/538 - Train Accuracy: 0.464, Validation Accuracy: 0.501, Loss: 1.603 Epoch 0 Batch 472/538 - Train Accuracy: 0.467, Validation Accuracy: 0.500, Loss: 1.667 Epoch 0 Batch 473/538 - Train Accuracy: 0.427, Validation Accuracy: 0.491, Loss: 1.642 Epoch 0 Batch 474/538 - Train Accuracy: 0.496, Validation Accuracy: 0.516, Loss: 1.609 Epoch 0 Batch 475/538 - Train Accuracy: 0.479, Validation Accuracy: 0.502, Loss: 1.570 Epoch 0 Batch 476/538 - Train Accuracy: 0.418, Validation Accuracy: 0.489, Loss: 1.664 Epoch 0 Batch 477/538 - Train Accuracy: 0.459, Validation Accuracy: 0.505, Loss: 1.659 Epoch 0 Batch 478/538 - Train Accuracy: 0.492, Validation Accuracy: 0.528, Loss: 1.583 Epoch 0 Batch 479/538 - Train Accuracy: 0.480, Validation Accuracy: 0.492, Loss: 1.551 Epoch 0 Batch 480/538 - Train Accuracy: 0.453, Validation Accuracy: 0.482, Loss: 1.573 Epoch 0 Batch 481/538 - Train Accuracy: 0.468, Validation Accuracy: 0.500, Loss: 1.621 Epoch 0 Batch 482/538 - Train Accuracy: 0.511, Validation Accuracy: 0.515, Loss: 1.449 Epoch 0 Batch 483/538 - Train Accuracy: 0.457, Validation Accuracy: 0.499, Loss: 1.618 Epoch 0 Batch 484/538 - Train Accuracy: 0.461, Validation Accuracy: 0.487, Loss: 1.563 Epoch 0 Batch 485/538 - Train Accuracy: 0.484, Validation Accuracy: 0.512, Loss: 1.581 Epoch 0 Batch 486/538 - Train Accuracy: 0.463, Validation Accuracy: 0.508, Loss: 1.545 Epoch 0 Batch 487/538 - Train Accuracy: 0.472, Validation Accuracy: 0.499, Loss: 1.547 Epoch 0 Batch 488/538 - Train Accuracy: 0.479, Validation Accuracy: 0.499, Loss: 1.576 Epoch 0 Batch 489/538 - Train Accuracy: 0.450, Validation Accuracy: 0.510, Loss: 1.615 Epoch 0 Batch 490/538 - Train Accuracy: 0.453, Validation Accuracy: 0.498, Loss: 1.557 Epoch 0 Batch 491/538 - Train Accuracy: 0.421, Validation Accuracy: 0.489, Loss: 1.633 Epoch 0 Batch 492/538 - Train Accuracy: 0.462, Validation Accuracy: 0.510, Loss: 1.649 Epoch 0 Batch 493/538 - Train Accuracy: 0.472, Validation Accuracy: 0.512, Loss: 1.556 Epoch 0 Batch 494/538 - Train Accuracy: 0.459, Validation Accuracy: 0.494, Loss: 1.649 Epoch 0 Batch 495/538 - Train Accuracy: 0.433, Validation Accuracy: 0.482, Loss: 1.589 Epoch 0 Batch 496/538 - Train Accuracy: 0.488, Validation Accuracy: 0.513, Loss: 1.611 Epoch 0 Batch 497/538 - Train Accuracy: 0.493, Validation Accuracy: 0.508, Loss: 1.560 Epoch 0 Batch 498/538 - Train Accuracy: 0.412, Validation Accuracy: 0.487, Loss: 1.611 Epoch 0 Batch 499/538 - Train Accuracy: 0.476, Validation Accuracy: 0.490, Loss: 1.535 Epoch 0 Batch 500/538 - Train Accuracy: 0.508, Validation Accuracy: 0.513, Loss: 1.509 Epoch 0 Batch 501/538 - Train Accuracy: 0.490, Validation Accuracy: 0.516, Loss: 1.583 Epoch 0 Batch 502/538 - Train Accuracy: 0.446, Validation Accuracy: 0.488, Loss: 1.597 Epoch 0 Batch 503/538 - Train Accuracy: 0.488, Validation Accuracy: 0.502, Loss: 1.537 Epoch 0 Batch 504/538 - Train Accuracy: 0.466, Validation Accuracy: 0.516, Loss: 1.607 Epoch 0 Batch 505/538 - Train Accuracy: 0.468, Validation Accuracy: 0.500, Loss: 1.569 Epoch 0 Batch 506/538 - Train Accuracy: 0.446, Validation Accuracy: 0.483, Loss: 1.548 Epoch 0 Batch 507/538 - Train Accuracy: 0.447, Validation Accuracy: 0.490, Loss: 1.575 Epoch 0 Batch 508/538 - Train Accuracy: 0.502, Validation Accuracy: 0.509, Loss: 1.493 Epoch 0 Batch 509/538 - Train Accuracy: 0.449, Validation Accuracy: 0.511, Loss: 1.586 Epoch 0 Batch 510/538 - Train Accuracy: 0.456, Validation Accuracy: 0.488, Loss: 1.513 Epoch 0 Batch 511/538 - Train Accuracy: 0.504, Validation Accuracy: 0.497, Loss: 1.484 Epoch 0 Batch 512/538 - Train Accuracy: 0.516, Validation Accuracy: 0.525, Loss: 1.511 Epoch 0 Batch 513/538 - Train Accuracy: 0.468, Validation Accuracy: 0.510, Loss: 1.566 Epoch 0 Batch 514/538 - Train Accuracy: 0.426, Validation Accuracy: 0.492, Loss: 1.614 Epoch 0 Batch 515/538 - Train Accuracy: 0.469, Validation Accuracy: 0.491, Loss: 1.528 Epoch 0 Batch 516/538 - Train Accuracy: 0.466, Validation Accuracy: 0.501, Loss: 1.552 Epoch 0 Batch 517/538 - Train Accuracy: 0.473, Validation Accuracy: 0.508, Loss: 1.539 Epoch 0 Batch 518/538 - Train Accuracy: 0.433, Validation Accuracy: 0.501, Loss: 1.610 Epoch 0 Batch 519/538 - Train Accuracy: 0.480, Validation Accuracy: 0.489, Loss: 1.496 Epoch 0 Batch 520/538 - Train Accuracy: 0.460, Validation Accuracy: 0.509, Loss: 1.607 Epoch 0 Batch 521/538 - Train Accuracy: 0.486, Validation Accuracy: 0.518, Loss: 1.566 Epoch 0 Batch 522/538 - Train Accuracy: 0.446, Validation Accuracy: 0.506, Loss: 1.576 Epoch 0 Batch 523/538 - Train Accuracy: 0.429, Validation Accuracy: 0.486, Loss: 1.579 Epoch 0 Batch 524/538 - Train Accuracy: 0.422, Validation Accuracy: 0.509, Loss: 1.615 Epoch 0 Batch 525/538 - Train Accuracy: 0.500, Validation Accuracy: 0.518, Loss: 1.479 Epoch 0 Batch 526/538 - Train Accuracy: 0.478, Validation Accuracy: 0.515, Loss: 1.519 Epoch 0 Batch 527/538 - Train Accuracy: 0.469, Validation Accuracy: 0.494, Loss: 1.525 Epoch 0 Batch 528/538 - Train Accuracy: 0.429, Validation Accuracy: 0.502, Loss: 1.649 Epoch 0 Batch 529/538 - Train Accuracy: 0.459, Validation Accuracy: 0.512, Loss: 1.565 Epoch 0 Batch 530/538 - Train Accuracy: 0.470, Validation Accuracy: 0.504, Loss: 1.563 Epoch 0 Batch 531/538 - Train Accuracy: 0.444, Validation Accuracy: 0.498, Loss: 1.528 Epoch 0 Batch 532/538 - Train Accuracy: 0.443, Validation Accuracy: 0.500, Loss: 1.535 Epoch 0 Batch 533/538 - Train Accuracy: 0.475, Validation Accuracy: 0.520, Loss: 1.503 Epoch 0 Batch 534/538 - Train Accuracy: 0.461, Validation Accuracy: 0.503, Loss: 1.490 Epoch 0 Batch 535/538 - Train Accuracy: 0.461, Validation Accuracy: 0.499, Loss: 1.486 Epoch 0 Batch 536/538 - Train Accuracy: 0.485, Validation Accuracy: 0.497, Loss: 1.502 Epoch 1 Batch 0/538 - Train Accuracy: 0.459, Validation Accuracy: 0.503, Loss: 1.530 Epoch 1 Batch 1/538 - Train Accuracy: 0.474, Validation Accuracy: 0.518, Loss: 1.538 Epoch 1 Batch 2/538 - Train Accuracy: 0.460, Validation Accuracy: 0.510, Loss: 1.554 Epoch 1 Batch 3/538 - Train Accuracy: 0.428, Validation Accuracy: 0.495, Loss: 1.539 Epoch 1 Batch 4/538 - Train Accuracy: 0.440, Validation Accuracy: 0.494, Loss: 1.514 Epoch 1 Batch 5/538 - Train Accuracy: 0.455, Validation Accuracy: 0.510, Loss: 1.507 Epoch 1 Batch 6/538 - Train Accuracy: 0.471, Validation Accuracy: 0.506, Loss: 1.481 Epoch 1 Batch 7/538 - Train Accuracy: 0.442, Validation Accuracy: 0.494, Loss: 1.517 Epoch 1 Batch 8/538 - Train Accuracy: 0.437, Validation Accuracy: 0.492, Loss: 1.504 Epoch 1 Batch 9/538 - Train Accuracy: 0.472, Validation Accuracy: 0.511, Loss: 1.481 Epoch 1 Batch 10/538 - Train Accuracy: 0.442, Validation Accuracy: 0.509, Loss: 1.552 Epoch 1 Batch 11/538 - Train Accuracy: 0.449, Validation Accuracy: 0.503, Loss: 1.507 Epoch 1 Batch 12/538 - Train Accuracy: 0.412, Validation Accuracy: 0.490, Loss: 1.519 Epoch 1 Batch 13/538 - Train Accuracy: 0.505, Validation Accuracy: 0.511, Loss: 1.366 Epoch 1 Batch 14/538 - Train Accuracy: 0.469, Validation Accuracy: 0.528, Loss: 1.468 Epoch 1 Batch 15/538 - Train Accuracy: 0.509, Validation Accuracy: 0.515, Loss: 1.445 Epoch 1 Batch 16/538 - Train Accuracy: 0.463, Validation Accuracy: 0.499, Loss: 1.438 Epoch 1 Batch 17/538 - Train Accuracy: 0.458, Validation Accuracy: 0.499, Loss: 1.477 Epoch 1 Batch 18/538 - Train Accuracy: 0.452, Validation Accuracy: 0.513, Loss: 1.515 Epoch 1 Batch 19/538 - Train Accuracy: 0.450, Validation Accuracy: 0.510, Loss: 1.511 Epoch 1 Batch 20/538 - Train Accuracy: 0.462, Validation Accuracy: 0.508, Loss: 1.444 Epoch 1 Batch 21/538 - Train Accuracy: 0.428, Validation Accuracy: 0.508, Loss: 1.517 Epoch 1 Batch 22/538 - Train Accuracy: 0.465, Validation Accuracy: 0.511, Loss: 1.495 Epoch 1 Batch 23/538 - Train Accuracy: 0.460, Validation Accuracy: 0.507, Loss: 1.479 Epoch 1 Batch 24/538 - Train Accuracy: 0.456, Validation Accuracy: 0.505, Loss: 1.466 Epoch 1 Batch 25/538 - Train Accuracy: 0.445, Validation Accuracy: 0.501, Loss: 1.482 Epoch 1 Batch 26/538 - Train Accuracy: 0.454, Validation Accuracy: 0.505, Loss: 1.502 Epoch 1 Batch 27/538 - Train Accuracy: 0.484, Validation Accuracy: 0.513, Loss: 1.468 Epoch 1 Batch 28/538 - Train Accuracy: 0.502, Validation Accuracy: 0.511, Loss: 1.331 Epoch 1 Batch 29/538 - Train Accuracy: 0.452, Validation Accuracy: 0.500, Loss: 1.440 Epoch 1 Batch 30/538 - Train Accuracy: 0.432, Validation Accuracy: 0.502, Loss: 1.479 Epoch 1 Batch 31/538 - Train Accuracy: 0.470, Validation Accuracy: 0.507, Loss: 1.407 Epoch 1 Batch 32/538 - Train Accuracy: 0.448, Validation Accuracy: 0.511, Loss: 1.439 Epoch 1 Batch 33/538 - Train Accuracy: 0.472, Validation Accuracy: 0.502, Loss: 1.430 Epoch 1 Batch 34/538 - Train Accuracy: 0.456, Validation Accuracy: 0.483, Loss: 1.497 Epoch 1 Batch 35/538 - Train Accuracy: 0.445, Validation Accuracy: 0.498, Loss: 1.454 Epoch 1 Batch 36/538 - Train Accuracy: 0.484, Validation Accuracy: 0.510, Loss: 1.392 Epoch 1 Batch 37/538 - Train Accuracy: 0.459, Validation Accuracy: 0.504, Loss: 1.431 Epoch 1 Batch 38/538 - Train Accuracy: 0.430, Validation Accuracy: 0.503, Loss: 1.490 Epoch 1 Batch 39/538 - Train Accuracy: 0.447, Validation Accuracy: 0.512, Loss: 1.480 Epoch 1 Batch 40/538 - Train Accuracy: 0.521, Validation Accuracy: 0.510, Loss: 1.321 Epoch 1 Batch 41/538 - Train Accuracy: 0.457, Validation Accuracy: 0.510, Loss: 1.490 Epoch 1 Batch 42/538 - Train Accuracy: 0.469, Validation Accuracy: 0.517, Loss: 1.438 Epoch 1 Batch 43/538 - Train Accuracy: 0.464, Validation Accuracy: 0.526, Loss: 1.486 Epoch 1 Batch 44/538 - Train Accuracy: 0.453, Validation Accuracy: 0.523, Loss: 1.499 Epoch 1 Batch 45/538 - Train Accuracy: 0.486, Validation Accuracy: 0.508, Loss: 1.390 Epoch 1 Batch 46/538 - Train Accuracy: 0.457, Validation Accuracy: 0.510, Loss: 1.461 Epoch 1 Batch 47/538 - Train Accuracy: 0.485, Validation Accuracy: 0.525, Loss: 1.411 Epoch 1 Batch 48/538 - Train Accuracy: 0.512, Validation Accuracy: 0.526, Loss: 1.391 Epoch 1 Batch 49/538 - Train Accuracy: 0.443, Validation Accuracy: 0.501, Loss: 1.471 Epoch 1 Batch 50/538 - Train Accuracy: 0.455, Validation Accuracy: 0.505, Loss: 1.425 Epoch 1 Batch 51/538 - Train Accuracy: 0.410, Validation Accuracy: 0.507, Loss: 1.533 Epoch 1 Batch 52/538 - Train Accuracy: 0.470, Validation Accuracy: 0.512, Loss: 1.439 Epoch 1 Batch 53/538 - Train Accuracy: 0.493, Validation Accuracy: 0.507, Loss: 1.313 Epoch 1 Batch 54/538 - Train Accuracy: 0.457, Validation Accuracy: 0.497, Loss: 1.402 Epoch 1 Batch 55/538 - Train Accuracy: 0.446, Validation Accuracy: 0.506, Loss: 1.454 Epoch 1 Batch 56/538 - Train Accuracy: 0.483, Validation Accuracy: 0.519, Loss: 1.385 Epoch 1 Batch 57/538 - Train Accuracy: 0.448, Validation Accuracy: 0.513, Loss: 1.468 Epoch 1 Batch 58/538 - Train Accuracy: 0.422, Validation Accuracy: 0.501, Loss: 1.471 Epoch 1 Batch 59/538 - Train Accuracy: 0.447, Validation Accuracy: 0.501, Loss: 1.428 Epoch 1 Batch 60/538 - Train Accuracy: 0.457, Validation Accuracy: 0.505, Loss: 1.418 Epoch 1 Batch 61/538 - Train Accuracy: 0.463, Validation Accuracy: 0.512, Loss: 1.404 Epoch 1 Batch 62/538 - Train Accuracy: 0.459, Validation Accuracy: 0.510, Loss: 1.419 Epoch 1 Batch 63/538 - Train Accuracy: 0.489, Validation Accuracy: 0.505, Loss: 1.362 Epoch 1 Batch 64/538 - Train Accuracy: 0.494, Validation Accuracy: 0.515, Loss: 1.367 Epoch 1 Batch 65/538 - Train Accuracy: 0.463, Validation Accuracy: 0.523, Loss: 1.465 Epoch 1 Batch 66/538 - Train Accuracy: 0.494, Validation Accuracy: 0.523, Loss: 1.357 Epoch 1 Batch 67/538 - Train Accuracy: 0.471, Validation Accuracy: 0.513, Loss: 1.426 Epoch 1 Batch 68/538 - Train Accuracy: 0.476, Validation Accuracy: 0.507, Loss: 1.316 Epoch 1 Batch 69/538 - Train Accuracy: 0.477, Validation Accuracy: 0.518, Loss: 1.440 Epoch 1 Batch 70/538 - Train Accuracy: 0.488, Validation Accuracy: 0.522, Loss: 1.361 Epoch 1 Batch 71/538 - Train Accuracy: 0.450, Validation Accuracy: 0.510, Loss: 1.431 Epoch 1 Batch 72/538 - Train Accuracy: 0.487, Validation Accuracy: 0.500, Loss: 1.348 Epoch 1 Batch 73/538 - Train Accuracy: 0.463, Validation Accuracy: 0.518, Loss: 1.437 Epoch 1 Batch 74/538 - Train Accuracy: 0.488, Validation Accuracy: 0.518, Loss: 1.375 Epoch 1 Batch 75/538 - Train Accuracy: 0.483, Validation Accuracy: 0.505, Loss: 1.378 Epoch 1 Batch 76/538 - Train Accuracy: 0.435, Validation Accuracy: 0.479, Loss: 1.444 Epoch 1 Batch 77/538 - Train Accuracy: 0.446, Validation Accuracy: 0.515, Loss: 1.435 Epoch 1 Batch 78/538 - Train Accuracy: 0.487, Validation Accuracy: 0.523, Loss: 1.401 Epoch 1 Batch 79/538 - Train Accuracy: 0.480, Validation Accuracy: 0.505, Loss: 1.332 Epoch 1 Batch 80/538 - Train Accuracy: 0.421, Validation Accuracy: 0.482, Loss: 1.430 Epoch 1 Batch 81/538 - Train Accuracy: 0.455, Validation Accuracy: 0.512, Loss: 1.410 Epoch 1 Batch 82/538 - Train Accuracy: 0.457, Validation Accuracy: 0.517, Loss: 1.367 Epoch 1 Batch 83/538 - Train Accuracy: 0.458, Validation Accuracy: 0.512, Loss: 1.424 Epoch 1 Batch 84/538 - Train Accuracy: 0.446, Validation Accuracy: 0.492, Loss: 1.359 Epoch 1 Batch 85/538 - Train Accuracy: 0.476, Validation Accuracy: 0.489, Loss: 1.287 Epoch 1 Batch 86/538 - Train Accuracy: 0.478, Validation Accuracy: 0.522, Loss: 1.390 Epoch 1 Batch 87/538 - Train Accuracy: 0.483, Validation Accuracy: 0.523, Loss: 1.371 Epoch 1 Batch 88/538 - Train Accuracy: 0.483, Validation Accuracy: 0.511, Loss: 1.395 Epoch 1 Batch 89/538 - Train Accuracy: 0.452, Validation Accuracy: 0.489, Loss: 1.399 Epoch 1 Batch 90/538 - Train Accuracy: 0.488, Validation Accuracy: 0.507, Loss: 1.364 Epoch 1 Batch 91/538 - Train Accuracy: 0.453, Validation Accuracy: 0.510, Loss: 1.410 Epoch 1 Batch 92/538 - Train Accuracy: 0.448, Validation Accuracy: 0.503, Loss: 1.370 Epoch 1 Batch 93/538 - Train Accuracy: 0.427, Validation Accuracy: 0.494, Loss: 1.398 Epoch 1 Batch 94/538 - Train Accuracy: 0.454, Validation Accuracy: 0.500, Loss: 1.399 Epoch 1 Batch 95/538 - Train Accuracy: 0.507, Validation Accuracy: 0.513, Loss: 1.268 Epoch 1 Batch 96/538 - Train Accuracy: 0.500, Validation Accuracy: 0.518, Loss: 1.283 Epoch 1 Batch 97/538 - Train Accuracy: 0.449, Validation Accuracy: 0.513, Loss: 1.372 Epoch 1 Batch 98/538 - Train Accuracy: 0.490, Validation Accuracy: 0.503, Loss: 1.296 Epoch 1 Batch 99/538 - Train Accuracy: 0.447, Validation Accuracy: 0.496, Loss: 1.389 Epoch 1 Batch 100/538 - Train Accuracy: 0.458, Validation Accuracy: 0.505, Loss: 1.347 Epoch 1 Batch 101/538 - Train Accuracy: 0.464, Validation Accuracy: 0.513, Loss: 1.373 Epoch 1 Batch 102/538 - Train Accuracy: 0.469, Validation Accuracy: 0.511, Loss: 1.391 Epoch 1 Batch 103/538 - Train Accuracy: 0.471, Validation Accuracy: 0.509, Loss: 1.351 Epoch 1 Batch 104/538 - Train Accuracy: 0.481, Validation Accuracy: 0.520, Loss: 1.344 Epoch 1 Batch 105/538 - Train Accuracy: 0.496, Validation Accuracy: 0.525, Loss: 1.298 Epoch 1 Batch 106/538 - Train Accuracy: 0.475, Validation Accuracy: 0.526, Loss: 1.352 Epoch 1 Batch 107/538 - Train Accuracy: 0.444, Validation Accuracy: 0.513, Loss: 1.412 Epoch 1 Batch 108/538 - Train Accuracy: 0.469, Validation Accuracy: 0.502, Loss: 1.352 Epoch 1 Batch 109/538 - Train Accuracy: 0.456, Validation Accuracy: 0.499, Loss: 1.349 Epoch 1 Batch 110/538 - Train Accuracy: 0.451, Validation Accuracy: 0.509, Loss: 1.394 Epoch 1 Batch 111/538 - Train Accuracy: 0.489, Validation Accuracy: 0.517, Loss: 1.295 Epoch 1 Batch 112/538 - Train Accuracy: 0.449, Validation Accuracy: 0.520, Loss: 1.368 Epoch 1 Batch 113/538 - Train Accuracy: 0.456, Validation Accuracy: 0.520, Loss: 1.396 Epoch 1 Batch 114/538 - Train Accuracy: 0.509, Validation Accuracy: 0.517, Loss: 1.301 Epoch 1 Batch 115/538 - Train Accuracy: 0.469, Validation Accuracy: 0.517, Loss: 1.338 Epoch 1 Batch 116/538 - Train Accuracy: 0.484, Validation Accuracy: 0.503, Loss: 1.363 Epoch 1 Batch 117/538 - Train Accuracy: 0.482, Validation Accuracy: 0.516, Loss: 1.303 Epoch 1 Batch 118/538 - Train Accuracy: 0.500, Validation Accuracy: 0.516, Loss: 1.296 Epoch 1 Batch 119/538 - Train Accuracy: 0.488, Validation Accuracy: 0.518, Loss: 1.276 Epoch 1 Batch 120/538 - Train Accuracy: 0.475, Validation Accuracy: 0.517, Loss: 1.356 Epoch 1 Batch 121/538 - Train Accuracy: 0.482, Validation Accuracy: 0.511, Loss: 1.272 Epoch 1 Batch 122/538 - Train Accuracy: 0.489, Validation Accuracy: 0.524, Loss: 1.293 Epoch 1 Batch 123/538 - Train Accuracy: 0.516, Validation Accuracy: 0.526, Loss: 1.278 Epoch 1 Batch 124/538 - Train Accuracy: 0.503, Validation Accuracy: 0.520, Loss: 1.237 Epoch 1 Batch 125/538 - Train Accuracy: 0.483, Validation Accuracy: 0.523, Loss: 1.316 Epoch 1 Batch 126/538 - Train Accuracy: 0.501, Validation Accuracy: 0.521, Loss: 1.268 Epoch 1 Batch 127/538 - Train Accuracy: 0.442, Validation Accuracy: 0.521, Loss: 1.390 Epoch 1 Batch 128/538 - Train Accuracy: 0.478, Validation Accuracy: 0.514, Loss: 1.294 Epoch 1 Batch 129/538 - Train Accuracy: 0.461, Validation Accuracy: 0.503, Loss: 1.295 Epoch 1 Batch 130/538 - Train Accuracy: 0.474, Validation Accuracy: 0.515, Loss: 1.294 Epoch 1 Batch 131/538 - Train Accuracy: 0.458, Validation Accuracy: 0.521, Loss: 1.340 Epoch 1 Batch 132/538 - Train Accuracy: 0.504, Validation Accuracy: 0.520, Loss: 1.264 Epoch 1 Batch 133/538 - Train Accuracy: 0.477, Validation Accuracy: 0.493, Loss: 1.237 Epoch 1 Batch 134/538 - Train Accuracy: 0.431, Validation Accuracy: 0.500, Loss: 1.397 Epoch 1 Batch 135/538 - Train Accuracy: 0.480, Validation Accuracy: 0.523, Loss: 1.292 Epoch 1 Batch 136/538 - Train Accuracy: 0.487, Validation Accuracy: 0.524, Loss: 1.304 Epoch 1 Batch 137/538 - Train Accuracy: 0.471, Validation Accuracy: 0.518, Loss: 1.291 Epoch 1 Batch 138/538 - Train Accuracy: 0.475, Validation Accuracy: 0.507, Loss: 1.288 Epoch 1 Batch 139/538 - Train Accuracy: 0.473, Validation Accuracy: 0.518, Loss: 1.400 Epoch 1 Batch 140/538 - Train Accuracy: 0.446, Validation Accuracy: 0.520, Loss: 1.358 Epoch 1 Batch 141/538 - Train Accuracy: 0.465, Validation Accuracy: 0.520, Loss: 1.368 Epoch 1 Batch 142/538 - Train Accuracy: 0.507, Validation Accuracy: 0.517, Loss: 1.229 Epoch 1 Batch 143/538 - Train Accuracy: 0.458, Validation Accuracy: 0.511, Loss: 1.336 Epoch 1 Batch 144/538 - Train Accuracy: 0.452, Validation Accuracy: 0.505, Loss: 1.326 Epoch 1 Batch 145/538 - Train Accuracy: 0.487, Validation Accuracy: 0.517, Loss: 1.282 Epoch 1 Batch 146/538 - Train Accuracy: 0.511, Validation Accuracy: 0.527, Loss: 1.223 Epoch 1 Batch 147/538 - Train Accuracy: 0.497, Validation Accuracy: 0.519, Loss: 1.282 Epoch 1 Batch 148/538 - Train Accuracy: 0.443, Validation Accuracy: 0.496, Loss: 1.391 Epoch 1 Batch 149/538 - Train Accuracy: 0.447, Validation Accuracy: 0.497, Loss: 1.298 Epoch 1 Batch 150/538 - Train Accuracy: 0.484, Validation Accuracy: 0.525, Loss: 1.291 Epoch 1 Batch 151/538 - Train Accuracy: 0.489, Validation Accuracy: 0.529, Loss: 1.255 Epoch 1 Batch 152/538 - Train Accuracy: 0.486, Validation Accuracy: 0.519, Loss: 1.265 Epoch 1 Batch 153/538 - Train Accuracy: 0.440, Validation Accuracy: 0.512, Loss: 1.319 Epoch 1 Batch 154/538 - Train Accuracy: 0.475, Validation Accuracy: 0.517, Loss: 1.264 Epoch 1 Batch 155/538 - Train Accuracy: 0.498, Validation Accuracy: 0.526, Loss: 1.254 Epoch 1 Batch 156/538 - Train Accuracy: 0.473, Validation Accuracy: 0.527, Loss: 1.307 Epoch 1 Batch 157/538 - Train Accuracy: 0.478, Validation Accuracy: 0.521, Loss: 1.271 Epoch 1 Batch 158/538 - Train Accuracy: 0.454, Validation Accuracy: 0.516, Loss: 1.331 Epoch 1 Batch 159/538 - Train Accuracy: 0.475, Validation Accuracy: 0.523, Loss: 1.333 Epoch 1 Batch 160/538 - Train Accuracy: 0.482, Validation Accuracy: 0.525, Loss: 1.241 Epoch 1 Batch 161/538 - Train Accuracy: 0.452, Validation Accuracy: 0.521, Loss: 1.289 Epoch 1 Batch 162/538 - Train Accuracy: 0.498, Validation Accuracy: 0.519, Loss: 1.233 Epoch 1 Batch 163/538 - Train Accuracy: 0.487, Validation Accuracy: 0.522, Loss: 1.274 Epoch 1 Batch 164/538 - Train Accuracy: 0.471, Validation Accuracy: 0.523, Loss: 1.347 Epoch 1 Batch 165/538 - Train Accuracy: 0.499, Validation Accuracy: 0.523, Loss: 1.187 Epoch 1 Batch 166/538 - Train Accuracy: 0.473, Validation Accuracy: 0.510, Loss: 1.312 Epoch 1 Batch 167/538 - Train Accuracy: 0.486, Validation Accuracy: 0.508, Loss: 1.225 Epoch 1 Batch 168/538 - Train Accuracy: 0.468, Validation Accuracy: 0.513, Loss: 1.304 Epoch 1 Batch 169/538 - Train Accuracy: 0.463, Validation Accuracy: 0.510, Loss: 1.249 Epoch 1 Batch 170/538 - Train Accuracy: 0.477, Validation Accuracy: 0.509, Loss: 1.269 Epoch 1 Batch 171/538 - Train Accuracy: 0.441, Validation Accuracy: 0.507, Loss: 1.316 Epoch 1 Batch 172/538 - Train Accuracy: 0.474, Validation Accuracy: 0.518, Loss: 1.267 Epoch 1 Batch 173/538 - Train Accuracy: 0.497, Validation Accuracy: 0.528, Loss: 1.252 Epoch 1 Batch 174/538 - Train Accuracy: 0.462, Validation Accuracy: 0.525, Loss: 1.346 Epoch 1 Batch 175/538 - Train Accuracy: 0.446, Validation Accuracy: 0.512, Loss: 1.351 Epoch 1 Batch 176/538 - Train Accuracy: 0.469, Validation Accuracy: 0.517, Loss: 1.317 Epoch 1 Batch 177/538 - Train Accuracy: 0.495, Validation Accuracy: 0.515, Loss: 1.272 Epoch 1 Batch 178/538 - Train Accuracy: 0.499, Validation Accuracy: 0.501, Loss: 1.196 Epoch 1 Batch 179/538 - Train Accuracy: 0.451, Validation Accuracy: 0.497, Loss: 1.276 Epoch 1 Batch 180/538 - Train Accuracy: 0.496, Validation Accuracy: 0.508, Loss: 1.258 Epoch 1 Batch 181/538 - Train Accuracy: 0.457, Validation Accuracy: 0.521, Loss: 1.314 Epoch 1 Batch 182/538 - Train Accuracy: 0.441, Validation Accuracy: 0.509, Loss: 1.310 Epoch 1 Batch 183/538 - Train Accuracy: 0.468, Validation Accuracy: 0.500, Loss: 1.214 Epoch 1 Batch 184/538 - Train Accuracy: 0.462, Validation Accuracy: 0.506, Loss: 1.230 Epoch 1 Batch 185/538 - Train Accuracy: 0.475, Validation Accuracy: 0.516, Loss: 1.252 Epoch 1 Batch 186/538 - Train Accuracy: 0.474, Validation Accuracy: 0.504, Loss: 1.261 Epoch 1 Batch 187/538 - Train Accuracy: 0.495, Validation Accuracy: 0.502, Loss: 1.209 Epoch 1 Batch 188/538 - Train Accuracy: 0.474, Validation Accuracy: 0.533, Loss: 1.329 Epoch 1 Batch 189/538 - Train Accuracy: 0.463, Validation Accuracy: 0.517, Loss: 1.296 Epoch 1 Batch 190/538 - Train Accuracy: 0.454, Validation Accuracy: 0.489, Loss: 1.300 Epoch 1 Batch 191/538 - Train Accuracy: 0.461, Validation Accuracy: 0.492, Loss: 1.244 Epoch 1 Batch 192/538 - Train Accuracy: 0.469, Validation Accuracy: 0.512, Loss: 1.263 Epoch 1 Batch 193/538 - Train Accuracy: 0.521, Validation Accuracy: 0.529, Loss: 1.194 Epoch 1 Batch 194/538 - Train Accuracy: 0.429, Validation Accuracy: 0.510, Loss: 1.303 Epoch 1 Batch 195/538 - Train Accuracy: 0.478, Validation Accuracy: 0.499, Loss: 1.229 Epoch 1 Batch 196/538 - Train Accuracy: 0.490, Validation Accuracy: 0.523, Loss: 1.257 Epoch 1 Batch 197/538 - Train Accuracy: 0.497, Validation Accuracy: 0.521, Loss: 1.234 Epoch 1 Batch 198/538 - Train Accuracy: 0.524, Validation Accuracy: 0.528, Loss: 1.198 Epoch 1 Batch 199/538 - Train Accuracy: 0.450, Validation Accuracy: 0.524, Loss: 1.310 Epoch 1 Batch 200/538 - Train Accuracy: 0.471, Validation Accuracy: 0.517, Loss: 1.265 Epoch 1 Batch 201/538 - Train Accuracy: 0.493, Validation Accuracy: 0.521, Loss: 1.213 Epoch 1 Batch 202/538 - Train Accuracy: 0.465, Validation Accuracy: 0.520, Loss: 1.298 Epoch 1 Batch 203/538 - Train Accuracy: 0.463, Validation Accuracy: 0.517, Loss: 1.305 Epoch 1 Batch 204/538 - Train Accuracy: 0.444, Validation Accuracy: 0.505, Loss: 1.271 Epoch 1 Batch 205/538 - Train Accuracy: 0.487, Validation Accuracy: 0.510, Loss: 1.209 Epoch 1 Batch 206/538 - Train Accuracy: 0.446, Validation Accuracy: 0.523, Loss: 1.268 Epoch 1 Batch 207/538 - Train Accuracy: 0.505, Validation Accuracy: 0.522, Loss: 1.210 Epoch 1 Batch 208/538 - Train Accuracy: 0.461, Validation Accuracy: 0.518, Loss: 1.271 Epoch 1 Batch 209/538 - Train Accuracy: 0.452, Validation Accuracy: 0.514, Loss: 1.279 Epoch 1 Batch 210/538 - Train Accuracy: 0.481, Validation Accuracy: 0.524, Loss: 1.234 Epoch 1 Batch 211/538 - Train Accuracy: 0.460, Validation Accuracy: 0.525, Loss: 1.271 Epoch 1 Batch 212/538 - Train Accuracy: 0.490, Validation Accuracy: 0.527, Loss: 1.216 Epoch 1 Batch 213/538 - Train Accuracy: 0.465, Validation Accuracy: 0.523, Loss: 1.229 Epoch 1 Batch 214/538 - Train Accuracy: 0.471, Validation Accuracy: 0.518, Loss: 1.235 Epoch 1 Batch 215/538 - Train Accuracy: 0.470, Validation Accuracy: 0.513, Loss: 1.265 Epoch 1 Batch 216/538 - Train Accuracy: 0.453, Validation Accuracy: 0.521, Loss: 1.253 Epoch 1 Batch 217/538 - Train Accuracy: 0.513, Validation Accuracy: 0.521, Loss: 1.193 Epoch 1 Batch 218/538 - Train Accuracy: 0.456, Validation Accuracy: 0.521, Loss: 1.243 Epoch 1 Batch 219/538 - Train Accuracy: 0.466, Validation Accuracy: 0.519, Loss: 1.279 Epoch 1 Batch 220/538 - Train Accuracy: 0.485, Validation Accuracy: 0.521, Loss: 1.216 Epoch 1 Batch 221/538 - Train Accuracy: 0.488, Validation Accuracy: 0.518, Loss: 1.212 Epoch 1 Batch 222/538 - Train Accuracy: 0.473, Validation Accuracy: 0.523, Loss: 1.179 Epoch 1 Batch 223/538 - Train Accuracy: 0.469, Validation Accuracy: 0.523, Loss: 1.294 Epoch 1 Batch 224/538 - Train Accuracy: 0.450, Validation Accuracy: 0.519, Loss: 1.295 Epoch 1 Batch 225/538 - Train Accuracy: 0.493, Validation Accuracy: 0.519, Loss: 1.177 Epoch 1 Batch 226/538 - Train Accuracy: 0.496, Validation Accuracy: 0.526, Loss: 1.181 Epoch 1 Batch 227/538 - Train Accuracy: 0.520, Validation Accuracy: 0.528, Loss: 1.142 Epoch 1 Batch 228/538 - Train Accuracy: 0.476, Validation Accuracy: 0.527, Loss: 1.182 Epoch 1 Batch 229/538 - Train Accuracy: 0.485, Validation Accuracy: 0.527, Loss: 1.196 Epoch 1 Batch 230/538 - Train Accuracy: 0.472, Validation Accuracy: 0.526, Loss: 1.237 Epoch 1 Batch 231/538 - Train Accuracy: 0.471, Validation Accuracy: 0.529, Loss: 1.209 Epoch 1 Batch 232/538 - Train Accuracy: 0.463, Validation Accuracy: 0.525, Loss: 1.232 Epoch 1 Batch 233/538 - Train Accuracy: 0.520, Validation Accuracy: 0.520, Loss: 1.213 Epoch 1 Batch 234/538 - Train Accuracy: 0.462, Validation Accuracy: 0.525, Loss: 1.224 Epoch 1 Batch 235/538 - Train Accuracy: 0.510, Validation Accuracy: 0.526, Loss: 1.188 Epoch 1 Batch 236/538 - Train Accuracy: 0.463, Validation Accuracy: 0.521, Loss: 1.238 Epoch 1 Batch 237/538 - Train Accuracy: 0.468, Validation Accuracy: 0.528, Loss: 1.204 Epoch 1 Batch 238/538 - Train Accuracy: 0.513, Validation Accuracy: 0.529, Loss: 1.154 Epoch 1 Batch 239/538 - Train Accuracy: 0.470, Validation Accuracy: 0.509, Loss: 1.248 Epoch 1 Batch 240/538 - Train Accuracy: 0.464, Validation Accuracy: 0.504, Loss: 1.219 Epoch 1 Batch 241/538 - Train Accuracy: 0.429, Validation Accuracy: 0.516, Loss: 1.238 Epoch 1 Batch 242/538 - Train Accuracy: 0.486, Validation Accuracy: 0.528, Loss: 1.223 Epoch 1 Batch 243/538 - Train Accuracy: 0.461, Validation Accuracy: 0.532, Loss: 1.275 Epoch 1 Batch 244/538 - Train Accuracy: 0.483, Validation Accuracy: 0.529, Loss: 1.185 Epoch 1 Batch 245/538 - Train Accuracy: 0.479, Validation Accuracy: 0.520, Loss: 1.223 Epoch 1 Batch 246/538 - Train Accuracy: 0.486, Validation Accuracy: 0.512, Loss: 1.151 Epoch 1 Batch 247/538 - Train Accuracy: 0.442, Validation Accuracy: 0.517, Loss: 1.251 Epoch 1 Batch 248/538 - Train Accuracy: 0.471, Validation Accuracy: 0.521, Loss: 1.225 Epoch 1 Batch 249/538 - Train Accuracy: 0.500, Validation Accuracy: 0.524, Loss: 1.146 Epoch 1 Batch 250/538 - Train Accuracy: 0.467, Validation Accuracy: 0.525, Loss: 1.193 Epoch 1 Batch 251/538 - Train Accuracy: 0.448, Validation Accuracy: 0.517, Loss: 1.211 Epoch 1 Batch 252/538 - Train Accuracy: 0.463, Validation Accuracy: 0.519, Loss: 1.137 Epoch 1 Batch 253/538 - Train Accuracy: 0.484, Validation Accuracy: 0.528, Loss: 1.141 Epoch 1 Batch 254/538 - Train Accuracy: 0.496, Validation Accuracy: 0.532, Loss: 1.207 Epoch 1 Batch 255/538 - Train Accuracy: 0.483, Validation Accuracy: 0.531, Loss: 1.216 Epoch 1 Batch 256/538 - Train Accuracy: 0.457, Validation Accuracy: 0.528, Loss: 1.227 Epoch 1 Batch 257/538 - Train Accuracy: 0.508, Validation Accuracy: 0.524, Loss: 1.157 Epoch 1 Batch 258/538 - Train Accuracy: 0.516, Validation Accuracy: 0.522, Loss: 1.135 Epoch 1 Batch 259/538 - Train Accuracy: 0.496, Validation Accuracy: 0.527, Loss: 1.165 Epoch 1 Batch 260/538 - Train Accuracy: 0.491, Validation Accuracy: 0.529, Loss: 1.182 Epoch 1 Batch 261/538 - Train Accuracy: 0.473, Validation Accuracy: 0.528, Loss: 1.230 Epoch 1 Batch 262/538 - Train Accuracy: 0.477, Validation Accuracy: 0.524, Loss: 1.251 Epoch 1 Batch 263/538 - Train Accuracy: 0.488, Validation Accuracy: 0.523, Loss: 1.184 Epoch 1 Batch 264/538 - Train Accuracy: 0.481, Validation Accuracy: 0.528, Loss: 1.193 Epoch 1 Batch 265/538 - Train Accuracy: 0.462, Validation Accuracy: 0.529, Loss: 1.222 Epoch 1 Batch 266/538 - Train Accuracy: 0.509, Validation Accuracy: 0.529, Loss: 1.161 Epoch 1 Batch 267/538 - Train Accuracy: 0.466, Validation Accuracy: 0.528, Loss: 1.191 Epoch 1 Batch 268/538 - Train Accuracy: 0.484, Validation Accuracy: 0.526, Loss: 1.135 Epoch 1 Batch 269/538 - Train Accuracy: 0.461, Validation Accuracy: 0.524, Loss: 1.192 Epoch 1 Batch 270/538 - Train Accuracy: 0.466, Validation Accuracy: 0.523, Loss: 1.202 Epoch 1 Batch 271/538 - Train Accuracy: 0.482, Validation Accuracy: 0.525, Loss: 1.201 Epoch 1 Batch 272/538 - Train Accuracy: 0.448, Validation Accuracy: 0.527, Loss: 1.266 Epoch 1 Batch 273/538 - Train Accuracy: 0.482, Validation Accuracy: 0.527, Loss: 1.203 Epoch 1 Batch 274/538 - Train Accuracy: 0.442, Validation Accuracy: 0.528, Loss: 1.235 Epoch 1 Batch 275/538 - Train Accuracy: 0.502, Validation Accuracy: 0.525, Loss: 1.210 Epoch 1 Batch 276/538 - Train Accuracy: 0.488, Validation Accuracy: 0.524, Loss: 1.195 Epoch 1 Batch 277/538 - Train Accuracy: 0.469, Validation Accuracy: 0.522, Loss: 1.166 Epoch 1 Batch 278/538 - Train Accuracy: 0.479, Validation Accuracy: 0.523, Loss: 1.154 Epoch 1 Batch 279/538 - Train Accuracy: 0.481, Validation Accuracy: 0.522, Loss: 1.182 Epoch 1 Batch 280/538 - Train Accuracy: 0.507, Validation Accuracy: 0.521, Loss: 1.130 Epoch 1 Batch 281/538 - Train Accuracy: 0.471, Validation Accuracy: 0.523, Loss: 1.206 Epoch 1 Batch 282/538 - Train Accuracy: 0.492, Validation Accuracy: 0.520, Loss: 1.158 Epoch 1 Batch 283/538 - Train Accuracy: 0.463, Validation Accuracy: 0.520, Loss: 1.141 Epoch 1 Batch 284/538 - Train Accuracy: 0.485, Validation Accuracy: 0.522, Loss: 1.168 Epoch 1 Batch 285/538 - Train Accuracy: 0.515, Validation Accuracy: 0.525, Loss: 1.117 Epoch 1 Batch 286/538 - Train Accuracy: 0.501, Validation Accuracy: 0.528, Loss: 1.183 Epoch 1 Batch 287/538 - Train Accuracy: 0.519, Validation Accuracy: 0.529, Loss: 1.126 Epoch 1 Batch 288/538 - Train Accuracy: 0.458, Validation Accuracy: 0.530, Loss: 1.196 Epoch 1 Batch 289/538 - Train Accuracy: 0.509, Validation Accuracy: 0.523, Loss: 1.112 Epoch 1 Batch 290/538 - Train Accuracy: 0.464, Validation Accuracy: 0.521, Loss: 1.187 Epoch 1 Batch 291/538 - Train Accuracy: 0.466, Validation Accuracy: 0.522, Loss: 1.149 Epoch 1 Batch 292/538 - Train Accuracy: 0.491, Validation Accuracy: 0.522, Loss: 1.107 Epoch 1 Batch 293/538 - Train Accuracy: 0.504, Validation Accuracy: 0.525, Loss: 1.135 Epoch 1 Batch 294/538 - Train Accuracy: 0.458, Validation Accuracy: 0.524, Loss: 1.219 Epoch 1 Batch 295/538 - Train Accuracy: 0.512, Validation Accuracy: 0.525, Loss: 1.089 Epoch 1 Batch 296/538 - Train Accuracy: 0.488, Validation Accuracy: 0.525, Loss: 1.134 Epoch 1 Batch 297/538 - Train Accuracy: 0.454, Validation Accuracy: 0.523, Loss: 1.223 Epoch 1 Batch 298/538 - Train Accuracy: 0.485, Validation Accuracy: 0.524, Loss: 1.164 Epoch 1 Batch 299/538 - Train Accuracy: 0.504, Validation Accuracy: 0.524, Loss: 1.158 Epoch 1 Batch 300/538 - Train Accuracy: 0.506, Validation Accuracy: 0.526, Loss: 1.108 Epoch 1 Batch 301/538 - Train Accuracy: 0.476, Validation Accuracy: 0.536, Loss: 1.167 Epoch 1 Batch 302/538 - Train Accuracy: 0.539, Validation Accuracy: 0.544, Loss: 1.108 Epoch 1 Batch 303/538 - Train Accuracy: 0.568, Validation Accuracy: 0.548, Loss: 1.082 Epoch 1 Batch 304/538 - Train Accuracy: 0.495, Validation Accuracy: 0.543, Loss: 1.174 Epoch 1 Batch 305/538 - Train Accuracy: 0.487, Validation Accuracy: 0.532, Loss: 1.127 Epoch 1 Batch 306/538 - Train Accuracy: 0.516, Validation Accuracy: 0.529, Loss: 1.132 Epoch 1 Batch 307/538 - Train Accuracy: 0.507, Validation Accuracy: 0.529, Loss: 1.143 Epoch 1 Batch 308/538 - Train Accuracy: 0.494, Validation Accuracy: 0.527, Loss: 1.133 Epoch 1 Batch 309/538 - Train Accuracy: 0.464, Validation Accuracy: 0.528, Loss: 1.173 Epoch 1 Batch 310/538 - Train Accuracy: 0.492, Validation Accuracy: 0.529, Loss: 1.164 Epoch 1 Batch 311/538 - Train Accuracy: 0.509, Validation Accuracy: 0.530, Loss: 1.119 Epoch 1 Batch 312/538 - Train Accuracy: 0.538, Validation Accuracy: 0.529, Loss: 1.056 Epoch 1 Batch 313/538 - Train Accuracy: 0.483, Validation Accuracy: 0.532, Loss: 1.169 Epoch 1 Batch 314/538 - Train Accuracy: 0.500, Validation Accuracy: 0.530, Loss: 1.133 Epoch 1 Batch 315/538 - Train Accuracy: 0.494, Validation Accuracy: 0.526, Loss: 1.130 Epoch 1 Batch 316/538 - Train Accuracy: 0.509, Validation Accuracy: 0.529, Loss: 1.115 Epoch 1 Batch 317/538 - Train Accuracy: 0.478, Validation Accuracy: 0.528, Loss: 1.152 Epoch 1 Batch 318/538 - Train Accuracy: 0.496, Validation Accuracy: 0.529, Loss: 1.122 Epoch 1 Batch 319/538 - Train Accuracy: 0.521, Validation Accuracy: 0.537, Loss: 1.112 Epoch 1 Batch 320/538 - Train Accuracy: 0.514, Validation Accuracy: 0.540, Loss: 1.118 Epoch 1 Batch 321/538 - Train Accuracy: 0.516, Validation Accuracy: 0.539, Loss: 1.088 Epoch 1 Batch 322/538 - Train Accuracy: 0.521, Validation Accuracy: 0.540, Loss: 1.153 Epoch 1 Batch 323/538 - Train Accuracy: 0.495, Validation Accuracy: 0.538, Loss: 1.124 Epoch 1 Batch 324/538 - Train Accuracy: 0.471, Validation Accuracy: 0.529, Loss: 1.185 Epoch 1 Batch 325/538 - Train Accuracy: 0.483, Validation Accuracy: 0.526, Loss: 1.110 Epoch 1 Batch 326/538 - Train Accuracy: 0.492, Validation Accuracy: 0.521, Loss: 1.139 Epoch 1 Batch 327/538 - Train Accuracy: 0.481, Validation Accuracy: 0.527, Loss: 1.162 Epoch 1 Batch 328/538 - Train Accuracy: 0.495, Validation Accuracy: 0.526, Loss: 1.086 Epoch 1 Batch 329/538 - Train Accuracy: 0.488, Validation Accuracy: 0.518, Loss: 1.112 Epoch 1 Batch 330/538 - Train Accuracy: 0.489, Validation Accuracy: 0.518, Loss: 1.081 Epoch 1 Batch 331/538 - Train Accuracy: 0.467, Validation Accuracy: 0.519, Loss: 1.128 Epoch 1 Batch 332/538 - Train Accuracy: 0.471, Validation Accuracy: 0.527, Loss: 1.143 Epoch 1 Batch 333/538 - Train Accuracy: 0.499, Validation Accuracy: 0.528, Loss: 1.100 Epoch 1 Batch 334/538 - Train Accuracy: 0.513, Validation Accuracy: 0.529, Loss: 1.038 Epoch 1 Batch 335/538 - Train Accuracy: 0.509, Validation Accuracy: 0.532, Loss: 1.103 Epoch 1 Batch 336/538 - Train Accuracy: 0.506, Validation Accuracy: 0.529, Loss: 1.111 Epoch 1 Batch 337/538 - Train Accuracy: 0.505, Validation Accuracy: 0.530, Loss: 1.109 Epoch 1 Batch 338/538 - Train Accuracy: 0.470, Validation Accuracy: 0.529, Loss: 1.117 Epoch 1 Batch 339/538 - Train Accuracy: 0.493, Validation Accuracy: 0.526, Loss: 1.099 Epoch 1 Batch 340/538 - Train Accuracy: 0.459, Validation Accuracy: 0.534, Loss: 1.147 Epoch 1 Batch 341/538 - Train Accuracy: 0.484, Validation Accuracy: 0.536, Loss: 1.146 Epoch 1 Batch 342/538 - Train Accuracy: 0.511, Validation Accuracy: 0.533, Loss: 1.093 Epoch 1 Batch 343/538 - Train Accuracy: 0.515, Validation Accuracy: 0.528, Loss: 1.135 Epoch 1 Batch 344/538 - Train Accuracy: 0.495, Validation Accuracy: 0.528, Loss: 1.110 Epoch 1 Batch 345/538 - Train Accuracy: 0.513, Validation Accuracy: 0.530, Loss: 1.074 Epoch 1 Batch 346/538 - Train Accuracy: 0.505, Validation Accuracy: 0.524, Loss: 1.128 Epoch 1 Batch 347/538 - Train Accuracy: 0.472, Validation Accuracy: 0.521, Loss: 1.127 Epoch 1 Batch 348/538 - Train Accuracy: 0.501, Validation Accuracy: 0.529, Loss: 1.099 Epoch 1 Batch 349/538 - Train Accuracy: 0.448, Validation Accuracy: 0.528, Loss: 1.114 Epoch 1 Batch 350/538 - Train Accuracy: 0.514, Validation Accuracy: 0.528, Loss: 1.120 Epoch 1 Batch 351/538 - Train Accuracy: 0.485, Validation Accuracy: 0.532, Loss: 1.175 Epoch 1 Batch 352/538 - Train Accuracy: 0.524, Validation Accuracy: 0.532, Loss: 1.098 Epoch 1 Batch 353/538 - Train Accuracy: 0.508, Validation Accuracy: 0.523, Loss: 1.119 Epoch 1 Batch 354/538 - Train Accuracy: 0.483, Validation Accuracy: 0.523, Loss: 1.153 Epoch 1 Batch 355/538 - Train Accuracy: 0.489, Validation Accuracy: 0.536, Loss: 1.180 Epoch 1 Batch 356/538 - Train Accuracy: 0.512, Validation Accuracy: 0.539, Loss: 1.061 Epoch 1 Batch 357/538 - Train Accuracy: 0.496, Validation Accuracy: 0.540, Loss: 1.141 Epoch 1 Batch 358/538 - Train Accuracy: 0.491, Validation Accuracy: 0.530, Loss: 1.118 Epoch 1 Batch 359/538 - Train Accuracy: 0.527, Validation Accuracy: 0.532, Loss: 1.083 Epoch 1 Batch 360/538 - Train Accuracy: 0.494, Validation Accuracy: 0.538, Loss: 1.134 Epoch 1 Batch 361/538 - Train Accuracy: 0.522, Validation Accuracy: 0.542, Loss: 1.075 Epoch 1 Batch 362/538 - Train Accuracy: 0.515, Validation Accuracy: 0.535, Loss: 1.052 Epoch 1 Batch 363/538 - Train Accuracy: 0.528, Validation Accuracy: 0.533, Loss: 1.068 Epoch 1 Batch 364/538 - Train Accuracy: 0.481, Validation Accuracy: 0.525, Loss: 1.140 Epoch 1 Batch 365/538 - Train Accuracy: 0.522, Validation Accuracy: 0.527, Loss: 1.126 Epoch 1 Batch 366/538 - Train Accuracy: 0.503, Validation Accuracy: 0.527, Loss: 1.133 Epoch 1 Batch 367/538 - Train Accuracy: 0.494, Validation Accuracy: 0.526, Loss: 1.099 Epoch 1 Batch 368/538 - Train Accuracy: 0.574, Validation Accuracy: 0.527, Loss: 0.951 Epoch 1 Batch 369/538 - Train Accuracy: 0.498, Validation Accuracy: 0.530, Loss: 1.092 Epoch 1 Batch 370/538 - Train Accuracy: 0.493, Validation Accuracy: 0.534, Loss: 1.122 Epoch 1 Batch 371/538 - Train Accuracy: 0.522, Validation Accuracy: 0.537, Loss: 1.075 Epoch 1 Batch 372/538 - Train Accuracy: 0.512, Validation Accuracy: 0.539, Loss: 1.096 Epoch 1 Batch 373/538 - Train Accuracy: 0.492, Validation Accuracy: 0.533, Loss: 1.089 Epoch 1 Batch 374/538 - Train Accuracy: 0.470, Validation Accuracy: 0.521, Loss: 1.125 Epoch 1 Batch 375/538 - Train Accuracy: 0.517, Validation Accuracy: 0.522, Loss: 1.042 Epoch 1 Batch 376/538 - Train Accuracy: 0.497, Validation Accuracy: 0.525, Loss: 1.118 Epoch 1 Batch 377/538 - Train Accuracy: 0.518, Validation Accuracy: 0.537, Loss: 1.080 Epoch 1 Batch 378/538 - Train Accuracy: 0.525, Validation Accuracy: 0.540, Loss: 1.059 Epoch 1 Batch 379/538 - Train Accuracy: 0.531, Validation Accuracy: 0.534, Loss: 1.052 Epoch 1 Batch 380/538 - Train Accuracy: 0.508, Validation Accuracy: 0.530, Loss: 1.098 Epoch 1 Batch 381/538 - Train Accuracy: 0.491, Validation Accuracy: 0.531, Loss: 1.051 Epoch 1 Batch 382/538 - Train Accuracy: 0.493, Validation Accuracy: 0.531, Loss: 1.102 Epoch 1 Batch 383/538 - Train Accuracy: 0.497, Validation Accuracy: 0.535, Loss: 1.088 Epoch 1 Batch 384/538 - Train Accuracy: 0.509, Validation Accuracy: 0.535, Loss: 1.083 Epoch 1 Batch 385/538 - Train Accuracy: 0.516, Validation Accuracy: 0.528, Loss: 1.083 Epoch 1 Batch 386/538 - Train Accuracy: 0.472, Validation Accuracy: 0.530, Loss: 1.102 Epoch 1 Batch 387/538 - Train Accuracy: 0.493, Validation Accuracy: 0.534, Loss: 1.115 Epoch 1 Batch 388/538 - Train Accuracy: 0.511, Validation Accuracy: 0.537, Loss: 1.052 Epoch 1 Batch 389/538 - Train Accuracy: 0.500, Validation Accuracy: 0.536, Loss: 1.146 Epoch 1 Batch 390/538 - Train Accuracy: 0.523, Validation Accuracy: 0.527, Loss: 1.058 Epoch 1 Batch 391/538 - Train Accuracy: 0.490, Validation Accuracy: 0.529, Loss: 1.087 Epoch 1 Batch 392/538 - Train Accuracy: 0.500, Validation Accuracy: 0.530, Loss: 1.053 Epoch 1 Batch 393/538 - Train Accuracy: 0.521, Validation Accuracy: 0.536, Loss: 1.013 Epoch 1 Batch 394/538 - Train Accuracy: 0.465, Validation Accuracy: 0.537, Loss: 1.125 Epoch 1 Batch 395/538 - Train Accuracy: 0.500, Validation Accuracy: 0.532, Loss: 1.113 Epoch 1 Batch 396/538 - Train Accuracy: 0.475, Validation Accuracy: 0.530, Loss: 1.079 Epoch 1 Batch 397/538 - Train Accuracy: 0.474, Validation Accuracy: 0.528, Loss: 1.141 Epoch 1 Batch 398/538 - Train Accuracy: 0.482, Validation Accuracy: 0.531, Loss: 1.105 Epoch 1 Batch 399/538 - Train Accuracy: 0.489, Validation Accuracy: 0.525, Loss: 1.145 Epoch 1 Batch 400/538 - Train Accuracy: 0.511, Validation Accuracy: 0.525, Loss: 1.076 Epoch 1 Batch 401/538 - Train Accuracy: 0.502, Validation Accuracy: 0.533, Loss: 1.100 Epoch 1 Batch 402/538 - Train Accuracy: 0.495, Validation Accuracy: 0.509, Loss: 1.071 Epoch 1 Batch 403/538 - Train Accuracy: 0.477, Validation Accuracy: 0.511, Loss: 1.112 Epoch 1 Batch 404/538 - Train Accuracy: 0.489, Validation Accuracy: 0.511, Loss: 1.032 Epoch 1 Batch 405/538 - Train Accuracy: 0.483, Validation Accuracy: 0.507, Loss: 1.051 Epoch 1 Batch 406/538 - Train Accuracy: 0.478, Validation Accuracy: 0.509, Loss: 1.071 Epoch 1 Batch 407/538 - Train Accuracy: 0.518, Validation Accuracy: 0.527, Loss: 1.049 Epoch 1 Batch 408/538 - Train Accuracy: 0.472, Validation Accuracy: 0.530, Loss: 1.160 Epoch 1 Batch 409/538 - Train Accuracy: 0.492, Validation Accuracy: 0.531, Loss: 1.090 Epoch 1 Batch 410/538 - Train Accuracy: 0.513, Validation Accuracy: 0.530, Loss: 1.069 Epoch 1 Batch 411/538 - Train Accuracy: 0.492, Validation Accuracy: 0.534, Loss: 1.047 Epoch 1 Batch 412/538 - Train Accuracy: 0.513, Validation Accuracy: 0.530, Loss: 1.017 Epoch 1 Batch 413/538 - Train Accuracy: 0.467, Validation Accuracy: 0.527, Loss: 1.112 Epoch 1 Batch 414/538 - Train Accuracy: 0.485, Validation Accuracy: 0.525, Loss: 1.113 Epoch 1 Batch 415/538 - Train Accuracy: 0.474, Validation Accuracy: 0.527, Loss: 1.100 Epoch 1 Batch 416/538 - Train Accuracy: 0.542, Validation Accuracy: 0.530, Loss: 1.008 Epoch 1 Batch 417/538 - Train Accuracy: 0.483, Validation Accuracy: 0.534, Loss: 1.100 Epoch 1 Batch 418/538 - Train Accuracy: 0.482, Validation Accuracy: 0.537, Loss: 1.109 Epoch 1 Batch 419/538 - Train Accuracy: 0.497, Validation Accuracy: 0.535, Loss: 1.062 Epoch 1 Batch 420/538 - Train Accuracy: 0.490, Validation Accuracy: 0.530, Loss: 1.078 Epoch 1 Batch 421/538 - Train Accuracy: 0.519, Validation Accuracy: 0.530, Loss: 1.041 Epoch 1 Batch 422/538 - Train Accuracy: 0.506, Validation Accuracy: 0.534, Loss: 1.056 Epoch 1 Batch 423/538 - Train Accuracy: 0.493, Validation Accuracy: 0.535, Loss: 1.074 Epoch 1 Batch 424/538 - Train Accuracy: 0.511, Validation Accuracy: 0.537, Loss: 1.051 Epoch 1 Batch 425/538 - Train Accuracy: 0.527, Validation Accuracy: 0.520, Loss: 1.032 Epoch 1 Batch 426/538 - Train Accuracy: 0.523, Validation Accuracy: 0.520, Loss: 1.046 Epoch 1 Batch 427/538 - Train Accuracy: 0.493, Validation Accuracy: 0.528, Loss: 1.064 Epoch 1 Batch 428/538 - Train Accuracy: 0.529, Validation Accuracy: 0.527, Loss: 1.003 Epoch 1 Batch 429/538 - Train Accuracy: 0.509, Validation Accuracy: 0.523, Loss: 1.041 Epoch 1 Batch 430/538 - Train Accuracy: 0.468, Validation Accuracy: 0.515, Loss: 1.059 Epoch 1 Batch 431/538 - Train Accuracy: 0.486, Validation Accuracy: 0.501, Loss: 1.056 Epoch 1 Batch 432/538 - Train Accuracy: 0.490, Validation Accuracy: 0.504, Loss: 0.989 Epoch 1 Batch 433/538 - Train Accuracy: 0.481, Validation Accuracy: 0.513, Loss: 1.108 Epoch 1 Batch 434/538 - Train Accuracy: 0.463, Validation Accuracy: 0.523, Loss: 1.094 Epoch 1 Batch 435/538 - Train Accuracy: 0.483, Validation Accuracy: 0.521, Loss: 1.045 Epoch 1 Batch 436/538 - Train Accuracy: 0.479, Validation Accuracy: 0.532, Loss: 1.079 Epoch 1 Batch 437/538 - Train Accuracy: 0.473, Validation Accuracy: 0.518, Loss: 1.096 Epoch 1 Batch 438/538 - Train Accuracy: 0.503, Validation Accuracy: 0.518, Loss: 1.055 Epoch 1 Batch 439/538 - Train Accuracy: 0.512, Validation Accuracy: 0.514, Loss: 1.033 Epoch 1 Batch 440/538 - Train Accuracy: 0.459, Validation Accuracy: 0.512, Loss: 1.097 Epoch 1 Batch 441/538 - Train Accuracy: 0.473, Validation Accuracy: 0.523, Loss: 1.095 Epoch 1 Batch 442/538 - Train Accuracy: 0.516, Validation Accuracy: 0.524, Loss: 0.964 Epoch 1 Batch 443/538 - Train Accuracy: 0.498, Validation Accuracy: 0.528, Loss: 1.069 Epoch 1 Batch 444/538 - Train Accuracy: 0.534, Validation Accuracy: 0.528, Loss: 0.974 Epoch 1 Batch 445/538 - Train Accuracy: 0.488, Validation Accuracy: 0.520, Loss: 1.034 Epoch 1 Batch 446/538 - Train Accuracy: 0.506, Validation Accuracy: 0.516, Loss: 0.981 Epoch 1 Batch 447/538 - Train Accuracy: 0.489, Validation Accuracy: 0.522, Loss: 1.060 Epoch 1 Batch 448/538 - Train Accuracy: 0.519, Validation Accuracy: 0.524, Loss: 0.969 Epoch 1 Batch 449/538 - Train Accuracy: 0.504, Validation Accuracy: 0.522, Loss: 1.094 Epoch 1 Batch 450/538 - Train Accuracy: 0.517, Validation Accuracy: 0.524, Loss: 1.042 Epoch 1 Batch 451/538 - Train Accuracy: 0.490, Validation Accuracy: 0.520, Loss: 1.062 Epoch 1 Batch 452/538 - Train Accuracy: 0.497, Validation Accuracy: 0.516, Loss: 1.048 Epoch 1 Batch 453/538 - Train Accuracy: 0.477, Validation Accuracy: 0.520, Loss: 1.055 Epoch 1 Batch 454/538 - Train Accuracy: 0.522, Validation Accuracy: 0.536, Loss: 1.021 Epoch 1 Batch 455/538 - Train Accuracy: 0.556, Validation Accuracy: 0.542, Loss: 0.971 Epoch 1 Batch 456/538 - Train Accuracy: 0.595, Validation Accuracy: 0.538, Loss: 0.919 Epoch 1 Batch 457/538 - Train Accuracy: 0.495, Validation Accuracy: 0.533, Loss: 1.072 Epoch 1 Batch 458/538 - Train Accuracy: 0.505, Validation Accuracy: 0.527, Loss: 1.010 Epoch 1 Batch 459/538 - Train Accuracy: 0.489, Validation Accuracy: 0.521, Loss: 1.040 Epoch 1 Batch 460/538 - Train Accuracy: 0.493, Validation Accuracy: 0.515, Loss: 1.036 Epoch 1 Batch 461/538 - Train Accuracy: 0.444, Validation Accuracy: 0.515, Loss: 1.114 Epoch 1 Batch 462/538 - Train Accuracy: 0.513, Validation Accuracy: 0.517, Loss: 1.022 Epoch 1 Batch 463/538 - Train Accuracy: 0.469, Validation Accuracy: 0.528, Loss: 1.074 Epoch 1 Batch 464/538 - Train Accuracy: 0.476, Validation Accuracy: 0.525, Loss: 1.063 Epoch 1 Batch 465/538 - Train Accuracy: 0.471, Validation Accuracy: 0.519, Loss: 1.051 Epoch 1 Batch 466/538 - Train Accuracy: 0.467, Validation Accuracy: 0.525, Loss: 1.075 Epoch 1 Batch 467/538 - Train Accuracy: 0.504, Validation Accuracy: 0.525, Loss: 1.015 Epoch 1 Batch 468/538 - Train Accuracy: 0.508, Validation Accuracy: 0.532, Loss: 1.080 Epoch 1 Batch 469/538 - Train Accuracy: 0.476, Validation Accuracy: 0.521, Loss: 1.072 Epoch 1 Batch 470/538 - Train Accuracy: 0.495, Validation Accuracy: 0.505, Loss: 1.007 Epoch 1 Batch 471/538 - Train Accuracy: 0.504, Validation Accuracy: 0.514, Loss: 1.031 Epoch 1 Batch 472/538 - Train Accuracy: 0.495, Validation Accuracy: 0.520, Loss: 1.038 Epoch 1 Batch 473/538 - Train Accuracy: 0.483, Validation Accuracy: 0.525, Loss: 1.053 Epoch 1 Batch 474/538 - Train Accuracy: 0.519, Validation Accuracy: 0.525, Loss: 0.989 Epoch 1 Batch 475/538 - Train Accuracy: 0.521, Validation Accuracy: 0.526, Loss: 1.002 Epoch 1 Batch 476/538 - Train Accuracy: 0.484, Validation Accuracy: 0.529, Loss: 1.054 Epoch 1 Batch 477/538 - Train Accuracy: 0.516, Validation Accuracy: 0.523, Loss: 1.027 Epoch 1 Batch 478/538 - Train Accuracy: 0.514, Validation Accuracy: 0.524, Loss: 1.020 Epoch 1 Batch 479/538 - Train Accuracy: 0.517, Validation Accuracy: 0.528, Loss: 0.987 Epoch 1 Batch 480/538 - Train Accuracy: 0.511, Validation Accuracy: 0.526, Loss: 1.011 Epoch 1 Batch 481/538 - Train Accuracy: 0.512, Validation Accuracy: 0.524, Loss: 1.022 Epoch 1 Batch 482/538 - Train Accuracy: 0.535, Validation Accuracy: 0.517, Loss: 0.936 Epoch 1 Batch 483/538 - Train Accuracy: 0.491, Validation Accuracy: 0.518, Loss: 1.034 Epoch 1 Batch 484/538 - Train Accuracy: 0.519, Validation Accuracy: 0.519, Loss: 1.032 Epoch 1 Batch 485/538 - Train Accuracy: 0.513, Validation Accuracy: 0.522, Loss: 0.996 Epoch 1 Batch 486/538 - Train Accuracy: 0.496, Validation Accuracy: 0.522, Loss: 0.991 Epoch 1 Batch 487/538 - Train Accuracy: 0.506, Validation Accuracy: 0.521, Loss: 0.978 Epoch 1 Batch 488/538 - Train Accuracy: 0.533, Validation Accuracy: 0.519, Loss: 1.007 Epoch 1 Batch 489/538 - Train Accuracy: 0.486, Validation Accuracy: 0.528, Loss: 1.039 Epoch 1 Batch 490/538 - Train Accuracy: 0.512, Validation Accuracy: 0.526, Loss: 0.984 Epoch 1 Batch 491/538 - Train Accuracy: 0.475, Validation Accuracy: 0.523, Loss: 1.057 Epoch 1 Batch 492/538 - Train Accuracy: 0.510, Validation Accuracy: 0.524, Loss: 1.041 Epoch 1 Batch 493/538 - Train Accuracy: 0.499, Validation Accuracy: 0.526, Loss: 1.009 Epoch 1 Batch 494/538 - Train Accuracy: 0.502, Validation Accuracy: 0.531, Loss: 1.061 Epoch 1 Batch 495/538 - Train Accuracy: 0.496, Validation Accuracy: 0.536, Loss: 1.039 Epoch 1 Batch 496/538 - Train Accuracy: 0.519, Validation Accuracy: 0.531, Loss: 1.019 Epoch 1 Batch 497/538 - Train Accuracy: 0.509, Validation Accuracy: 0.528, Loss: 0.989 Epoch 1 Batch 498/538 - Train Accuracy: 0.478, Validation Accuracy: 0.527, Loss: 1.026 Epoch 1 Batch 499/538 - Train Accuracy: 0.532, Validation Accuracy: 0.526, Loss: 0.981 Epoch 1 Batch 500/538 - Train Accuracy: 0.538, Validation Accuracy: 0.531, Loss: 0.941 Epoch 1 Batch 501/538 - Train Accuracy: 0.514, Validation Accuracy: 0.535, Loss: 1.019 Epoch 1 Batch 502/538 - Train Accuracy: 0.493, Validation Accuracy: 0.529, Loss: 1.021 Epoch 1 Batch 503/538 - Train Accuracy: 0.538, Validation Accuracy: 0.527, Loss: 0.974 Epoch 1 Batch 504/538 - Train Accuracy: 0.503, Validation Accuracy: 0.526, Loss: 1.024 Epoch 1 Batch 505/538 - Train Accuracy: 0.504, Validation Accuracy: 0.527, Loss: 1.001 Epoch 1 Batch 506/538 - Train Accuracy: 0.515, Validation Accuracy: 0.520, Loss: 0.983 Epoch 1 Batch 507/538 - Train Accuracy: 0.481, Validation Accuracy: 0.526, Loss: 1.035 Epoch 1 Batch 508/538 - Train Accuracy: 0.513, Validation Accuracy: 0.525, Loss: 0.964 Epoch 1 Batch 509/538 - Train Accuracy: 0.488, Validation Accuracy: 0.525, Loss: 1.011 Epoch 1 Batch 510/538 - Train Accuracy: 0.503, Validation Accuracy: 0.529, Loss: 0.976 Epoch 1 Batch 511/538 - Train Accuracy: 0.533, Validation Accuracy: 0.527, Loss: 0.952 Epoch 1 Batch 512/538 - Train Accuracy: 0.522, Validation Accuracy: 0.525, Loss: 0.988 Epoch 1 Batch 513/538 - Train Accuracy: 0.488, Validation Accuracy: 0.531, Loss: 1.025 Epoch 1 Batch 514/538 - Train Accuracy: 0.467, Validation Accuracy: 0.520, Loss: 1.032 Epoch 1 Batch 515/538 - Train Accuracy: 0.516, Validation Accuracy: 0.528, Loss: 0.997 Epoch 1 Batch 516/538 - Train Accuracy: 0.491, Validation Accuracy: 0.529, Loss: 1.000 Epoch 1 Batch 517/538 - Train Accuracy: 0.516, Validation Accuracy: 0.532, Loss: 0.979 Epoch 1 Batch 518/538 - Train Accuracy: 0.479, Validation Accuracy: 0.534, Loss: 1.047 Epoch 1 Batch 519/538 - Train Accuracy: 0.549, Validation Accuracy: 0.535, Loss: 0.964 Epoch 1 Batch 520/538 - Train Accuracy: 0.507, Validation Accuracy: 0.537, Loss: 1.047 Epoch 1 Batch 521/538 - Train Accuracy: 0.507, Validation Accuracy: 0.532, Loss: 1.027 Epoch 1 Batch 522/538 - Train Accuracy: 0.487, Validation Accuracy: 0.536, Loss: 1.029 Epoch 1 Batch 523/538 - Train Accuracy: 0.511, Validation Accuracy: 0.541, Loss: 1.034 Epoch 1 Batch 524/538 - Train Accuracy: 0.482, Validation Accuracy: 0.544, Loss: 1.049 Epoch 1 Batch 525/538 - Train Accuracy: 0.541, Validation Accuracy: 0.540, Loss: 0.969 Epoch 1 Batch 526/538 - Train Accuracy: 0.508, Validation Accuracy: 0.534, Loss: 1.006 Epoch 1 Batch 527/538 - Train Accuracy: 0.533, Validation Accuracy: 0.533, Loss: 0.989 Epoch 1 Batch 528/538 - Train Accuracy: 0.485, Validation Accuracy: 0.536, Loss: 1.075 Epoch 1 Batch 529/538 - Train Accuracy: 0.507, Validation Accuracy: 0.536, Loss: 1.028 Epoch 1 Batch 530/538 - Train Accuracy: 0.507, Validation Accuracy: 0.535, Loss: 1.035 Epoch 1 Batch 531/538 - Train Accuracy: 0.509, Validation Accuracy: 0.528, Loss: 1.011 Epoch 1 Batch 532/538 - Train Accuracy: 0.473, Validation Accuracy: 0.525, Loss: 1.000 Epoch 1 Batch 533/538 - Train Accuracy: 0.522, Validation Accuracy: 0.526, Loss: 0.999 Epoch 1 Batch 534/538 - Train Accuracy: 0.513, Validation Accuracy: 0.536, Loss: 0.975 Epoch 1 Batch 535/538 - Train Accuracy: 0.525, Validation Accuracy: 0.540, Loss: 0.986 Epoch 1 Batch 536/538 - Train Accuracy: 0.534, Validation Accuracy: 0.535, Loss: 1.007 Epoch 2 Batch 0/538 - Train Accuracy: 0.480, Validation Accuracy: 0.521, Loss: 0.999 Epoch 2 Batch 1/538 - Train Accuracy: 0.491, Validation Accuracy: 0.524, Loss: 1.016 Epoch 2 Batch 2/538 - Train Accuracy: 0.482, Validation Accuracy: 0.534, Loss: 1.044 Epoch 2 Batch 3/538 - Train Accuracy: 0.474, Validation Accuracy: 0.533, Loss: 1.000 Epoch 2 Batch 4/538 - Train Accuracy: 0.516, Validation Accuracy: 0.531, Loss: 0.991 Epoch 2 Batch 5/538 - Train Accuracy: 0.500, Validation Accuracy: 0.525, Loss: 1.003 Epoch 2 Batch 6/538 - Train Accuracy: 0.506, Validation Accuracy: 0.518, Loss: 0.984 Epoch 2 Batch 7/538 - Train Accuracy: 0.496, Validation Accuracy: 0.513, Loss: 0.998 Epoch 2 Batch 8/538 - Train Accuracy: 0.490, Validation Accuracy: 0.513, Loss: 1.002 Epoch 2 Batch 9/538 - Train Accuracy: 0.503, Validation Accuracy: 0.521, Loss: 0.979 Epoch 2 Batch 10/538 - Train Accuracy: 0.471, Validation Accuracy: 0.525, Loss: 1.038 Epoch 2 Batch 11/538 - Train Accuracy: 0.487, Validation Accuracy: 0.519, Loss: 1.026 Epoch 2 Batch 12/538 - Train Accuracy: 0.478, Validation Accuracy: 0.519, Loss: 1.010 Epoch 2 Batch 13/538 - Train Accuracy: 0.529, Validation Accuracy: 0.521, Loss: 0.917 Epoch 2 Batch 14/538 - Train Accuracy: 0.481, Validation Accuracy: 0.525, Loss: 0.986 Epoch 2 Batch 15/538 - Train Accuracy: 0.543, Validation Accuracy: 0.529, Loss: 0.962 Epoch 2 Batch 16/538 - Train Accuracy: 0.509, Validation Accuracy: 0.528, Loss: 0.964 Epoch 2 Batch 17/538 - Train Accuracy: 0.498, Validation Accuracy: 0.533, Loss: 0.984 Epoch 2 Batch 18/538 - Train Accuracy: 0.506, Validation Accuracy: 0.533, Loss: 1.022 Epoch 2 Batch 19/538 - Train Accuracy: 0.480, Validation Accuracy: 0.532, Loss: 1.022 Epoch 2 Batch 20/538 - Train Accuracy: 0.497, Validation Accuracy: 0.534, Loss: 0.981 Epoch 2 Batch 21/538 - Train Accuracy: 0.472, Validation Accuracy: 0.535, Loss: 1.010 Epoch 2 Batch 22/538 - Train Accuracy: 0.509, Validation Accuracy: 0.534, Loss: 1.004 Epoch 2 Batch 23/538 - Train Accuracy: 0.520, Validation Accuracy: 0.539, Loss: 1.004 Epoch 2 Batch 24/538 - Train Accuracy: 0.495, Validation Accuracy: 0.531, Loss: 0.990 Epoch 2 Batch 25/538 - Train Accuracy: 0.497, Validation Accuracy: 0.533, Loss: 1.005 Epoch 2 Batch 26/538 - Train Accuracy: 0.476, Validation Accuracy: 0.533, Loss: 1.023 Epoch 2 Batch 27/538 - Train Accuracy: 0.518, Validation Accuracy: 0.535, Loss: 0.979 Epoch 2 Batch 28/538 - Train Accuracy: 0.532, Validation Accuracy: 0.535, Loss: 0.903 Epoch 2 Batch 29/538 - Train Accuracy: 0.526, Validation Accuracy: 0.534, Loss: 0.962 Epoch 2 Batch 30/538 - Train Accuracy: 0.499, Validation Accuracy: 0.537, Loss: 1.002 Epoch 2 Batch 31/538 - Train Accuracy: 0.515, Validation Accuracy: 0.547, Loss: 0.942 Epoch 2 Batch 32/538 - Train Accuracy: 0.502, Validation Accuracy: 0.537, Loss: 0.959 Epoch 2 Batch 33/538 - Train Accuracy: 0.523, Validation Accuracy: 0.537, Loss: 0.967 Epoch 2 Batch 34/538 - Train Accuracy: 0.510, Validation Accuracy: 0.540, Loss: 1.006 Epoch 2 Batch 35/538 - Train Accuracy: 0.500, Validation Accuracy: 0.538, Loss: 0.983 Epoch 2 Batch 36/538 - Train Accuracy: 0.511, Validation Accuracy: 0.532, Loss: 0.942 Epoch 2 Batch 37/538 - Train Accuracy: 0.504, Validation Accuracy: 0.531, Loss: 0.976 Epoch 2 Batch 38/538 - Train Accuracy: 0.475, Validation Accuracy: 0.535, Loss: 1.014 Epoch 2 Batch 39/538 - Train Accuracy: 0.496, Validation Accuracy: 0.541, Loss: 1.001 Epoch 2 Batch 40/538 - Train Accuracy: 0.565, Validation Accuracy: 0.539, Loss: 0.899 Epoch 2 Batch 41/538 - Train Accuracy: 0.509, Validation Accuracy: 0.537, Loss: 1.008 Epoch 2 Batch 42/538 - Train Accuracy: 0.512, Validation Accuracy: 0.547, Loss: 0.975 Epoch 2 Batch 43/538 - Train Accuracy: 0.496, Validation Accuracy: 0.534, Loss: 1.016 Epoch 2 Batch 44/538 - Train Accuracy: 0.501, Validation Accuracy: 0.535, Loss: 1.006 Epoch 2 Batch 45/538 - Train Accuracy: 0.516, Validation Accuracy: 0.532, Loss: 0.933 Epoch 2 Batch 46/538 - Train Accuracy: 0.500, Validation Accuracy: 0.533, Loss: 0.981 Epoch 2 Batch 47/538 - Train Accuracy: 0.514, Validation Accuracy: 0.531, Loss: 0.967 Epoch 2 Batch 48/538 - Train Accuracy: 0.534, Validation Accuracy: 0.532, Loss: 0.925 Epoch 2 Batch 49/538 - Train Accuracy: 0.487, Validation Accuracy: 0.534, Loss: 1.005 Epoch 2 Batch 50/538 - Train Accuracy: 0.509, Validation Accuracy: 0.535, Loss: 0.948 Epoch 2 Batch 51/538 - Train Accuracy: 0.465, Validation Accuracy: 0.536, Loss: 1.038 Epoch 2 Batch 52/538 - Train Accuracy: 0.526, Validation Accuracy: 0.537, Loss: 0.993 Epoch 2 Batch 53/538 - Train Accuracy: 0.542, Validation Accuracy: 0.536, Loss: 0.895 Epoch 2 Batch 54/538 - Train Accuracy: 0.511, Validation Accuracy: 0.534, Loss: 0.955 Epoch 2 Batch 55/538 - Train Accuracy: 0.489, Validation Accuracy: 0.535, Loss: 0.998 Epoch 2 Batch 56/538 - Train Accuracy: 0.509, Validation Accuracy: 0.535, Loss: 0.940 Epoch 2 Batch 57/538 - Train Accuracy: 0.485, Validation Accuracy: 0.536, Loss: 1.011 Epoch 2 Batch 58/538 - Train Accuracy: 0.472, Validation Accuracy: 0.537, Loss: 1.012 Epoch 2 Batch 59/538 - Train Accuracy: 0.478, Validation Accuracy: 0.536, Loss: 0.985 Epoch 2 Batch 60/538 - Train Accuracy: 0.520, Validation Accuracy: 0.548, Loss: 0.966 Epoch 2 Batch 61/538 - Train Accuracy: 0.518, Validation Accuracy: 0.546, Loss: 0.963 Epoch 2 Batch 62/538 - Train Accuracy: 0.542, Validation Accuracy: 0.548, Loss: 0.952 Epoch 2 Batch 63/538 - Train Accuracy: 0.541, Validation Accuracy: 0.544, Loss: 0.929 Epoch 2 Batch 64/538 - Train Accuracy: 0.530, Validation Accuracy: 0.544, Loss: 0.925 Epoch 2 Batch 65/538 - Train Accuracy: 0.484, Validation Accuracy: 0.540, Loss: 1.009 Epoch 2 Batch 66/538 - Train Accuracy: 0.529, Validation Accuracy: 0.537, Loss: 0.906 Epoch 2 Batch 67/538 - Train Accuracy: 0.501, Validation Accuracy: 0.544, Loss: 0.969 Epoch 2 Batch 68/538 - Train Accuracy: 0.528, Validation Accuracy: 0.552, Loss: 0.907 Epoch 2 Batch 69/538 - Train Accuracy: 0.505, Validation Accuracy: 0.548, Loss: 0.971 Epoch 2 Batch 70/538 - Train Accuracy: 0.519, Validation Accuracy: 0.549, Loss: 0.939 Epoch 2 Batch 71/538 - Train Accuracy: 0.489, Validation Accuracy: 0.536, Loss: 0.978 Epoch 2 Batch 72/538 - Train Accuracy: 0.546, Validation Accuracy: 0.536, Loss: 0.951 Epoch 2 Batch 73/538 - Train Accuracy: 0.487, Validation Accuracy: 0.541, Loss: 0.998 Epoch 2 Batch 74/538 - Train Accuracy: 0.521, Validation Accuracy: 0.539, Loss: 0.929 Epoch 2 Batch 75/538 - Train Accuracy: 0.525, Validation Accuracy: 0.537, Loss: 0.929 Epoch 2 Batch 76/538 - Train Accuracy: 0.499, Validation Accuracy: 0.545, Loss: 0.986 Epoch 2 Batch 77/538 - Train Accuracy: 0.485, Validation Accuracy: 0.536, Loss: 0.973 Epoch 2 Batch 78/538 - Train Accuracy: 0.494, Validation Accuracy: 0.528, Loss: 0.956 Epoch 2 Batch 79/538 - Train Accuracy: 0.517, Validation Accuracy: 0.529, Loss: 0.910 Epoch 2 Batch 80/538 - Train Accuracy: 0.492, Validation Accuracy: 0.528, Loss: 0.995 Epoch 2 Batch 81/538 - Train Accuracy: 0.505, Validation Accuracy: 0.534, Loss: 0.975 Epoch 2 Batch 82/538 - Train Accuracy: 0.496, Validation Accuracy: 0.540, Loss: 0.955 Epoch 2 Batch 83/538 - Train Accuracy: 0.491, Validation Accuracy: 0.532, Loss: 0.984 Epoch 2 Batch 84/538 - Train Accuracy: 0.497, Validation Accuracy: 0.527, Loss: 0.953 Epoch 2 Batch 85/538 - Train Accuracy: 0.529, Validation Accuracy: 0.528, Loss: 0.893 Epoch 2 Batch 86/538 - Train Accuracy: 0.504, Validation Accuracy: 0.532, Loss: 0.976 Epoch 2 Batch 87/538 - Train Accuracy: 0.506, Validation Accuracy: 0.537, Loss: 0.947 Epoch 2 Batch 88/538 - Train Accuracy: 0.520, Validation Accuracy: 0.540, Loss: 0.966 Epoch 2 Batch 89/538 - Train Accuracy: 0.513, Validation Accuracy: 0.539, Loss: 0.967 Epoch 2 Batch 90/538 - Train Accuracy: 0.521, Validation Accuracy: 0.531, Loss: 0.954 Epoch 2 Batch 91/538 - Train Accuracy: 0.500, Validation Accuracy: 0.541, Loss: 0.986 Epoch 2 Batch 92/538 - Train Accuracy: 0.483, Validation Accuracy: 0.534, Loss: 0.955 Epoch 2 Batch 93/538 - Train Accuracy: 0.461, Validation Accuracy: 0.519, Loss: 0.970 Epoch 2 Batch 94/538 - Train Accuracy: 0.503, Validation Accuracy: 0.526, Loss: 0.965 Epoch 2 Batch 95/538 - Train Accuracy: 0.539, Validation Accuracy: 0.531, Loss: 0.883 Epoch 2 Batch 96/538 - Train Accuracy: 0.525, Validation Accuracy: 0.535, Loss: 0.895 Epoch 2 Batch 97/538 - Train Accuracy: 0.483, Validation Accuracy: 0.540, Loss: 0.952 Epoch 2 Batch 98/538 - Train Accuracy: 0.523, Validation Accuracy: 0.529, Loss: 0.895 Epoch 2 Batch 99/538 - Train Accuracy: 0.489, Validation Accuracy: 0.534, Loss: 0.966 Epoch 2 Batch 100/538 - Train Accuracy: 0.515, Validation Accuracy: 0.536, Loss: 0.945 Epoch 2 Batch 101/538 - Train Accuracy: 0.487, Validation Accuracy: 0.540, Loss: 0.966 Epoch 2 Batch 102/538 - Train Accuracy: 0.515, Validation Accuracy: 0.536, Loss: 0.960 Epoch 2 Batch 103/538 - Train Accuracy: 0.504, Validation Accuracy: 0.537, Loss: 0.960 Epoch 2 Batch 104/538 - Train Accuracy: 0.496, Validation Accuracy: 0.538, Loss: 0.936 Epoch 2 Batch 105/538 - Train Accuracy: 0.509, Validation Accuracy: 0.542, Loss: 0.912 Epoch 2 Batch 106/538 - Train Accuracy: 0.514, Validation Accuracy: 0.549, Loss: 0.934 Epoch 2 Batch 107/538 - Train Accuracy: 0.474, Validation Accuracy: 0.544, Loss: 0.993 Epoch 2 Batch 108/538 - Train Accuracy: 0.516, Validation Accuracy: 0.525, Loss: 0.955 Epoch 2 Batch 109/538 - Train Accuracy: 0.509, Validation Accuracy: 0.527, Loss: 0.952 Epoch 2 Batch 110/538 - Train Accuracy: 0.514, Validation Accuracy: 0.550, Loss: 0.983 Epoch 2 Batch 111/538 - Train Accuracy: 0.523, Validation Accuracy: 0.543, Loss: 0.907 Epoch 2 Batch 112/538 - Train Accuracy: 0.497, Validation Accuracy: 0.540, Loss: 0.958 Epoch 2 Batch 113/538 - Train Accuracy: 0.504, Validation Accuracy: 0.533, Loss: 0.981 Epoch 2 Batch 114/538 - Train Accuracy: 0.544, Validation Accuracy: 0.530, Loss: 0.908 Epoch 2 Batch 115/538 - Train Accuracy: 0.515, Validation Accuracy: 0.533, Loss: 0.933 Epoch 2 Batch 116/538 - Train Accuracy: 0.524, Validation Accuracy: 0.553, Loss: 0.957 Epoch 2 Batch 117/538 - Train Accuracy: 0.536, Validation Accuracy: 0.554, Loss: 0.901 Epoch 2 Batch 118/538 - Train Accuracy: 0.551, Validation Accuracy: 0.546, Loss: 0.916 Epoch 2 Batch 119/538 - Train Accuracy: 0.534, Validation Accuracy: 0.541, Loss: 0.895 Epoch 2 Batch 120/538 - Train Accuracy: 0.519, Validation Accuracy: 0.541, Loss: 0.930 Epoch 2 Batch 121/538 - Train Accuracy: 0.520, Validation Accuracy: 0.540, Loss: 0.898 Epoch 2 Batch 122/538 - Train Accuracy: 0.523, Validation Accuracy: 0.545, Loss: 0.903 Epoch 2 Batch 123/538 - Train Accuracy: 0.543, Validation Accuracy: 0.545, Loss: 0.889 Epoch 2 Batch 124/538 - Train Accuracy: 0.528, Validation Accuracy: 0.545, Loss: 0.876 Epoch 2 Batch 125/538 - Train Accuracy: 0.533, Validation Accuracy: 0.544, Loss: 0.921 Epoch 2 Batch 126/538 - Train Accuracy: 0.531, Validation Accuracy: 0.543, Loss: 0.890 Epoch 2 Batch 127/538 - Train Accuracy: 0.484, Validation Accuracy: 0.553, Loss: 0.988 Epoch 2 Batch 128/538 - Train Accuracy: 0.525, Validation Accuracy: 0.556, Loss: 0.911 Epoch 2 Batch 129/538 - Train Accuracy: 0.512, Validation Accuracy: 0.554, Loss: 0.909 Epoch 2 Batch 130/538 - Train Accuracy: 0.522, Validation Accuracy: 0.547, Loss: 0.905 Epoch 2 Batch 131/538 - Train Accuracy: 0.484, Validation Accuracy: 0.543, Loss: 0.958 Epoch 2 Batch 132/538 - Train Accuracy: 0.516, Validation Accuracy: 0.548, Loss: 0.902 Epoch 2 Batch 133/538 - Train Accuracy: 0.534, Validation Accuracy: 0.545, Loss: 0.878 Epoch 2 Batch 134/538 - Train Accuracy: 0.478, Validation Accuracy: 0.539, Loss: 0.984 Epoch 2 Batch 135/538 - Train Accuracy: 0.529, Validation Accuracy: 0.549, Loss: 0.930 Epoch 2 Batch 136/538 - Train Accuracy: 0.533, Validation Accuracy: 0.551, Loss: 0.919 Epoch 2 Batch 137/538 - Train Accuracy: 0.518, Validation Accuracy: 0.558, Loss: 0.917 Epoch 2 Batch 138/538 - Train Accuracy: 0.511, Validation Accuracy: 0.550, Loss: 0.912 Epoch 2 Batch 139/538 - Train Accuracy: 0.520, Validation Accuracy: 0.548, Loss: 0.995 Epoch 2 Batch 140/538 - Train Accuracy: 0.500, Validation Accuracy: 0.552, Loss: 0.996 Epoch 2 Batch 141/538 - Train Accuracy: 0.519, Validation Accuracy: 0.555, Loss: 0.993 Epoch 2 Batch 142/538 - Train Accuracy: 0.560, Validation Accuracy: 0.558, Loss: 0.891 Epoch 2 Batch 143/538 - Train Accuracy: 0.496, Validation Accuracy: 0.548, Loss: 0.945 Epoch 2 Batch 144/538 - Train Accuracy: 0.497, Validation Accuracy: 0.554, Loss: 0.939 Epoch 2 Batch 145/538 - Train Accuracy: 0.519, Validation Accuracy: 0.556, Loss: 0.927 Epoch 2 Batch 146/538 - Train Accuracy: 0.533, Validation Accuracy: 0.551, Loss: 0.872 Epoch 2 Batch 147/538 - Train Accuracy: 0.518, Validation Accuracy: 0.550, Loss: 0.908 Epoch 2 Batch 148/538 - Train Accuracy: 0.495, Validation Accuracy: 0.547, Loss: 1.002 Epoch 2 Batch 149/538 - Train Accuracy: 0.494, Validation Accuracy: 0.550, Loss: 0.920 Epoch 2 Batch 150/538 - Train Accuracy: 0.524, Validation Accuracy: 0.548, Loss: 0.931 Epoch 2 Batch 151/538 - Train Accuracy: 0.519, Validation Accuracy: 0.551, Loss: 0.920 Epoch 2 Batch 152/538 - Train Accuracy: 0.527, Validation Accuracy: 0.546, Loss: 0.902 Epoch 2 Batch 153/538 - Train Accuracy: 0.493, Validation Accuracy: 0.545, Loss: 0.941 Epoch 2 Batch 154/538 - Train Accuracy: 0.506, Validation Accuracy: 0.546, Loss: 0.902 Epoch 2 Batch 155/538 - Train Accuracy: 0.547, Validation Accuracy: 0.554, Loss: 0.906 Epoch 2 Batch 156/538 - Train Accuracy: 0.516, Validation Accuracy: 0.559, Loss: 0.940 Epoch 2 Batch 157/538 - Train Accuracy: 0.520, Validation Accuracy: 0.556, Loss: 0.903 Epoch 2 Batch 158/538 - Train Accuracy: 0.519, Validation Accuracy: 0.561, Loss: 0.945 Epoch 2 Batch 159/538 - Train Accuracy: 0.522, Validation Accuracy: 0.563, Loss: 0.943 Epoch 2 Batch 160/538 - Train Accuracy: 0.532, Validation Accuracy: 0.565, Loss: 0.879 Epoch 2 Batch 161/538 - Train Accuracy: 0.536, Validation Accuracy: 0.564, Loss: 0.935 Epoch 2 Batch 162/538 - Train Accuracy: 0.570, Validation Accuracy: 0.566, Loss: 0.895 Epoch 2 Batch 163/538 - Train Accuracy: 0.544, Validation Accuracy: 0.561, Loss: 0.920 Epoch 2 Batch 164/538 - Train Accuracy: 0.521, Validation Accuracy: 0.555, Loss: 0.949 Epoch 2 Batch 165/538 - Train Accuracy: 0.530, Validation Accuracy: 0.553, Loss: 0.864 Epoch 2 Batch 166/538 - Train Accuracy: 0.538, Validation Accuracy: 0.551, Loss: 0.937 Epoch 2 Batch 167/538 - Train Accuracy: 0.555, Validation Accuracy: 0.551, Loss: 0.889 Epoch 2 Batch 168/538 - Train Accuracy: 0.520, Validation Accuracy: 0.544, Loss: 0.950 Epoch 2 Batch 169/538 - Train Accuracy: 0.523, Validation Accuracy: 0.544, Loss: 0.896 Epoch 2 Batch 170/538 - Train Accuracy: 0.528, Validation Accuracy: 0.548, Loss: 0.915 Epoch 2 Batch 171/538 - Train Accuracy: 0.509, Validation Accuracy: 0.550, Loss: 0.952 Epoch 2 Batch 172/538 - Train Accuracy: 0.520, Validation Accuracy: 0.549, Loss: 0.908 Epoch 2 Batch 173/538 - Train Accuracy: 0.517, Validation Accuracy: 0.548, Loss: 0.891 Epoch 2 Batch 174/538 - Train Accuracy: 0.485, Validation Accuracy: 0.553, Loss: 0.957 Epoch 2 Batch 175/538 - Train Accuracy: 0.492, Validation Accuracy: 0.557, Loss: 0.957 Epoch 2 Batch 176/538 - Train Accuracy: 0.500, Validation Accuracy: 0.553, Loss: 0.953 Epoch 2 Batch 177/538 - Train Accuracy: 0.523, Validation Accuracy: 0.548, Loss: 0.915 Epoch 2 Batch 178/538 - Train Accuracy: 0.540, Validation Accuracy: 0.550, Loss: 0.875 Epoch 2 Batch 179/538 - Train Accuracy: 0.524, Validation Accuracy: 0.550, Loss: 0.935 Epoch 2 Batch 180/538 - Train Accuracy: 0.558, Validation Accuracy: 0.557, Loss: 0.900 Epoch 2 Batch 181/538 - Train Accuracy: 0.494, Validation Accuracy: 0.557, Loss: 0.962 Epoch 2 Batch 182/538 - Train Accuracy: 0.499, Validation Accuracy: 0.562, Loss: 0.937 Epoch 2 Batch 183/538 - Train Accuracy: 0.545, Validation Accuracy: 0.562, Loss: 0.857 Epoch 2 Batch 184/538 - Train Accuracy: 0.517, Validation Accuracy: 0.555, Loss: 0.886 Epoch 2 Batch 185/538 - Train Accuracy: 0.517, Validation Accuracy: 0.559, Loss: 0.904 Epoch 2 Batch 186/538 - Train Accuracy: 0.527, Validation Accuracy: 0.558, Loss: 0.889 Epoch 2 Batch 187/538 - Train Accuracy: 0.551, Validation Accuracy: 0.556, Loss: 0.882 Epoch 2 Batch 188/538 - Train Accuracy: 0.509, Validation Accuracy: 0.551, Loss: 0.913 Epoch 2 Batch 189/538 - Train Accuracy: 0.515, Validation Accuracy: 0.560, Loss: 0.930 Epoch 2 Batch 190/538 - Train Accuracy: 0.539, Validation Accuracy: 0.564, Loss: 0.915 Epoch 2 Batch 191/538 - Train Accuracy: 0.537, Validation Accuracy: 0.565, Loss: 0.888 Epoch 2 Batch 192/538 - Train Accuracy: 0.523, Validation Accuracy: 0.562, Loss: 0.905 Epoch 2 Batch 193/538 - Train Accuracy: 0.552, Validation Accuracy: 0.552, Loss: 0.865 Epoch 2 Batch 194/538 - Train Accuracy: 0.483, Validation Accuracy: 0.551, Loss: 0.929 Epoch 2 Batch 195/538 - Train Accuracy: 0.527, Validation Accuracy: 0.553, Loss: 0.878 Epoch 2 Batch 196/538 - Train Accuracy: 0.536, Validation Accuracy: 0.550, Loss: 0.872 Epoch 2 Batch 197/538 - Train Accuracy: 0.531, Validation Accuracy: 0.557, Loss: 0.888 Epoch 2 Batch 198/538 - Train Accuracy: 0.549, Validation Accuracy: 0.565, Loss: 0.889 Epoch 2 Batch 199/538 - Train Accuracy: 0.499, Validation Accuracy: 0.556, Loss: 0.961 Epoch 2 Batch 200/538 - Train Accuracy: 0.516, Validation Accuracy: 0.558, Loss: 0.900 Epoch 2 Batch 201/538 - Train Accuracy: 0.538, Validation Accuracy: 0.556, Loss: 0.882 Epoch 2 Batch 202/538 - Train Accuracy: 0.509, Validation Accuracy: 0.561, Loss: 0.950 Epoch 2 Batch 203/538 - Train Accuracy: 0.524, Validation Accuracy: 0.578, Loss: 0.952 Epoch 2 Batch 204/538 - Train Accuracy: 0.500, Validation Accuracy: 0.560, Loss: 0.927 Epoch 2 Batch 205/538 - Train Accuracy: 0.517, Validation Accuracy: 0.542, Loss: 0.877 Epoch 2 Batch 206/538 - Train Accuracy: 0.519, Validation Accuracy: 0.564, Loss: 0.928 Epoch 2 Batch 207/538 - Train Accuracy: 0.537, Validation Accuracy: 0.550, Loss: 0.891 Epoch 2 Batch 208/538 - Train Accuracy: 0.507, Validation Accuracy: 0.552, Loss: 0.926 Epoch 2 Batch 209/538 - Train Accuracy: 0.501, Validation Accuracy: 0.547, Loss: 0.929 Epoch 2 Batch 210/538 - Train Accuracy: 0.525, Validation Accuracy: 0.544, Loss: 0.884 Epoch 2 Batch 211/538 - Train Accuracy: 0.487, Validation Accuracy: 0.549, Loss: 0.938 Epoch 2 Batch 212/538 - Train Accuracy: 0.545, Validation Accuracy: 0.558, Loss: 0.900 Epoch 2 Batch 213/538 - Train Accuracy: 0.524, Validation Accuracy: 0.561, Loss: 0.895 Epoch 2 Batch 214/538 - Train Accuracy: 0.522, Validation Accuracy: 0.552, Loss: 0.902 Epoch 2 Batch 215/538 - Train Accuracy: 0.510, Validation Accuracy: 0.564, Loss: 0.921 Epoch 2 Batch 216/538 - Train Accuracy: 0.492, Validation Accuracy: 0.556, Loss: 0.923 Epoch 2 Batch 217/538 - Train Accuracy: 0.529, Validation Accuracy: 0.542, Loss: 0.877 Epoch 2 Batch 218/538 - Train Accuracy: 0.506, Validation Accuracy: 0.554, Loss: 0.915 Epoch 2 Batch 219/538 - Train Accuracy: 0.506, Validation Accuracy: 0.548, Loss: 0.942 Epoch 2 Batch 220/538 - Train Accuracy: 0.513, Validation Accuracy: 0.551, Loss: 0.889 Epoch 2 Batch 221/538 - Train Accuracy: 0.547, Validation Accuracy: 0.556, Loss: 0.885 Epoch 2 Batch 222/538 - Train Accuracy: 0.516, Validation Accuracy: 0.560, Loss: 0.866 Epoch 2 Batch 223/538 - Train Accuracy: 0.516, Validation Accuracy: 0.566, Loss: 0.944 Epoch 2 Batch 224/538 - Train Accuracy: 0.521, Validation Accuracy: 0.551, Loss: 0.939 Epoch 2 Batch 225/538 - Train Accuracy: 0.536, Validation Accuracy: 0.539, Loss: 0.887 Epoch 2 Batch 226/538 - Train Accuracy: 0.534, Validation Accuracy: 0.543, Loss: 0.877 Epoch 2 Batch 227/538 - Train Accuracy: 0.558, Validation Accuracy: 0.553, Loss: 0.848 Epoch 2 Batch 228/538 - Train Accuracy: 0.521, Validation Accuracy: 0.555, Loss: 0.871 Epoch 2 Batch 229/538 - Train Accuracy: 0.527, Validation Accuracy: 0.559, Loss: 0.883 Epoch 2 Batch 230/538 - Train Accuracy: 0.517, Validation Accuracy: 0.553, Loss: 0.915 Epoch 2 Batch 231/538 - Train Accuracy: 0.534, Validation Accuracy: 0.549, Loss: 0.903 Epoch 2 Batch 232/538 - Train Accuracy: 0.518, Validation Accuracy: 0.548, Loss: 0.922 Epoch 2 Batch 233/538 - Train Accuracy: 0.566, Validation Accuracy: 0.547, Loss: 0.880 Epoch 2 Batch 234/538 - Train Accuracy: 0.506, Validation Accuracy: 0.548, Loss: 0.910 Epoch 2 Batch 235/538 - Train Accuracy: 0.546, Validation Accuracy: 0.564, Loss: 0.868 Epoch 2 Batch 236/538 - Train Accuracy: 0.522, Validation Accuracy: 0.553, Loss: 0.923 Epoch 2 Batch 237/538 - Train Accuracy: 0.515, Validation Accuracy: 0.537, Loss: 0.891 Epoch 2 Batch 238/538 - Train Accuracy: 0.540, Validation Accuracy: 0.531, Loss: 0.859 Epoch 2 Batch 239/538 - Train Accuracy: 0.505, Validation Accuracy: 0.536, Loss: 0.917 Epoch 2 Batch 240/538 - Train Accuracy: 0.532, Validation Accuracy: 0.557, Loss: 0.910 Epoch 2 Batch 241/538 - Train Accuracy: 0.503, Validation Accuracy: 0.559, Loss: 0.921 Epoch 2 Batch 242/538 - Train Accuracy: 0.540, Validation Accuracy: 0.558, Loss: 0.889 Epoch 2 Batch 243/538 - Train Accuracy: 0.492, Validation Accuracy: 0.551, Loss: 0.944 Epoch 2 Batch 244/538 - Train Accuracy: 0.529, Validation Accuracy: 0.552, Loss: 0.875 Epoch 2 Batch 245/538 - Train Accuracy: 0.507, Validation Accuracy: 0.544, Loss: 0.920 Epoch 2 Batch 246/538 - Train Accuracy: 0.531, Validation Accuracy: 0.538, Loss: 0.842 Epoch 2 Batch 247/538 - Train Accuracy: 0.496, Validation Accuracy: 0.538, Loss: 0.917 Epoch 2 Batch 248/538 - Train Accuracy: 0.514, Validation Accuracy: 0.547, Loss: 0.900 Epoch 2 Batch 249/538 - Train Accuracy: 0.553, Validation Accuracy: 0.576, Loss: 0.849 Epoch 2 Batch 250/538 - Train Accuracy: 0.522, Validation Accuracy: 0.562, Loss: 0.884 Epoch 2 Batch 251/538 - Train Accuracy: 0.521, Validation Accuracy: 0.555, Loss: 0.901 Epoch 2 Batch 252/538 - Train Accuracy: 0.530, Validation Accuracy: 0.555, Loss: 0.841 Epoch 2 Batch 253/538 - Train Accuracy: 0.516, Validation Accuracy: 0.559, Loss: 0.858 Epoch 2 Batch 254/538 - Train Accuracy: 0.538, Validation Accuracy: 0.557, Loss: 0.891 Epoch 2 Batch 255/538 - Train Accuracy: 0.523, Validation Accuracy: 0.554, Loss: 0.894 Epoch 2 Batch 256/538 - Train Accuracy: 0.508, Validation Accuracy: 0.555, Loss: 0.914 Epoch 2 Batch 257/538 - Train Accuracy: 0.546, Validation Accuracy: 0.553, Loss: 0.869 Epoch 2 Batch 258/538 - Train Accuracy: 0.548, Validation Accuracy: 0.557, Loss: 0.848 Epoch 2 Batch 259/538 - Train Accuracy: 0.545, Validation Accuracy: 0.559, Loss: 0.865 Epoch 2 Batch 260/538 - Train Accuracy: 0.536, Validation Accuracy: 0.560, Loss: 0.893 Epoch 2 Batch 261/538 - Train Accuracy: 0.530, Validation Accuracy: 0.567, Loss: 0.916 Epoch 2 Batch 262/538 - Train Accuracy: 0.520, Validation Accuracy: 0.568, Loss: 0.915 Epoch 2 Batch 263/538 - Train Accuracy: 0.543, Validation Accuracy: 0.575, Loss: 0.885 Epoch 2 Batch 264/538 - Train Accuracy: 0.532, Validation Accuracy: 0.557, Loss: 0.891 Epoch 2 Batch 265/538 - Train Accuracy: 0.501, Validation Accuracy: 0.553, Loss: 0.920 Epoch 2 Batch 266/538 - Train Accuracy: 0.559, Validation Accuracy: 0.556, Loss: 0.878 Epoch 2 Batch 267/538 - Train Accuracy: 0.511, Validation Accuracy: 0.555, Loss: 0.877 Epoch 2 Batch 268/538 - Train Accuracy: 0.547, Validation Accuracy: 0.558, Loss: 0.843 Epoch 2 Batch 269/538 - Train Accuracy: 0.522, Validation Accuracy: 0.566, Loss: 0.895 Epoch 2 Batch 270/538 - Train Accuracy: 0.499, Validation Accuracy: 0.565, Loss: 0.890 Epoch 2 Batch 271/538 - Train Accuracy: 0.527, Validation Accuracy: 0.562, Loss: 0.901 Epoch 2 Batch 272/538 - Train Accuracy: 0.497, Validation Accuracy: 0.558, Loss: 0.944 Epoch 2 Batch 273/538 - Train Accuracy: 0.511, Validation Accuracy: 0.557, Loss: 0.899 Epoch 2 Batch 274/538 - Train Accuracy: 0.503, Validation Accuracy: 0.561, Loss: 0.932 Epoch 2 Batch 275/538 - Train Accuracy: 0.519, Validation Accuracy: 0.556, Loss: 0.911 Epoch 2 Batch 276/538 - Train Accuracy: 0.537, Validation Accuracy: 0.560, Loss: 0.908 Epoch 2 Batch 277/538 - Train Accuracy: 0.534, Validation Accuracy: 0.569, Loss: 0.876 Epoch 2 Batch 278/538 - Train Accuracy: 0.530, Validation Accuracy: 0.564, Loss: 0.883 Epoch 2 Batch 279/538 - Train Accuracy: 0.526, Validation Accuracy: 0.560, Loss: 0.880 Epoch 2 Batch 280/538 - Train Accuracy: 0.560, Validation Accuracy: 0.552, Loss: 0.839 Epoch 2 Batch 281/538 - Train Accuracy: 0.513, Validation Accuracy: 0.552, Loss: 0.923 Epoch 2 Batch 282/538 - Train Accuracy: 0.552, Validation Accuracy: 0.554, Loss: 0.870 Epoch 2 Batch 283/538 - Train Accuracy: 0.522, Validation Accuracy: 0.561, Loss: 0.879 Epoch 2 Batch 284/538 - Train Accuracy: 0.554, Validation Accuracy: 0.563, Loss: 0.885 Epoch 2 Batch 285/538 - Train Accuracy: 0.553, Validation Accuracy: 0.567, Loss: 0.837 Epoch 2 Batch 286/538 - Train Accuracy: 0.520, Validation Accuracy: 0.558, Loss: 0.879 Epoch 2 Batch 287/538 - Train Accuracy: 0.553, Validation Accuracy: 0.557, Loss: 0.867 Epoch 2 Batch 288/538 - Train Accuracy: 0.492, Validation Accuracy: 0.559, Loss: 0.910 Epoch 2 Batch 289/538 - Train Accuracy: 0.554, Validation Accuracy: 0.563, Loss: 0.824 Epoch 2 Batch 290/538 - Train Accuracy: 0.510, Validation Accuracy: 0.574, Loss: 0.887 Epoch 2 Batch 291/538 - Train Accuracy: 0.523, Validation Accuracy: 0.574, Loss: 0.860 Epoch 2 Batch 292/538 - Train Accuracy: 0.538, Validation Accuracy: 0.565, Loss: 0.833 Epoch 2 Batch 293/538 - Train Accuracy: 0.523, Validation Accuracy: 0.560, Loss: 0.841 Epoch 2 Batch 294/538 - Train Accuracy: 0.498, Validation Accuracy: 0.558, Loss: 0.927 Epoch 2 Batch 295/538 - Train Accuracy: 0.571, Validation Accuracy: 0.562, Loss: 0.807 Epoch 2 Batch 296/538 - Train Accuracy: 0.558, Validation Accuracy: 0.570, Loss: 0.855 Epoch 2 Batch 297/538 - Train Accuracy: 0.504, Validation Accuracy: 0.557, Loss: 0.908 Epoch 2 Batch 298/538 - Train Accuracy: 0.527, Validation Accuracy: 0.564, Loss: 0.868 Epoch 2 Batch 299/538 - Train Accuracy: 0.529, Validation Accuracy: 0.560, Loss: 0.885 Epoch 2 Batch 300/538 - Train Accuracy: 0.557, Validation Accuracy: 0.562, Loss: 0.840 Epoch 2 Batch 301/538 - Train Accuracy: 0.507, Validation Accuracy: 0.562, Loss: 0.876 Epoch 2 Batch 302/538 - Train Accuracy: 0.566, Validation Accuracy: 0.563, Loss: 0.836 Epoch 2 Batch 303/538 - Train Accuracy: 0.600, Validation Accuracy: 0.573, Loss: 0.829 Epoch 2 Batch 304/538 - Train Accuracy: 0.541, Validation Accuracy: 0.572, Loss: 0.881 Epoch 2 Batch 305/538 - Train Accuracy: 0.532, Validation Accuracy: 0.569, Loss: 0.847 Epoch 2 Batch 306/538 - Train Accuracy: 0.542, Validation Accuracy: 0.564, Loss: 0.865 Epoch 2 Batch 307/538 - Train Accuracy: 0.544, Validation Accuracy: 0.564, Loss: 0.858 Epoch 2 Batch 308/538 - Train Accuracy: 0.539, Validation Accuracy: 0.569, Loss: 0.854 Epoch 2 Batch 309/538 - Train Accuracy: 0.523, Validation Accuracy: 0.577, Loss: 0.873 Epoch 2 Batch 310/538 - Train Accuracy: 0.536, Validation Accuracy: 0.569, Loss: 0.871 Epoch 2 Batch 311/538 - Train Accuracy: 0.548, Validation Accuracy: 0.563, Loss: 0.843 Epoch 2 Batch 312/538 - Train Accuracy: 0.588, Validation Accuracy: 0.564, Loss: 0.802 Epoch 2 Batch 313/538 - Train Accuracy: 0.521, Validation Accuracy: 0.562, Loss: 0.892 Epoch 2 Batch 314/538 - Train Accuracy: 0.531, Validation Accuracy: 0.561, Loss: 0.869 Epoch 2 Batch 315/538 - Train Accuracy: 0.529, Validation Accuracy: 0.570, Loss: 0.853 Epoch 2 Batch 316/538 - Train Accuracy: 0.533, Validation Accuracy: 0.560, Loss: 0.836 Epoch 2 Batch 317/538 - Train Accuracy: 0.531, Validation Accuracy: 0.559, Loss: 0.869 Epoch 2 Batch 318/538 - Train Accuracy: 0.543, Validation Accuracy: 0.560, Loss: 0.860 Epoch 2 Batch 319/538 - Train Accuracy: 0.544, Validation Accuracy: 0.562, Loss: 0.853 Epoch 2 Batch 320/538 - Train Accuracy: 0.539, Validation Accuracy: 0.565, Loss: 0.844 Epoch 2 Batch 321/538 - Train Accuracy: 0.535, Validation Accuracy: 0.568, Loss: 0.824 Epoch 2 Batch 322/538 - Train Accuracy: 0.541, Validation Accuracy: 0.572, Loss: 0.865 Epoch 2 Batch 323/538 - Train Accuracy: 0.531, Validation Accuracy: 0.575, Loss: 0.846 Epoch 2 Batch 324/538 - Train Accuracy: 0.517, Validation Accuracy: 0.571, Loss: 0.907 Epoch 2 Batch 325/538 - Train Accuracy: 0.544, Validation Accuracy: 0.573, Loss: 0.860 Epoch 2 Batch 326/538 - Train Accuracy: 0.549, Validation Accuracy: 0.574, Loss: 0.879 Epoch 2 Batch 327/538 - Train Accuracy: 0.528, Validation Accuracy: 0.558, Loss: 0.889 Epoch 2 Batch 328/538 - Train Accuracy: 0.540, Validation Accuracy: 0.562, Loss: 0.833 Epoch 2 Batch 329/538 - Train Accuracy: 0.566, Validation Accuracy: 0.575, Loss: 0.848 Epoch 2 Batch 330/538 - Train Accuracy: 0.549, Validation Accuracy: 0.577, Loss: 0.821 Epoch 2 Batch 331/538 - Train Accuracy: 0.512, Validation Accuracy: 0.577, Loss: 0.837 Epoch 2 Batch 332/538 - Train Accuracy: 0.515, Validation Accuracy: 0.573, Loss: 0.883 Epoch 2 Batch 333/538 - Train Accuracy: 0.545, Validation Accuracy: 0.573, Loss: 0.829 Epoch 2 Batch 334/538 - Train Accuracy: 0.562, Validation Accuracy: 0.563, Loss: 0.788 Epoch 2 Batch 335/538 - Train Accuracy: 0.514, Validation Accuracy: 0.545, Loss: 0.845 Epoch 2 Batch 336/538 - Train Accuracy: 0.535, Validation Accuracy: 0.546, Loss: 0.850 Epoch 2 Batch 337/538 - Train Accuracy: 0.545, Validation Accuracy: 0.571, Loss: 0.846 Epoch 2 Batch 338/538 - Train Accuracy: 0.528, Validation Accuracy: 0.579, Loss: 0.865 Epoch 2 Batch 339/538 - Train Accuracy: 0.556, Validation Accuracy: 0.579, Loss: 0.833 Epoch 2 Batch 340/538 - Train Accuracy: 0.522, Validation Accuracy: 0.579, Loss: 0.885 Epoch 2 Batch 341/538 - Train Accuracy: 0.520, Validation Accuracy: 0.582, Loss: 0.857 Epoch 2 Batch 342/538 - Train Accuracy: 0.544, Validation Accuracy: 0.581, Loss: 0.835 Epoch 2 Batch 343/538 - Train Accuracy: 0.556, Validation Accuracy: 0.586, Loss: 0.885 Epoch 2 Batch 344/538 - Train Accuracy: 0.528, Validation Accuracy: 0.582, Loss: 0.863 Epoch 2 Batch 345/538 - Train Accuracy: 0.537, Validation Accuracy: 0.577, Loss: 0.833 Epoch 2 Batch 346/538 - Train Accuracy: 0.538, Validation Accuracy: 0.574, Loss: 0.859 Epoch 2 Batch 347/538 - Train Accuracy: 0.548, Validation Accuracy: 0.578, Loss: 0.862 Epoch 2 Batch 348/538 - Train Accuracy: 0.527, Validation Accuracy: 0.578, Loss: 0.823 Epoch 2 Batch 349/538 - Train Accuracy: 0.514, Validation Accuracy: 0.575, Loss: 0.855 Epoch 2 Batch 350/538 - Train Accuracy: 0.551, Validation Accuracy: 0.574, Loss: 0.880 Epoch 2 Batch 351/538 - Train Accuracy: 0.514, Validation Accuracy: 0.575, Loss: 0.899 Epoch 2 Batch 352/538 - Train Accuracy: 0.549, Validation Accuracy: 0.574, Loss: 0.844 Epoch 2 Batch 353/538 - Train Accuracy: 0.535, Validation Accuracy: 0.582, Loss: 0.878 Epoch 2 Batch 354/538 - Train Accuracy: 0.528, Validation Accuracy: 0.577, Loss: 0.888 Epoch 2 Batch 355/538 - Train Accuracy: 0.533, Validation Accuracy: 0.570, Loss: 0.907 Epoch 2 Batch 356/538 - Train Accuracy: 0.549, Validation Accuracy: 0.569, Loss: 0.819 Epoch 2 Batch 357/538 - Train Accuracy: 0.538, Validation Accuracy: 0.572, Loss: 0.859 Epoch 2 Batch 358/538 - Train Accuracy: 0.489, Validation Accuracy: 0.560, Loss: 0.864 Epoch 2 Batch 359/538 - Train Accuracy: 0.548, Validation Accuracy: 0.572, Loss: 0.834 Epoch 2 Batch 360/538 - Train Accuracy: 0.533, Validation Accuracy: 0.578, Loss: 0.884 Epoch 2 Batch 361/538 - Train Accuracy: 0.560, Validation Accuracy: 0.576, Loss: 0.838 Epoch 2 Batch 362/538 - Train Accuracy: 0.555, Validation Accuracy: 0.570, Loss: 0.817 Epoch 2 Batch 363/538 - Train Accuracy: 0.554, Validation Accuracy: 0.571, Loss: 0.820 Epoch 2 Batch 364/538 - Train Accuracy: 0.521, Validation Accuracy: 0.570, Loss: 0.888 Epoch 2 Batch 365/538 - Train Accuracy: 0.538, Validation Accuracy: 0.579, Loss: 0.854 Epoch 2 Batch 366/538 - Train Accuracy: 0.554, Validation Accuracy: 0.581, Loss: 0.872 Epoch 2 Batch 367/538 - Train Accuracy: 0.540, Validation Accuracy: 0.584, Loss: 0.838 Epoch 2 Batch 368/538 - Train Accuracy: 0.618, Validation Accuracy: 0.581, Loss: 0.747 Epoch 2 Batch 369/538 - Train Accuracy: 0.537, Validation Accuracy: 0.578, Loss: 0.859 Epoch 2 Batch 370/538 - Train Accuracy: 0.531, Validation Accuracy: 0.574, Loss: 0.872 Epoch 2 Batch 371/538 - Train Accuracy: 0.547, Validation Accuracy: 0.574, Loss: 0.837 Epoch 2 Batch 372/538 - Train Accuracy: 0.553, Validation Accuracy: 0.578, Loss: 0.844 Epoch 2 Batch 373/538 - Train Accuracy: 0.535, Validation Accuracy: 0.578, Loss: 0.831 Epoch 2 Batch 374/538 - Train Accuracy: 0.521, Validation Accuracy: 0.586, Loss: 0.864 Epoch 2 Batch 375/538 - Train Accuracy: 0.555, Validation Accuracy: 0.585, Loss: 0.802 Epoch 2 Batch 376/538 - Train Accuracy: 0.546, Validation Accuracy: 0.586, Loss: 0.857 Epoch 2 Batch 377/538 - Train Accuracy: 0.550, Validation Accuracy: 0.586, Loss: 0.830 Epoch 2 Batch 378/538 - Train Accuracy: 0.558, Validation Accuracy: 0.589, Loss: 0.816 Epoch 2 Batch 379/538 - Train Accuracy: 0.570, Validation Accuracy: 0.588, Loss: 0.815 Epoch 2 Batch 380/538 - Train Accuracy: 0.540, Validation Accuracy: 0.585, Loss: 0.841 Epoch 2 Batch 381/538 - Train Accuracy: 0.550, Validation Accuracy: 0.587, Loss: 0.811 Epoch 2 Batch 382/538 - Train Accuracy: 0.537, Validation Accuracy: 0.587, Loss: 0.854 Epoch 2 Batch 383/538 - Train Accuracy: 0.544, Validation Accuracy: 0.589, Loss: 0.841 Epoch 2 Batch 384/538 - Train Accuracy: 0.555, Validation Accuracy: 0.584, Loss: 0.821 Epoch 2 Batch 385/538 - Train Accuracy: 0.565, Validation Accuracy: 0.576, Loss: 0.823 Epoch 2 Batch 386/538 - Train Accuracy: 0.546, Validation Accuracy: 0.573, Loss: 0.861 Epoch 2 Batch 387/538 - Train Accuracy: 0.535, Validation Accuracy: 0.575, Loss: 0.858 Epoch 2 Batch 388/538 - Train Accuracy: 0.556, Validation Accuracy: 0.572, Loss: 0.828 Epoch 2 Batch 389/538 - Train Accuracy: 0.542, Validation Accuracy: 0.578, Loss: 0.881 Epoch 2 Batch 390/538 - Train Accuracy: 0.570, Validation Accuracy: 0.575, Loss: 0.823 Epoch 2 Batch 391/538 - Train Accuracy: 0.549, Validation Accuracy: 0.570, Loss: 0.837 Epoch 2 Batch 392/538 - Train Accuracy: 0.526, Validation Accuracy: 0.575, Loss: 0.815 Epoch 2 Batch 393/538 - Train Accuracy: 0.562, Validation Accuracy: 0.576, Loss: 0.796 Epoch 2 Batch 394/538 - Train Accuracy: 0.498, Validation Accuracy: 0.578, Loss: 0.871 Epoch 2 Batch 395/538 - Train Accuracy: 0.538, Validation Accuracy: 0.580, Loss: 0.872 Epoch 2 Batch 396/538 - Train Accuracy: 0.534, Validation Accuracy: 0.581, Loss: 0.830 Epoch 2 Batch 397/538 - Train Accuracy: 0.527, Validation Accuracy: 0.581, Loss: 0.881 Epoch 2 Batch 398/538 - Train Accuracy: 0.526, Validation Accuracy: 0.577, Loss: 0.859 Epoch 2 Batch 399/538 - Train Accuracy: 0.521, Validation Accuracy: 0.573, Loss: 0.868 Epoch 2 Batch 400/538 - Train Accuracy: 0.531, Validation Accuracy: 0.581, Loss: 0.828 Epoch 2 Batch 401/538 - Train Accuracy: 0.526, Validation Accuracy: 0.584, Loss: 0.870 Epoch 2 Batch 402/538 - Train Accuracy: 0.550, Validation Accuracy: 0.589, Loss: 0.840 Epoch 2 Batch 403/538 - Train Accuracy: 0.529, Validation Accuracy: 0.586, Loss: 0.857 Epoch 2 Batch 404/538 - Train Accuracy: 0.551, Validation Accuracy: 0.585, Loss: 0.817 Epoch 2 Batch 405/538 - Train Accuracy: 0.559, Validation Accuracy: 0.585, Loss: 0.825 Epoch 2 Batch 406/538 - Train Accuracy: 0.549, Validation Accuracy: 0.588, Loss: 0.819 Epoch 2 Batch 407/538 - Train Accuracy: 0.552, Validation Accuracy: 0.588, Loss: 0.836 Epoch 2 Batch 408/538 - Train Accuracy: 0.489, Validation Accuracy: 0.586, Loss: 0.893 Epoch 2 Batch 409/538 - Train Accuracy: 0.527, Validation Accuracy: 0.585, Loss: 0.854 Epoch 2 Batch 410/538 - Train Accuracy: 0.548, Validation Accuracy: 0.594, Loss: 0.829 Epoch 2 Batch 411/538 - Train Accuracy: 0.537, Validation Accuracy: 0.594, Loss: 0.821 Epoch 2 Batch 412/538 - Train Accuracy: 0.562, Validation Accuracy: 0.589, Loss: 0.805 Epoch 2 Batch 413/538 - Train Accuracy: 0.529, Validation Accuracy: 0.575, Loss: 0.856 Epoch 2 Batch 414/538 - Train Accuracy: 0.526, Validation Accuracy: 0.578, Loss: 0.866 Epoch 2 Batch 415/538 - Train Accuracy: 0.530, Validation Accuracy: 0.583, Loss: 0.852 Epoch 2 Batch 416/538 - Train Accuracy: 0.569, Validation Accuracy: 0.586, Loss: 0.782 Epoch 2 Batch 417/538 - Train Accuracy: 0.540, Validation Accuracy: 0.592, Loss: 0.843 Epoch 2 Batch 418/538 - Train Accuracy: 0.538, Validation Accuracy: 0.589, Loss: 0.868 Epoch 2 Batch 419/538 - Train Accuracy: 0.544, Validation Accuracy: 0.593, Loss: 0.830 Epoch 2 Batch 420/538 - Train Accuracy: 0.539, Validation Accuracy: 0.586, Loss: 0.830 Epoch 2 Batch 421/538 - Train Accuracy: 0.548, Validation Accuracy: 0.578, Loss: 0.810 Epoch 2 Batch 422/538 - Train Accuracy: 0.541, Validation Accuracy: 0.578, Loss: 0.827 Epoch 2 Batch 423/538 - Train Accuracy: 0.545, Validation Accuracy: 0.580, Loss: 0.848 Epoch 2 Batch 424/538 - Train Accuracy: 0.568, Validation Accuracy: 0.583, Loss: 0.827 Epoch 2 Batch 425/538 - Train Accuracy: 0.559, Validation Accuracy: 0.587, Loss: 0.814 Epoch 2 Batch 426/538 - Train Accuracy: 0.572, Validation Accuracy: 0.590, Loss: 0.817 Epoch 2 Batch 427/538 - Train Accuracy: 0.536, Validation Accuracy: 0.588, Loss: 0.842 Epoch 2 Batch 428/538 - Train Accuracy: 0.576, Validation Accuracy: 0.592, Loss: 0.799 Epoch 2 Batch 429/538 - Train Accuracy: 0.567, Validation Accuracy: 0.590, Loss: 0.818 Epoch 2 Batch 430/538 - Train Accuracy: 0.538, Validation Accuracy: 0.589, Loss: 0.829 Epoch 2 Batch 431/538 - Train Accuracy: 0.556, Validation Accuracy: 0.587, Loss: 0.821 Epoch 2 Batch 432/538 - Train Accuracy: 0.579, Validation Accuracy: 0.586, Loss: 0.774 Epoch 2 Batch 433/538 - Train Accuracy: 0.531, Validation Accuracy: 0.583, Loss: 0.873 Epoch 2 Batch 434/538 - Train Accuracy: 0.538, Validation Accuracy: 0.583, Loss: 0.858 Epoch 2 Batch 435/538 - Train Accuracy: 0.535, Validation Accuracy: 0.585, Loss: 0.825 Epoch 2 Batch 436/538 - Train Accuracy: 0.534, Validation Accuracy: 0.577, Loss: 0.837 Epoch 2 Batch 437/538 - Train Accuracy: 0.539, Validation Accuracy: 0.589, Loss: 0.862 Epoch 2 Batch 438/538 - Train Accuracy: 0.571, Validation Accuracy: 0.591, Loss: 0.811 Epoch 2 Batch 439/538 - Train Accuracy: 0.568, Validation Accuracy: 0.588, Loss: 0.804 Epoch 2 Batch 440/538 - Train Accuracy: 0.544, Validation Accuracy: 0.593, Loss: 0.866 Epoch 2 Batch 441/538 - Train Accuracy: 0.539, Validation Accuracy: 0.586, Loss: 0.854 Epoch 2 Batch 442/538 - Train Accuracy: 0.570, Validation Accuracy: 0.588, Loss: 0.752 Epoch 2 Batch 443/538 - Train Accuracy: 0.569, Validation Accuracy: 0.591, Loss: 0.817 Epoch 2 Batch 444/538 - Train Accuracy: 0.601, Validation Accuracy: 0.590, Loss: 0.770 Epoch 2 Batch 445/538 - Train Accuracy: 0.555, Validation Accuracy: 0.588, Loss: 0.814 Epoch 2 Batch 446/538 - Train Accuracy: 0.585, Validation Accuracy: 0.586, Loss: 0.784 Epoch 2 Batch 447/538 - Train Accuracy: 0.516, Validation Accuracy: 0.595, Loss: 0.841 Epoch 2 Batch 448/538 - Train Accuracy: 0.584, Validation Accuracy: 0.589, Loss: 0.776 Epoch 2 Batch 449/538 - Train Accuracy: 0.557, Validation Accuracy: 0.593, Loss: 0.848 Epoch 2 Batch 450/538 - Train Accuracy: 0.590, Validation Accuracy: 0.590, Loss: 0.826 Epoch 2 Batch 451/538 - Train Accuracy: 0.543, Validation Accuracy: 0.595, Loss: 0.829 Epoch 2 Batch 452/538 - Train Accuracy: 0.551, Validation Accuracy: 0.588, Loss: 0.820 Epoch 2 Batch 453/538 - Train Accuracy: 0.526, Validation Accuracy: 0.588, Loss: 0.826 Epoch 2 Batch 454/538 - Train Accuracy: 0.555, Validation Accuracy: 0.584, Loss: 0.802 Epoch 2 Batch 455/538 - Train Accuracy: 0.592, Validation Accuracy: 0.587, Loss: 0.760 Epoch 2 Batch 456/538 - Train Accuracy: 0.638, Validation Accuracy: 0.585, Loss: 0.733 Epoch 2 Batch 457/538 - Train Accuracy: 0.546, Validation Accuracy: 0.589, Loss: 0.839 Epoch 2 Batch 458/538 - Train Accuracy: 0.571, Validation Accuracy: 0.596, Loss: 0.794 Epoch 2 Batch 459/538 - Train Accuracy: 0.575, Validation Accuracy: 0.600, Loss: 0.816 Epoch 2 Batch 460/538 - Train Accuracy: 0.568, Validation Accuracy: 0.606, Loss: 0.813 Epoch 2 Batch 461/538 - Train Accuracy: 0.531, Validation Accuracy: 0.604, Loss: 0.881 Epoch 2 Batch 462/538 - Train Accuracy: 0.583, Validation Accuracy: 0.600, Loss: 0.815 Epoch 2 Batch 463/538 - Train Accuracy: 0.545, Validation Accuracy: 0.599, Loss: 0.844 Epoch 2 Batch 464/538 - Train Accuracy: 0.560, Validation Accuracy: 0.599, Loss: 0.858 Epoch 2 Batch 465/538 - Train Accuracy: 0.548, Validation Accuracy: 0.603, Loss: 0.837 Epoch 2 Batch 466/538 - Train Accuracy: 0.543, Validation Accuracy: 0.603, Loss: 0.850 Epoch 2 Batch 467/538 - Train Accuracy: 0.582, Validation Accuracy: 0.598, Loss: 0.798 Epoch 2 Batch 468/538 - Train Accuracy: 0.576, Validation Accuracy: 0.602, Loss: 0.844 Epoch 2 Batch 469/538 - Train Accuracy: 0.558, Validation Accuracy: 0.598, Loss: 0.848 Epoch 2 Batch 470/538 - Train Accuracy: 0.570, Validation Accuracy: 0.602, Loss: 0.799 Epoch 2 Batch 471/538 - Train Accuracy: 0.571, Validation Accuracy: 0.590, Loss: 0.813 Epoch 2 Batch 472/538 - Train Accuracy: 0.569, Validation Accuracy: 0.586, Loss: 0.801 Epoch 2 Batch 473/538 - Train Accuracy: 0.535, Validation Accuracy: 0.587, Loss: 0.834 Epoch 2 Batch 474/538 - Train Accuracy: 0.587, Validation Accuracy: 0.589, Loss: 0.779 Epoch 2 Batch 475/538 - Train Accuracy: 0.562, Validation Accuracy: 0.590, Loss: 0.799 Epoch 2 Batch 476/538 - Train Accuracy: 0.549, Validation Accuracy: 0.590, Loss: 0.832 Epoch 2 Batch 477/538 - Train Accuracy: 0.579, Validation Accuracy: 0.592, Loss: 0.824 Epoch 2 Batch 478/538 - Train Accuracy: 0.592, Validation Accuracy: 0.596, Loss: 0.782 Epoch 2 Batch 479/538 - Train Accuracy: 0.590, Validation Accuracy: 0.596, Loss: 0.769 Epoch 2 Batch 480/538 - Train Accuracy: 0.585, Validation Accuracy: 0.591, Loss: 0.791 Epoch 2 Batch 481/538 - Train Accuracy: 0.570, Validation Accuracy: 0.589, Loss: 0.801 Epoch 2 Batch 482/538 - Train Accuracy: 0.591, Validation Accuracy: 0.591, Loss: 0.731 Epoch 2 Batch 483/538 - Train Accuracy: 0.553, Validation Accuracy: 0.589, Loss: 0.824 Epoch 2 Batch 484/538 - Train Accuracy: 0.602, Validation Accuracy: 0.586, Loss: 0.822 Epoch 2 Batch 485/538 - Train Accuracy: 0.559, Validation Accuracy: 0.588, Loss: 0.787 Epoch 2 Batch 486/538 - Train Accuracy: 0.557, Validation Accuracy: 0.589, Loss: 0.780 Epoch 2 Batch 487/538 - Train Accuracy: 0.578, Validation Accuracy: 0.590, Loss: 0.770 Epoch 2 Batch 488/538 - Train Accuracy: 0.594, Validation Accuracy: 0.595, Loss: 0.799 Epoch 2 Batch 489/538 - Train Accuracy: 0.561, Validation Accuracy: 0.595, Loss: 0.825 Epoch 2 Batch 490/538 - Train Accuracy: 0.566, Validation Accuracy: 0.598, Loss: 0.790 Epoch 2 Batch 491/538 - Train Accuracy: 0.562, Validation Accuracy: 0.605, Loss: 0.839 Epoch 2 Batch 492/538 - Train Accuracy: 0.595, Validation Accuracy: 0.602, Loss: 0.827 Epoch 2 Batch 493/538 - Train Accuracy: 0.559, Validation Accuracy: 0.601, Loss: 0.804 Epoch 2 Batch 494/538 - Train Accuracy: 0.563, Validation Accuracy: 0.605, Loss: 0.833 Epoch 2 Batch 495/538 - Train Accuracy: 0.560, Validation Accuracy: 0.605, Loss: 0.831 Epoch 2 Batch 496/538 - Train Accuracy: 0.590, Validation Accuracy: 0.602, Loss: 0.797 Epoch 2 Batch 497/538 - Train Accuracy: 0.587, Validation Accuracy: 0.598, Loss: 0.785 Epoch 2 Batch 498/538 - Train Accuracy: 0.546, Validation Accuracy: 0.602, Loss: 0.801 Epoch 2 Batch 499/538 - Train Accuracy: 0.610, Validation Accuracy: 0.596, Loss: 0.786 Epoch 2 Batch 500/538 - Train Accuracy: 0.589, Validation Accuracy: 0.594, Loss: 0.750 Epoch 2 Batch 501/538 - Train Accuracy: 0.572, Validation Accuracy: 0.594, Loss: 0.801 Epoch 2 Batch 502/538 - Train Accuracy: 0.532, Validation Accuracy: 0.592, Loss: 0.809 Epoch 2 Batch 503/538 - Train Accuracy: 0.607, Validation Accuracy: 0.602, Loss: 0.777 Epoch 2 Batch 504/538 - Train Accuracy: 0.581, Validation Accuracy: 0.610, Loss: 0.806 Epoch 2 Batch 505/538 - Train Accuracy: 0.576, Validation Accuracy: 0.604, Loss: 0.784 Epoch 2 Batch 506/538 - Train Accuracy: 0.591, Validation Accuracy: 0.599, Loss: 0.784 Epoch 2 Batch 507/538 - Train Accuracy: 0.572, Validation Accuracy: 0.614, Loss: 0.828 Epoch 2 Batch 508/538 - Train Accuracy: 0.600, Validation Accuracy: 0.609, Loss: 0.762 Epoch 2 Batch 509/538 - Train Accuracy: 0.548, Validation Accuracy: 0.603, Loss: 0.808 Epoch 2 Batch 510/538 - Train Accuracy: 0.578, Validation Accuracy: 0.603, Loss: 0.776 Epoch 2 Batch 511/538 - Train Accuracy: 0.597, Validation Accuracy: 0.600, Loss: 0.761 Epoch 2 Batch 512/538 - Train Accuracy: 0.599, Validation Accuracy: 0.597, Loss: 0.766 Epoch 2 Batch 513/538 - Train Accuracy: 0.544, Validation Accuracy: 0.599, Loss: 0.813 Epoch 2 Batch 514/538 - Train Accuracy: 0.562, Validation Accuracy: 0.600, Loss: 0.813 Epoch 2 Batch 515/538 - Train Accuracy: 0.584, Validation Accuracy: 0.598, Loss: 0.795 Epoch 2 Batch 516/538 - Train Accuracy: 0.551, Validation Accuracy: 0.602, Loss: 0.802 Epoch 2 Batch 517/538 - Train Accuracy: 0.570, Validation Accuracy: 0.604, Loss: 0.780 Epoch 2 Batch 518/538 - Train Accuracy: 0.567, Validation Accuracy: 0.601, Loss: 0.818 Epoch 2 Batch 519/538 - Train Accuracy: 0.620, Validation Accuracy: 0.601, Loss: 0.773 Epoch 2 Batch 520/538 - Train Accuracy: 0.579, Validation Accuracy: 0.602, Loss: 0.832 Epoch 2 Batch 521/538 - Train Accuracy: 0.584, Validation Accuracy: 0.605, Loss: 0.828 Epoch 2 Batch 522/538 - Train Accuracy: 0.548, Validation Accuracy: 0.608, Loss: 0.800 Epoch 2 Batch 523/538 - Train Accuracy: 0.558, Validation Accuracy: 0.608, Loss: 0.817 Epoch 2 Batch 524/538 - Train Accuracy: 0.538, Validation Accuracy: 0.606, Loss: 0.841 Epoch 2 Batch 525/538 - Train Accuracy: 0.594, Validation Accuracy: 0.607, Loss: 0.779 Epoch 2 Batch 526/538 - Train Accuracy: 0.559, Validation Accuracy: 0.606, Loss: 0.791 Epoch 2 Batch 527/538 - Train Accuracy: 0.580, Validation Accuracy: 0.605, Loss: 0.794 Epoch 2 Batch 528/538 - Train Accuracy: 0.551, Validation Accuracy: 0.600, Loss: 0.851 Epoch 2 Batch 529/538 - Train Accuracy: 0.565, Validation Accuracy: 0.595, Loss: 0.819 Epoch 2 Batch 530/538 - Train Accuracy: 0.564, Validation Accuracy: 0.594, Loss: 0.832 Epoch 2 Batch 531/538 - Train Accuracy: 0.570, Validation Accuracy: 0.593, Loss: 0.804 Epoch 2 Batch 532/538 - Train Accuracy: 0.552, Validation Accuracy: 0.593, Loss: 0.798 Epoch 2 Batch 533/538 - Train Accuracy: 0.594, Validation Accuracy: 0.595, Loss: 0.801 Epoch 2 Batch 534/538 - Train Accuracy: 0.571, Validation Accuracy: 0.595, Loss: 0.765 Epoch 2 Batch 535/538 - Train Accuracy: 0.590, Validation Accuracy: 0.591, Loss: 0.783 Epoch 2 Batch 536/538 - Train Accuracy: 0.597, Validation Accuracy: 0.594, Loss: 0.794 Epoch 3 Batch 0/538 - Train Accuracy: 0.556, Validation Accuracy: 0.598, Loss: 0.796 Epoch 3 Batch 1/538 - Train Accuracy: 0.573, Validation Accuracy: 0.598, Loss: 0.800 Epoch 3 Batch 2/538 - Train Accuracy: 0.557, Validation Accuracy: 0.594, Loss: 0.818 Epoch 3 Batch 3/538 - Train Accuracy: 0.556, Validation Accuracy: 0.605, Loss: 0.792 Epoch 3 Batch 4/538 - Train Accuracy: 0.593, Validation Accuracy: 0.603, Loss: 0.795 Epoch 3 Batch 5/538 - Train Accuracy: 0.556, Validation Accuracy: 0.604, Loss: 0.805 Epoch 3 Batch 6/538 - Train Accuracy: 0.592, Validation Accuracy: 0.603, Loss: 0.769 Epoch 3 Batch 7/538 - Train Accuracy: 0.584, Validation Accuracy: 0.600, Loss: 0.791 Epoch 3 Batch 8/538 - Train Accuracy: 0.578, Validation Accuracy: 0.596, Loss: 0.803 Epoch 3 Batch 9/538 - Train Accuracy: 0.569, Validation Accuracy: 0.606, Loss: 0.792 Epoch 3 Batch 10/538 - Train Accuracy: 0.542, Validation Accuracy: 0.594, Loss: 0.825 Epoch 3 Batch 11/538 - Train Accuracy: 0.548, Validation Accuracy: 0.598, Loss: 0.805 Epoch 3 Batch 12/538 - Train Accuracy: 0.560, Validation Accuracy: 0.599, Loss: 0.803 Epoch 3 Batch 13/538 - Train Accuracy: 0.597, Validation Accuracy: 0.601, Loss: 0.729 Epoch 3 Batch 14/538 - Train Accuracy: 0.570, Validation Accuracy: 0.608, Loss: 0.781 Epoch 3 Batch 15/538 - Train Accuracy: 0.594, Validation Accuracy: 0.609, Loss: 0.757 Epoch 3 Batch 16/538 - Train Accuracy: 0.592, Validation Accuracy: 0.601, Loss: 0.763 Epoch 3 Batch 17/538 - Train Accuracy: 0.554, Validation Accuracy: 0.598, Loss: 0.801 Epoch 3 Batch 18/538 - Train Accuracy: 0.547, Validation Accuracy: 0.601, Loss: 0.817 Epoch 3 Batch 19/538 - Train Accuracy: 0.565, Validation Accuracy: 0.598, Loss: 0.815 Epoch 3 Batch 20/538 - Train Accuracy: 0.564, Validation Accuracy: 0.598, Loss: 0.790 Epoch 3 Batch 21/538 - Train Accuracy: 0.555, Validation Accuracy: 0.601, Loss: 0.821 Epoch 3 Batch 22/538 - Train Accuracy: 0.574, Validation Accuracy: 0.604, Loss: 0.810 Epoch 3 Batch 23/538 - Train Accuracy: 0.594, Validation Accuracy: 0.600, Loss: 0.805 Epoch 3 Batch 24/538 - Train Accuracy: 0.575, Validation Accuracy: 0.600, Loss: 0.798 Epoch 3 Batch 25/538 - Train Accuracy: 0.551, Validation Accuracy: 0.603, Loss: 0.789 Epoch 3 Batch 26/538 - Train Accuracy: 0.569, Validation Accuracy: 0.603, Loss: 0.817 Epoch 3 Batch 27/538 - Train Accuracy: 0.596, Validation Accuracy: 0.604, Loss: 0.784 Epoch 3 Batch 28/538 - Train Accuracy: 0.608, Validation Accuracy: 0.603, Loss: 0.715 Epoch 3 Batch 29/538 - Train Accuracy: 0.574, Validation Accuracy: 0.602, Loss: 0.764 Epoch 3 Batch 30/538 - Train Accuracy: 0.563, Validation Accuracy: 0.603, Loss: 0.803 Epoch 3 Batch 31/538 - Train Accuracy: 0.570, Validation Accuracy: 0.603, Loss: 0.750 Epoch 3 Batch 32/538 - Train Accuracy: 0.570, Validation Accuracy: 0.602, Loss: 0.754 Epoch 3 Batch 33/538 - Train Accuracy: 0.588, Validation Accuracy: 0.599, Loss: 0.769 Epoch 3 Batch 34/538 - Train Accuracy: 0.582, Validation Accuracy: 0.605, Loss: 0.797 Epoch 3 Batch 35/538 - Train Accuracy: 0.581, Validation Accuracy: 0.611, Loss: 0.801 Epoch 3 Batch 36/538 - Train Accuracy: 0.577, Validation Accuracy: 0.607, Loss: 0.757 Epoch 3 Batch 37/538 - Train Accuracy: 0.595, Validation Accuracy: 0.611, Loss: 0.783 Epoch 3 Batch 38/538 - Train Accuracy: 0.572, Validation Accuracy: 0.609, Loss: 0.794 Epoch 3 Batch 39/538 - Train Accuracy: 0.577, Validation Accuracy: 0.610, Loss: 0.797 Epoch 3 Batch 40/538 - Train Accuracy: 0.627, Validation Accuracy: 0.604, Loss: 0.708 Epoch 3 Batch 41/538 - Train Accuracy: 0.566, Validation Accuracy: 0.602, Loss: 0.793 Epoch 3 Batch 42/538 - Train Accuracy: 0.592, Validation Accuracy: 0.605, Loss: 0.777 Epoch 3 Batch 43/538 - Train Accuracy: 0.602, Validation Accuracy: 0.600, Loss: 0.810 Epoch 3 Batch 44/538 - Train Accuracy: 0.556, Validation Accuracy: 0.603, Loss: 0.811 Epoch 3 Batch 45/538 - Train Accuracy: 0.587, Validation Accuracy: 0.599, Loss: 0.742 Epoch 3 Batch 46/538 - Train Accuracy: 0.567, Validation Accuracy: 0.602, Loss: 0.778 Epoch 3 Batch 47/538 - Train Accuracy: 0.576, Validation Accuracy: 0.606, Loss: 0.773 Epoch 3 Batch 48/538 - Train Accuracy: 0.603, Validation Accuracy: 0.607, Loss: 0.736 Epoch 3 Batch 49/538 - Train Accuracy: 0.580, Validation Accuracy: 0.610, Loss: 0.803 Epoch 3 Batch 50/538 - Train Accuracy: 0.585, Validation Accuracy: 0.611, Loss: 0.768 Epoch 3 Batch 51/538 - Train Accuracy: 0.530, Validation Accuracy: 0.612, Loss: 0.855 Epoch 3 Batch 52/538 - Train Accuracy: 0.570, Validation Accuracy: 0.607, Loss: 0.801 Epoch 3 Batch 53/538 - Train Accuracy: 0.613, Validation Accuracy: 0.607, Loss: 0.729 Epoch 3 Batch 54/538 - Train Accuracy: 0.600, Validation Accuracy: 0.608, Loss: 0.765 Epoch 3 Batch 55/538 - Train Accuracy: 0.567, Validation Accuracy: 0.606, Loss: 0.782 Epoch 3 Batch 56/538 - Train Accuracy: 0.574, Validation Accuracy: 0.610, Loss: 0.759 Epoch 3 Batch 57/538 - Train Accuracy: 0.556, Validation Accuracy: 0.612, Loss: 0.834 Epoch 3 Batch 58/538 - Train Accuracy: 0.550, Validation Accuracy: 0.617, Loss: 0.810 Epoch 3 Batch 59/538 - Train Accuracy: 0.589, Validation Accuracy: 0.615, Loss: 0.787 Epoch 3 Batch 60/538 - Train Accuracy: 0.584, Validation Accuracy: 0.616, Loss: 0.772 Epoch 3 Batch 61/538 - Train Accuracy: 0.578, Validation Accuracy: 0.612, Loss: 0.775 Epoch 3 Batch 62/538 - Train Accuracy: 0.601, Validation Accuracy: 0.618, Loss: 0.763 Epoch 3 Batch 63/538 - Train Accuracy: 0.609, Validation Accuracy: 0.616, Loss: 0.736 Epoch 3 Batch 64/538 - Train Accuracy: 0.591, Validation Accuracy: 0.613, Loss: 0.734 Epoch 3 Batch 65/538 - Train Accuracy: 0.561, Validation Accuracy: 0.612, Loss: 0.808 Epoch 3 Batch 66/538 - Train Accuracy: 0.594, Validation Accuracy: 0.610, Loss: 0.727 Epoch 3 Batch 67/538 - Train Accuracy: 0.573, Validation Accuracy: 0.609, Loss: 0.778 Epoch 3 Batch 68/538 - Train Accuracy: 0.603, Validation Accuracy: 0.611, Loss: 0.725 Epoch 3 Batch 69/538 - Train Accuracy: 0.579, Validation Accuracy: 0.609, Loss: 0.786 Epoch 3 Batch 70/538 - Train Accuracy: 0.615, Validation Accuracy: 0.607, Loss: 0.752 Epoch 3 Batch 71/538 - Train Accuracy: 0.552, Validation Accuracy: 0.610, Loss: 0.803 Epoch 3 Batch 72/538 - Train Accuracy: 0.614, Validation Accuracy: 0.610, Loss: 0.791 Epoch 3 Batch 73/538 - Train Accuracy: 0.563, Validation Accuracy: 0.608, Loss: 0.806 Epoch 3 Batch 74/538 - Train Accuracy: 0.602, Validation Accuracy: 0.610, Loss: 0.740 Epoch 3 Batch 75/538 - Train Accuracy: 0.602, Validation Accuracy: 0.613, Loss: 0.736 Epoch 3 Batch 76/538 - Train Accuracy: 0.593, Validation Accuracy: 0.612, Loss: 0.809 Epoch 3 Batch 77/538 - Train Accuracy: 0.570, Validation Accuracy: 0.614, Loss: 0.781 Epoch 3 Batch 78/538 - Train Accuracy: 0.634, Validation Accuracy: 0.618, Loss: 0.771 Epoch 3 Batch 79/538 - Train Accuracy: 0.608, Validation Accuracy: 0.615, Loss: 0.731 Epoch 3 Batch 80/538 - Train Accuracy: 0.577, Validation Accuracy: 0.618, Loss: 0.805 Epoch 3 Batch 81/538 - Train Accuracy: 0.588, Validation Accuracy: 0.617, Loss: 0.783 Epoch 3 Batch 82/538 - Train Accuracy: 0.571, Validation Accuracy: 0.612, Loss: 0.786 Epoch 3 Batch 83/538 - Train Accuracy: 0.559, Validation Accuracy: 0.609, Loss: 0.795 Epoch 3 Batch 84/538 - Train Accuracy: 0.580, Validation Accuracy: 0.618, Loss: 0.777 Epoch 3 Batch 85/538 - Train Accuracy: 0.612, Validation Accuracy: 0.617, Loss: 0.714 Epoch 3 Batch 86/538 - Train Accuracy: 0.607, Validation Accuracy: 0.619, Loss: 0.782 Epoch 3 Batch 87/538 - Train Accuracy: 0.567, Validation Accuracy: 0.612, Loss: 0.771 Epoch 3 Batch 88/538 - Train Accuracy: 0.591, Validation Accuracy: 0.617, Loss: 0.769 Epoch 3 Batch 89/538 - Train Accuracy: 0.577, Validation Accuracy: 0.611, Loss: 0.768 Epoch 3 Batch 90/538 - Train Accuracy: 0.603, Validation Accuracy: 0.608, Loss: 0.763 Epoch 3 Batch 91/538 - Train Accuracy: 0.587, Validation Accuracy: 0.611, Loss: 0.785 Epoch 3 Batch 92/538 - Train Accuracy: 0.567, Validation Accuracy: 0.615, Loss: 0.780 Epoch 3 Batch 93/538 - Train Accuracy: 0.576, Validation Accuracy: 0.615, Loss: 0.784 Epoch 3 Batch 94/538 - Train Accuracy: 0.596, Validation Accuracy: 0.616, Loss: 0.766 Epoch 3 Batch 95/538 - Train Accuracy: 0.629, Validation Accuracy: 0.622, Loss: 0.704 Epoch 3 Batch 96/538 - Train Accuracy: 0.620, Validation Accuracy: 0.623, Loss: 0.720 Epoch 3 Batch 97/538 - Train Accuracy: 0.565, Validation Accuracy: 0.620, Loss: 0.755 Epoch 3 Batch 98/538 - Train Accuracy: 0.611, Validation Accuracy: 0.619, Loss: 0.708 Epoch 3 Batch 99/538 - Train Accuracy: 0.561, Validation Accuracy: 0.620, Loss: 0.779 Epoch 3 Batch 100/538 - Train Accuracy: 0.565, Validation Accuracy: 0.621, Loss: 0.755 Epoch 3 Batch 101/538 - Train Accuracy: 0.570, Validation Accuracy: 0.617, Loss: 0.781 Epoch 3 Batch 102/538 - Train Accuracy: 0.589, Validation Accuracy: 0.622, Loss: 0.767 Epoch 3 Batch 103/538 - Train Accuracy: 0.567, Validation Accuracy: 0.616, Loss: 0.754 Epoch 3 Batch 104/538 - Train Accuracy: 0.608, Validation Accuracy: 0.619, Loss: 0.748 Epoch 3 Batch 105/538 - Train Accuracy: 0.588, Validation Accuracy: 0.617, Loss: 0.726 Epoch 3 Batch 106/538 - Train Accuracy: 0.585, Validation Accuracy: 0.619, Loss: 0.734 Epoch 3 Batch 107/538 - Train Accuracy: 0.556, Validation Accuracy: 0.621, Loss: 0.777 Epoch 3 Batch 108/538 - Train Accuracy: 0.597, Validation Accuracy: 0.623, Loss: 0.758 Epoch 3 Batch 109/538 - Train Accuracy: 0.610, Validation Accuracy: 0.627, Loss: 0.757 Epoch 3 Batch 110/538 - Train Accuracy: 0.583, Validation Accuracy: 0.627, Loss: 0.783 Epoch 3 Batch 111/538 - Train Accuracy: 0.604, Validation Accuracy: 0.628, Loss: 0.728 Epoch 3 Batch 112/538 - Train Accuracy: 0.589, Validation Accuracy: 0.627, Loss: 0.760 Epoch 3 Batch 113/538 - Train Accuracy: 0.588, Validation Accuracy: 0.629, Loss: 0.781 Epoch 3 Batch 114/538 - Train Accuracy: 0.615, Validation Accuracy: 0.627, Loss: 0.725 Epoch 3 Batch 115/538 - Train Accuracy: 0.605, Validation Accuracy: 0.632, Loss: 0.754 Epoch 3 Batch 116/538 - Train Accuracy: 0.610, Validation Accuracy: 0.631, Loss: 0.765 Epoch 3 Batch 117/538 - Train Accuracy: 0.616, Validation Accuracy: 0.631, Loss: 0.729 Epoch 3 Batch 118/538 - Train Accuracy: 0.610, Validation Accuracy: 0.628, Loss: 0.736 Epoch 3 Batch 119/538 - Train Accuracy: 0.615, Validation Accuracy: 0.632, Loss: 0.708 Epoch 3 Batch 120/538 - Train Accuracy: 0.597, Validation Accuracy: 0.632, Loss: 0.750 Epoch 3 Batch 121/538 - Train Accuracy: 0.614, Validation Accuracy: 0.631, Loss: 0.727 Epoch 3 Batch 122/538 - Train Accuracy: 0.599, Validation Accuracy: 0.637, Loss: 0.728 Epoch 3 Batch 123/538 - Train Accuracy: 0.599, Validation Accuracy: 0.636, Loss: 0.722 Epoch 3 Batch 124/538 - Train Accuracy: 0.590, Validation Accuracy: 0.629, Loss: 0.707 Epoch 3 Batch 125/538 - Train Accuracy: 0.591, Validation Accuracy: 0.626, Loss: 0.734 Epoch 3 Batch 126/538 - Train Accuracy: 0.617, Validation Accuracy: 0.616, Loss: 0.709 Epoch 3 Batch 127/538 - Train Accuracy: 0.546, Validation Accuracy: 0.616, Loss: 0.789 Epoch 3 Batch 128/538 - Train Accuracy: 0.591, Validation Accuracy: 0.622, Loss: 0.736 Epoch 3 Batch 129/538 - Train Accuracy: 0.586, Validation Accuracy: 0.613, Loss: 0.727 Epoch 3 Batch 130/538 - Train Accuracy: 0.585, Validation Accuracy: 0.608, Loss: 0.731 Epoch 3 Batch 131/538 - Train Accuracy: 0.578, Validation Accuracy: 0.609, Loss: 0.770 Epoch 3 Batch 132/538 - Train Accuracy: 0.592, Validation Accuracy: 0.623, Loss: 0.740 Epoch 3 Batch 133/538 - Train Accuracy: 0.607, Validation Accuracy: 0.626, Loss: 0.694 Epoch 3 Batch 134/538 - Train Accuracy: 0.574, Validation Accuracy: 0.630, Loss: 0.782 Epoch 3 Batch 135/538 - Train Accuracy: 0.595, Validation Accuracy: 0.624, Loss: 0.741 Epoch 3 Batch 136/538 - Train Accuracy: 0.598, Validation Accuracy: 0.624, Loss: 0.750 Epoch 3 Batch 137/538 - Train Accuracy: 0.576, Validation Accuracy: 0.624, Loss: 0.739 Epoch 3 Batch 138/538 - Train Accuracy: 0.583, Validation Accuracy: 0.624, Loss: 0.730 Epoch 3 Batch 139/538 - Train Accuracy: 0.590, Validation Accuracy: 0.618, Loss: 0.799 Epoch 3 Batch 140/538 - Train Accuracy: 0.561, Validation Accuracy: 0.618, Loss: 0.799 Epoch 3 Batch 141/538 - Train Accuracy: 0.581, Validation Accuracy: 0.618, Loss: 0.798 Epoch 3 Batch 142/538 - Train Accuracy: 0.635, Validation Accuracy: 0.622, Loss: 0.717 Epoch 3 Batch 143/538 - Train Accuracy: 0.577, Validation Accuracy: 0.612, Loss: 0.760 Epoch 3 Batch 144/538 - Train Accuracy: 0.596, Validation Accuracy: 0.617, Loss: 0.765 Epoch 3 Batch 145/538 - Train Accuracy: 0.604, Validation Accuracy: 0.613, Loss: 0.750 Epoch 3 Batch 146/538 - Train Accuracy: 0.619, Validation Accuracy: 0.621, Loss: 0.720 Epoch 3 Batch 147/538 - Train Accuracy: 0.621, Validation Accuracy: 0.620, Loss: 0.730 Epoch 3 Batch 148/538 - Train Accuracy: 0.550, Validation Accuracy: 0.622, Loss: 0.818 Epoch 3 Batch 149/538 - Train Accuracy: 0.595, Validation Accuracy: 0.624, Loss: 0.750 Epoch 3 Batch 150/538 - Train Accuracy: 0.629, Validation Accuracy: 0.631, Loss: 0.752 Epoch 3 Batch 151/538 - Train Accuracy: 0.597, Validation Accuracy: 0.628, Loss: 0.721 Epoch 3 Batch 152/538 - Train Accuracy: 0.631, Validation Accuracy: 0.621, Loss: 0.724 Epoch 3 Batch 153/538 - Train Accuracy: 0.602, Validation Accuracy: 0.620, Loss: 0.765 Epoch 3 Batch 154/538 - Train Accuracy: 0.627, Validation Accuracy: 0.631, Loss: 0.729 Epoch 3 Batch 155/538 - Train Accuracy: 0.634, Validation Accuracy: 0.629, Loss: 0.728 Epoch 3 Batch 156/538 - Train Accuracy: 0.595, Validation Accuracy: 0.633, Loss: 0.750 Epoch 3 Batch 157/538 - Train Accuracy: 0.602, Validation Accuracy: 0.629, Loss: 0.714 Epoch 3 Batch 158/538 - Train Accuracy: 0.575, Validation Accuracy: 0.623, Loss: 0.755 Epoch 3 Batch 159/538 - Train Accuracy: 0.597, Validation Accuracy: 0.617, Loss: 0.759 Epoch 3 Batch 160/538 - Train Accuracy: 0.602, Validation Accuracy: 0.627, Loss: 0.714 Epoch 3 Batch 161/538 - Train Accuracy: 0.602, Validation Accuracy: 0.634, Loss: 0.737 Epoch 3 Batch 162/538 - Train Accuracy: 0.634, Validation Accuracy: 0.646, Loss: 0.728 Epoch 3 Batch 163/538 - Train Accuracy: 0.620, Validation Accuracy: 0.644, Loss: 0.747 Epoch 3 Batch 164/538 - Train Accuracy: 0.605, Validation Accuracy: 0.638, Loss: 0.769 Epoch 3 Batch 165/538 - Train Accuracy: 0.609, Validation Accuracy: 0.633, Loss: 0.686 Epoch 3 Batch 166/538 - Train Accuracy: 0.608, Validation Accuracy: 0.636, Loss: 0.742 Epoch 3 Batch 167/538 - Train Accuracy: 0.624, Validation Accuracy: 0.639, Loss: 0.720 Epoch 3 Batch 168/538 - Train Accuracy: 0.583, Validation Accuracy: 0.635, Loss: 0.776 Epoch 3 Batch 169/538 - Train Accuracy: 0.586, Validation Accuracy: 0.632, Loss: 0.721 Epoch 3 Batch 170/538 - Train Accuracy: 0.623, Validation Accuracy: 0.629, Loss: 0.725 Epoch 3 Batch 171/538 - Train Accuracy: 0.607, Validation Accuracy: 0.628, Loss: 0.749 Epoch 3 Batch 172/538 - Train Accuracy: 0.612, Validation Accuracy: 0.628, Loss: 0.742 Epoch 3 Batch 173/538 - Train Accuracy: 0.595, Validation Accuracy: 0.636, Loss: 0.707 Epoch 3 Batch 174/538 - Train Accuracy: 0.567, Validation Accuracy: 0.633, Loss: 0.770 Epoch 3 Batch 175/538 - Train Accuracy: 0.594, Validation Accuracy: 0.638, Loss: 0.758 Epoch 3 Batch 176/538 - Train Accuracy: 0.589, Validation Accuracy: 0.634, Loss: 0.771 Epoch 3 Batch 177/538 - Train Accuracy: 0.597, Validation Accuracy: 0.637, Loss: 0.737 Epoch 3 Batch 178/538 - Train Accuracy: 0.628, Validation Accuracy: 0.639, Loss: 0.720 Epoch 3 Batch 179/538 - Train Accuracy: 0.600, Validation Accuracy: 0.644, Loss: 0.757 Epoch 3 Batch 180/538 - Train Accuracy: 0.651, Validation Accuracy: 0.643, Loss: 0.731 Epoch 3 Batch 181/538 - Train Accuracy: 0.588, Validation Accuracy: 0.644, Loss: 0.780 Epoch 3 Batch 182/538 - Train Accuracy: 0.574, Validation Accuracy: 0.642, Loss: 0.757 Epoch 3 Batch 183/538 - Train Accuracy: 0.615, Validation Accuracy: 0.633, Loss: 0.683 Epoch 3 Batch 184/538 - Train Accuracy: 0.610, Validation Accuracy: 0.636, Loss: 0.712 Epoch 3 Batch 185/538 - Train Accuracy: 0.618, Validation Accuracy: 0.641, Loss: 0.713 Epoch 3 Batch 186/538 - Train Accuracy: 0.623, Validation Accuracy: 0.645, Loss: 0.714 Epoch 3 Batch 187/538 - Train Accuracy: 0.627, Validation Accuracy: 0.646, Loss: 0.706 Epoch 3 Batch 188/538 - Train Accuracy: 0.606, Validation Accuracy: 0.642, Loss: 0.735 Epoch 3 Batch 189/538 - Train Accuracy: 0.622, Validation Accuracy: 0.640, Loss: 0.734 Epoch 3 Batch 190/538 - Train Accuracy: 0.606, Validation Accuracy: 0.641, Loss: 0.752 Epoch 3 Batch 191/538 - Train Accuracy: 0.627, Validation Accuracy: 0.646, Loss: 0.716 Epoch 3 Batch 192/538 - Train Accuracy: 0.605, Validation Accuracy: 0.646, Loss: 0.730 Epoch 3 Batch 193/538 - Train Accuracy: 0.614, Validation Accuracy: 0.644, Loss: 0.696 Epoch 3 Batch 194/538 - Train Accuracy: 0.579, Validation Accuracy: 0.633, Loss: 0.749 Epoch 3 Batch 195/538 - Train Accuracy: 0.601, Validation Accuracy: 0.639, Loss: 0.698 Epoch 3 Batch 196/538 - Train Accuracy: 0.615, Validation Accuracy: 0.637, Loss: 0.701 Epoch 3 Batch 197/538 - Train Accuracy: 0.628, Validation Accuracy: 0.641, Loss: 0.702 Epoch 3 Batch 198/538 - Train Accuracy: 0.648, Validation Accuracy: 0.642, Loss: 0.703 Epoch 3 Batch 199/538 - Train Accuracy: 0.607, Validation Accuracy: 0.646, Loss: 0.758 Epoch 3 Batch 200/538 - Train Accuracy: 0.630, Validation Accuracy: 0.645, Loss: 0.709 Epoch 3 Batch 201/538 - Train Accuracy: 0.635, Validation Accuracy: 0.643, Loss: 0.714 Epoch 3 Batch 202/538 - Train Accuracy: 0.626, Validation Accuracy: 0.644, Loss: 0.753 Epoch 3 Batch 203/538 - Train Accuracy: 0.600, Validation Accuracy: 0.645, Loss: 0.769 Epoch 3 Batch 204/538 - Train Accuracy: 0.592, Validation Accuracy: 0.642, Loss: 0.742 Epoch 3 Batch 205/538 - Train Accuracy: 0.630, Validation Accuracy: 0.642, Loss: 0.711 Epoch 3 Batch 206/538 - Train Accuracy: 0.586, Validation Accuracy: 0.638, Loss: 0.745 Epoch 3 Batch 207/538 - Train Accuracy: 0.625, Validation Accuracy: 0.637, Loss: 0.706 Epoch 3 Batch 208/538 - Train Accuracy: 0.596, Validation Accuracy: 0.640, Loss: 0.757 Epoch 3 Batch 209/538 - Train Accuracy: 0.602, Validation Accuracy: 0.640, Loss: 0.747 Epoch 3 Batch 210/538 - Train Accuracy: 0.606, Validation Accuracy: 0.637, Loss: 0.719 Epoch 3 Batch 211/538 - Train Accuracy: 0.581, Validation Accuracy: 0.638, Loss: 0.754 Epoch 3 Batch 212/538 - Train Accuracy: 0.617, Validation Accuracy: 0.643, Loss: 0.723 Epoch 3 Batch 213/538 - Train Accuracy: 0.624, Validation Accuracy: 0.644, Loss: 0.713 Epoch 3 Batch 214/538 - Train Accuracy: 0.614, Validation Accuracy: 0.645, Loss: 0.725 Epoch 3 Batch 215/538 - Train Accuracy: 0.603, Validation Accuracy: 0.644, Loss: 0.741 Epoch 3 Batch 216/538 - Train Accuracy: 0.600, Validation Accuracy: 0.644, Loss: 0.739 Epoch 3 Batch 217/538 - Train Accuracy: 0.645, Validation Accuracy: 0.642, Loss: 0.700 Epoch 3 Batch 218/538 - Train Accuracy: 0.591, Validation Accuracy: 0.642, Loss: 0.742 Epoch 3 Batch 219/538 - Train Accuracy: 0.595, Validation Accuracy: 0.644, Loss: 0.747 Epoch 3 Batch 220/538 - Train Accuracy: 0.598, Validation Accuracy: 0.646, Loss: 0.700 Epoch 3 Batch 221/538 - Train Accuracy: 0.630, Validation Accuracy: 0.646, Loss: 0.712 Epoch 3 Batch 222/538 - Train Accuracy: 0.613, Validation Accuracy: 0.644, Loss: 0.695 Epoch 3 Batch 223/538 - Train Accuracy: 0.604, Validation Accuracy: 0.643, Loss: 0.742 Epoch 3 Batch 224/538 - Train Accuracy: 0.589, Validation Accuracy: 0.645, Loss: 0.746 Epoch 3 Batch 225/538 - Train Accuracy: 0.632, Validation Accuracy: 0.649, Loss: 0.715 Epoch 3 Batch 226/538 - Train Accuracy: 0.630, Validation Accuracy: 0.641, Loss: 0.703 Epoch 3 Batch 227/538 - Train Accuracy: 0.633, Validation Accuracy: 0.641, Loss: 0.678 Epoch 3 Batch 228/538 - Train Accuracy: 0.622, Validation Accuracy: 0.642, Loss: 0.699 Epoch 3 Batch 229/538 - Train Accuracy: 0.623, Validation Accuracy: 0.644, Loss: 0.714 Epoch 3 Batch 230/538 - Train Accuracy: 0.605, Validation Accuracy: 0.642, Loss: 0.736 Epoch 3 Batch 231/538 - Train Accuracy: 0.623, Validation Accuracy: 0.647, Loss: 0.719 Epoch 3 Batch 232/538 - Train Accuracy: 0.627, Validation Accuracy: 0.646, Loss: 0.737 Epoch 3 Batch 233/538 - Train Accuracy: 0.642, Validation Accuracy: 0.646, Loss: 0.710 Epoch 3 Batch 234/538 - Train Accuracy: 0.586, Validation Accuracy: 0.644, Loss: 0.736 Epoch 3 Batch 235/538 - Train Accuracy: 0.628, Validation Accuracy: 0.644, Loss: 0.686 Epoch 3 Batch 236/538 - Train Accuracy: 0.601, Validation Accuracy: 0.646, Loss: 0.747 Epoch 3 Batch 237/538 - Train Accuracy: 0.627, Validation Accuracy: 0.645, Loss: 0.711 Epoch 3 Batch 238/538 - Train Accuracy: 0.658, Validation Accuracy: 0.645, Loss: 0.704 Epoch 3 Batch 239/538 - Train Accuracy: 0.625, Validation Accuracy: 0.646, Loss: 0.731 Epoch 3 Batch 240/538 - Train Accuracy: 0.615, Validation Accuracy: 0.643, Loss: 0.727 Epoch 3 Batch 241/538 - Train Accuracy: 0.591, Validation Accuracy: 0.644, Loss: 0.743 Epoch 3 Batch 242/538 - Train Accuracy: 0.633, Validation Accuracy: 0.639, Loss: 0.707 Epoch 3 Batch 243/538 - Train Accuracy: 0.600, Validation Accuracy: 0.644, Loss: 0.747 Epoch 3 Batch 244/538 - Train Accuracy: 0.614, Validation Accuracy: 0.642, Loss: 0.707 Epoch 3 Batch 245/538 - Train Accuracy: 0.605, Validation Accuracy: 0.643, Loss: 0.738 Epoch 3 Batch 246/538 - Train Accuracy: 0.640, Validation Accuracy: 0.641, Loss: 0.673 Epoch 3 Batch 247/538 - Train Accuracy: 0.618, Validation Accuracy: 0.640, Loss: 0.727 Epoch 3 Batch 248/538 - Train Accuracy: 0.620, Validation Accuracy: 0.642, Loss: 0.738 Epoch 3 Batch 249/538 - Train Accuracy: 0.622, Validation Accuracy: 0.642, Loss: 0.686 Epoch 3 Batch 250/538 - Train Accuracy: 0.608, Validation Accuracy: 0.642, Loss: 0.707 Epoch 3 Batch 251/538 - Train Accuracy: 0.613, Validation Accuracy: 0.643, Loss: 0.738 Epoch 3 Batch 252/538 - Train Accuracy: 0.632, Validation Accuracy: 0.645, Loss: 0.668 Epoch 3 Batch 253/538 - Train Accuracy: 0.622, Validation Accuracy: 0.644, Loss: 0.685 Epoch 3 Batch 254/538 - Train Accuracy: 0.626, Validation Accuracy: 0.645, Loss: 0.728 Epoch 3 Batch 255/538 - Train Accuracy: 0.630, Validation Accuracy: 0.647, Loss: 0.707 Epoch 3 Batch 256/538 - Train Accuracy: 0.604, Validation Accuracy: 0.648, Loss: 0.733 Epoch 3 Batch 257/538 - Train Accuracy: 0.635, Validation Accuracy: 0.643, Loss: 0.688 Epoch 3 Batch 258/538 - Train Accuracy: 0.644, Validation Accuracy: 0.645, Loss: 0.686 Epoch 3 Batch 259/538 - Train Accuracy: 0.633, Validation Accuracy: 0.645, Loss: 0.692 Epoch 3 Batch 260/538 - Train Accuracy: 0.620, Validation Accuracy: 0.647, Loss: 0.709 Epoch 3 Batch 261/538 - Train Accuracy: 0.611, Validation Accuracy: 0.648, Loss: 0.723 Epoch 3 Batch 262/538 - Train Accuracy: 0.612, Validation Accuracy: 0.646, Loss: 0.718 Epoch 3 Batch 263/538 - Train Accuracy: 0.621, Validation Accuracy: 0.643, Loss: 0.708 Epoch 3 Batch 264/538 - Train Accuracy: 0.613, Validation Accuracy: 0.642, Loss: 0.724 Epoch 3 Batch 265/538 - Train Accuracy: 0.581, Validation Accuracy: 0.643, Loss: 0.743 Epoch 3 Batch 266/538 - Train Accuracy: 0.655, Validation Accuracy: 0.643, Loss: 0.706 Epoch 3 Batch 267/538 - Train Accuracy: 0.607, Validation Accuracy: 0.647, Loss: 0.710 Epoch 3 Batch 268/538 - Train Accuracy: 0.631, Validation Accuracy: 0.642, Loss: 0.682 Epoch 3 Batch 269/538 - Train Accuracy: 0.609, Validation Accuracy: 0.641, Loss: 0.706 Epoch 3 Batch 270/538 - Train Accuracy: 0.615, Validation Accuracy: 0.645, Loss: 0.724 Epoch 3 Batch 271/538 - Train Accuracy: 0.622, Validation Accuracy: 0.645, Loss: 0.720 Epoch 3 Batch 272/538 - Train Accuracy: 0.596, Validation Accuracy: 0.644, Loss: 0.748 Epoch 3 Batch 273/538 - Train Accuracy: 0.623, Validation Accuracy: 0.644, Loss: 0.724 Epoch 3 Batch 274/538 - Train Accuracy: 0.590, Validation Accuracy: 0.644, Loss: 0.753 Epoch 3 Batch 275/538 - Train Accuracy: 0.610, Validation Accuracy: 0.644, Loss: 0.740 Epoch 3 Batch 276/538 - Train Accuracy: 0.634, Validation Accuracy: 0.648, Loss: 0.732 Epoch 3 Batch 277/538 - Train Accuracy: 0.605, Validation Accuracy: 0.646, Loss: 0.709 Epoch 3 Batch 278/538 - Train Accuracy: 0.626, Validation Accuracy: 0.647, Loss: 0.712 Epoch 3 Batch 279/538 - Train Accuracy: 0.613, Validation Accuracy: 0.650, Loss: 0.709 Epoch 3 Batch 280/538 - Train Accuracy: 0.644, Validation Accuracy: 0.629, Loss: 0.676 Epoch 3 Batch 281/538 - Train Accuracy: 0.621, Validation Accuracy: 0.642, Loss: 0.747 Epoch 3 Batch 282/538 - Train Accuracy: 0.638, Validation Accuracy: 0.647, Loss: 0.702 Epoch 3 Batch 283/538 - Train Accuracy: 0.622, Validation Accuracy: 0.641, Loss: 0.701 Epoch 3 Batch 284/538 - Train Accuracy: 0.646, Validation Accuracy: 0.644, Loss: 0.719 Epoch 3 Batch 285/538 - Train Accuracy: 0.635, Validation Accuracy: 0.647, Loss: 0.672 Epoch 3 Batch 286/538 - Train Accuracy: 0.604, Validation Accuracy: 0.648, Loss: 0.721 Epoch 3 Batch 287/538 - Train Accuracy: 0.652, Validation Accuracy: 0.642, Loss: 0.698 Epoch 3 Batch 288/538 - Train Accuracy: 0.586, Validation Accuracy: 0.644, Loss: 0.736 Epoch 3 Batch 289/538 - Train Accuracy: 0.649, Validation Accuracy: 0.642, Loss: 0.661 Epoch 3 Batch 290/538 - Train Accuracy: 0.604, Validation Accuracy: 0.642, Loss: 0.714 Epoch 3 Batch 291/538 - Train Accuracy: 0.614, Validation Accuracy: 0.642, Loss: 0.695 Epoch 3 Batch 292/538 - Train Accuracy: 0.645, Validation Accuracy: 0.640, Loss: 0.676 Epoch 3 Batch 293/538 - Train Accuracy: 0.614, Validation Accuracy: 0.637, Loss: 0.696 Epoch 3 Batch 294/538 - Train Accuracy: 0.599, Validation Accuracy: 0.638, Loss: 0.747 Epoch 3 Batch 295/538 - Train Accuracy: 0.646, Validation Accuracy: 0.648, Loss: 0.659 Epoch 3 Batch 296/538 - Train Accuracy: 0.632, Validation Accuracy: 0.647, Loss: 0.695 Epoch 3 Batch 297/538 - Train Accuracy: 0.600, Validation Accuracy: 0.648, Loss: 0.736 Epoch 3 Batch 298/538 - Train Accuracy: 0.615, Validation Accuracy: 0.646, Loss: 0.699 Epoch 3 Batch 299/538 - Train Accuracy: 0.626, Validation Accuracy: 0.643, Loss: 0.723 Epoch 3 Batch 300/538 - Train Accuracy: 0.641, Validation Accuracy: 0.646, Loss: 0.689 Epoch 3 Batch 301/538 - Train Accuracy: 0.624, Validation Accuracy: 0.648, Loss: 0.701 Epoch 3 Batch 302/538 - Train Accuracy: 0.653, Validation Accuracy: 0.650, Loss: 0.678 Epoch 3 Batch 303/538 - Train Accuracy: 0.663, Validation Accuracy: 0.649, Loss: 0.676 Epoch 3 Batch 304/538 - Train Accuracy: 0.615, Validation Accuracy: 0.648, Loss: 0.714 Epoch 3 Batch 305/538 - Train Accuracy: 0.621, Validation Accuracy: 0.647, Loss: 0.670 Epoch 3 Batch 306/538 - Train Accuracy: 0.631, Validation Accuracy: 0.648, Loss: 0.706 Epoch 3 Batch 307/538 - Train Accuracy: 0.625, Validation Accuracy: 0.647, Loss: 0.708 Epoch 3 Batch 308/538 - Train Accuracy: 0.628, Validation Accuracy: 0.643, Loss: 0.679 Epoch 3 Batch 309/538 - Train Accuracy: 0.612, Validation Accuracy: 0.642, Loss: 0.700 Epoch 3 Batch 310/538 - Train Accuracy: 0.628, Validation Accuracy: 0.647, Loss: 0.710 Epoch 3 Batch 311/538 - Train Accuracy: 0.635, Validation Accuracy: 0.647, Loss: 0.667 Epoch 3 Batch 312/538 - Train Accuracy: 0.674, Validation Accuracy: 0.647, Loss: 0.656 Epoch 3 Batch 313/538 - Train Accuracy: 0.629, Validation Accuracy: 0.650, Loss: 0.726 Epoch 3 Batch 314/538 - Train Accuracy: 0.625, Validation Accuracy: 0.649, Loss: 0.709 Epoch 3 Batch 315/538 - Train Accuracy: 0.607, Validation Accuracy: 0.646, Loss: 0.689 Epoch 3 Batch 316/538 - Train Accuracy: 0.629, Validation Accuracy: 0.648, Loss: 0.687 Epoch 3 Batch 317/538 - Train Accuracy: 0.635, Validation Accuracy: 0.648, Loss: 0.706 Epoch 3 Batch 318/538 - Train Accuracy: 0.611, Validation Accuracy: 0.646, Loss: 0.702 Epoch 3 Batch 319/538 - Train Accuracy: 0.629, Validation Accuracy: 0.646, Loss: 0.680 Epoch 3 Batch 320/538 - Train Accuracy: 0.640, Validation Accuracy: 0.646, Loss: 0.685 Epoch 3 Batch 321/538 - Train Accuracy: 0.623, Validation Accuracy: 0.645, Loss: 0.666 Epoch 3 Batch 322/538 - Train Accuracy: 0.642, Validation Accuracy: 0.648, Loss: 0.689 Epoch 3 Batch 323/538 - Train Accuracy: 0.629, Validation Accuracy: 0.647, Loss: 0.684 Epoch 3 Batch 324/538 - Train Accuracy: 0.603, Validation Accuracy: 0.644, Loss: 0.721 Epoch 3 Batch 325/538 - Train Accuracy: 0.624, Validation Accuracy: 0.645, Loss: 0.683 Epoch 3 Batch 326/538 - Train Accuracy: 0.625, Validation Accuracy: 0.646, Loss: 0.704 Epoch 3 Batch 327/538 - Train Accuracy: 0.614, Validation Accuracy: 0.649, Loss: 0.710 Epoch 3 Batch 328/538 - Train Accuracy: 0.651, Validation Accuracy: 0.651, Loss: 0.669 Epoch 3 Batch 329/538 - Train Accuracy: 0.641, Validation Accuracy: 0.650, Loss: 0.683 Epoch 3 Batch 330/538 - Train Accuracy: 0.636, Validation Accuracy: 0.649, Loss: 0.667 Epoch 3 Batch 331/538 - Train Accuracy: 0.614, Validation Accuracy: 0.649, Loss: 0.673 Epoch 3 Batch 332/538 - Train Accuracy: 0.617, Validation Accuracy: 0.650, Loss: 0.720 Epoch 3 Batch 333/538 - Train Accuracy: 0.627, Validation Accuracy: 0.650, Loss: 0.667 Epoch 3 Batch 334/538 - Train Accuracy: 0.656, Validation Accuracy: 0.650, Loss: 0.646 Epoch 3 Batch 335/538 - Train Accuracy: 0.633, Validation Accuracy: 0.649, Loss: 0.681 Epoch 3 Batch 336/538 - Train Accuracy: 0.637, Validation Accuracy: 0.647, Loss: 0.667 Epoch 3 Batch 337/538 - Train Accuracy: 0.634, Validation Accuracy: 0.648, Loss: 0.682 Epoch 3 Batch 338/538 - Train Accuracy: 0.619, Validation Accuracy: 0.646, Loss: 0.697 Epoch 3 Batch 339/538 - Train Accuracy: 0.628, Validation Accuracy: 0.643, Loss: 0.679 Epoch 3 Batch 340/538 - Train Accuracy: 0.609, Validation Accuracy: 0.647, Loss: 0.725 Epoch 3 Batch 341/538 - Train Accuracy: 0.625, Validation Accuracy: 0.650, Loss: 0.703 Epoch 3 Batch 342/538 - Train Accuracy: 0.629, Validation Accuracy: 0.649, Loss: 0.671 Epoch 3 Batch 343/538 - Train Accuracy: 0.639, Validation Accuracy: 0.647, Loss: 0.718 Epoch 3 Batch 344/538 - Train Accuracy: 0.615, Validation Accuracy: 0.644, Loss: 0.701 Epoch 3 Batch 345/538 - Train Accuracy: 0.648, Validation Accuracy: 0.647, Loss: 0.675 Epoch 3 Batch 346/538 - Train Accuracy: 0.617, Validation Accuracy: 0.648, Loss: 0.698 Epoch 3 Batch 347/538 - Train Accuracy: 0.628, Validation Accuracy: 0.648, Loss: 0.693 Epoch 3 Batch 348/538 - Train Accuracy: 0.629, Validation Accuracy: 0.649, Loss: 0.663 Epoch 3 Batch 349/538 - Train Accuracy: 0.601, Validation Accuracy: 0.644, Loss: 0.681 Epoch 3 Batch 350/538 - Train Accuracy: 0.623, Validation Accuracy: 0.646, Loss: 0.705 Epoch 3 Batch 351/538 - Train Accuracy: 0.608, Validation Accuracy: 0.648, Loss: 0.732 Epoch 3 Batch 352/538 - Train Accuracy: 0.640, Validation Accuracy: 0.649, Loss: 0.680 Epoch 3 Batch 353/538 - Train Accuracy: 0.644, Validation Accuracy: 0.650, Loss: 0.708 Epoch 3 Batch 354/538 - Train Accuracy: 0.601, Validation Accuracy: 0.649, Loss: 0.716 Epoch 3 Batch 355/538 - Train Accuracy: 0.607, Validation Accuracy: 0.648, Loss: 0.733 Epoch 3 Batch 356/538 - Train Accuracy: 0.635, Validation Accuracy: 0.646, Loss: 0.662 Epoch 3 Batch 357/538 - Train Accuracy: 0.639, Validation Accuracy: 0.647, Loss: 0.693 Epoch 3 Batch 358/538 - Train Accuracy: 0.612, Validation Accuracy: 0.651, Loss: 0.702 Epoch 3 Batch 359/538 - Train Accuracy: 0.638, Validation Accuracy: 0.646, Loss: 0.682 Epoch 3 Batch 360/538 - Train Accuracy: 0.628, Validation Accuracy: 0.649, Loss: 0.698 Epoch 3 Batch 361/538 - Train Accuracy: 0.623, Validation Accuracy: 0.648, Loss: 0.679 Epoch 3 Batch 362/538 - Train Accuracy: 0.643, Validation Accuracy: 0.646, Loss: 0.652 Epoch 3 Batch 363/538 - Train Accuracy: 0.625, Validation Accuracy: 0.644, Loss: 0.671 Epoch 3 Batch 364/538 - Train Accuracy: 0.592, Validation Accuracy: 0.650, Loss: 0.732 Epoch 3 Batch 365/538 - Train Accuracy: 0.632, Validation Accuracy: 0.650, Loss: 0.679 Epoch 3 Batch 366/538 - Train Accuracy: 0.637, Validation Accuracy: 0.648, Loss: 0.698 Epoch 3 Batch 367/538 - Train Accuracy: 0.638, Validation Accuracy: 0.646, Loss: 0.678 Epoch 3 Batch 368/538 - Train Accuracy: 0.685, Validation Accuracy: 0.643, Loss: 0.609 Epoch 3 Batch 369/538 - Train Accuracy: 0.619, Validation Accuracy: 0.644, Loss: 0.691 Epoch 3 Batch 370/538 - Train Accuracy: 0.619, Validation Accuracy: 0.647, Loss: 0.709 Epoch 3 Batch 371/538 - Train Accuracy: 0.620, Validation Accuracy: 0.650, Loss: 0.676 Epoch 3 Batch 372/538 - Train Accuracy: 0.647, Validation Accuracy: 0.648, Loss: 0.686 Epoch 3 Batch 373/538 - Train Accuracy: 0.624, Validation Accuracy: 0.644, Loss: 0.672 Epoch 3 Batch 374/538 - Train Accuracy: 0.605, Validation Accuracy: 0.648, Loss: 0.717 Epoch 3 Batch 375/538 - Train Accuracy: 0.643, Validation Accuracy: 0.646, Loss: 0.650 Epoch 3 Batch 376/538 - Train Accuracy: 0.629, Validation Accuracy: 0.643, Loss: 0.699 Epoch 3 Batch 377/538 - Train Accuracy: 0.629, Validation Accuracy: 0.643, Loss: 0.677 Epoch 3 Batch 378/538 - Train Accuracy: 0.643, Validation Accuracy: 0.646, Loss: 0.658 Epoch 3 Batch 379/538 - Train Accuracy: 0.645, Validation Accuracy: 0.645, Loss: 0.650 Epoch 3 Batch 380/538 - Train Accuracy: 0.611, Validation Accuracy: 0.645, Loss: 0.675 Epoch 3 Batch 381/538 - Train Accuracy: 0.626, Validation Accuracy: 0.646, Loss: 0.647 Epoch 3 Batch 382/538 - Train Accuracy: 0.619, Validation Accuracy: 0.644, Loss: 0.704 Epoch 3 Batch 383/538 - Train Accuracy: 0.617, Validation Accuracy: 0.647, Loss: 0.689 Epoch 3 Batch 384/538 - Train Accuracy: 0.653, Validation Accuracy: 0.650, Loss: 0.664 Epoch 3 Batch 385/538 - Train Accuracy: 0.646, Validation Accuracy: 0.649, Loss: 0.669 Epoch 3 Batch 386/538 - Train Accuracy: 0.633, Validation Accuracy: 0.646, Loss: 0.703 Epoch 3 Batch 387/538 - Train Accuracy: 0.617, Validation Accuracy: 0.642, Loss: 0.694 Epoch 3 Batch 388/538 - Train Accuracy: 0.629, Validation Accuracy: 0.640, Loss: 0.668 Epoch 3 Batch 389/538 - Train Accuracy: 0.613, Validation Accuracy: 0.642, Loss: 0.712 Epoch 3 Batch 390/538 - Train Accuracy: 0.644, Validation Accuracy: 0.643, Loss: 0.661 Epoch 3 Batch 391/538 - Train Accuracy: 0.630, Validation Accuracy: 0.649, Loss: 0.679 Epoch 3 Batch 392/538 - Train Accuracy: 0.629, Validation Accuracy: 0.651, Loss: 0.667 Epoch 3 Batch 393/538 - Train Accuracy: 0.641, Validation Accuracy: 0.651, Loss: 0.640 Epoch 3 Batch 394/538 - Train Accuracy: 0.575, Validation Accuracy: 0.651, Loss: 0.706 Epoch 3 Batch 395/538 - Train Accuracy: 0.609, Validation Accuracy: 0.651, Loss: 0.710 Epoch 3 Batch 396/538 - Train Accuracy: 0.616, Validation Accuracy: 0.650, Loss: 0.678 Epoch 3 Batch 397/538 - Train Accuracy: 0.619, Validation Accuracy: 0.649, Loss: 0.705 Epoch 3 Batch 398/538 - Train Accuracy: 0.628, Validation Accuracy: 0.649, Loss: 0.698 Epoch 3 Batch 399/538 - Train Accuracy: 0.596, Validation Accuracy: 0.649, Loss: 0.713 Epoch 3 Batch 400/538 - Train Accuracy: 0.619, Validation Accuracy: 0.649, Loss: 0.683 Epoch 3 Batch 401/538 - Train Accuracy: 0.615, Validation Accuracy: 0.649, Loss: 0.690 Epoch 3 Batch 402/538 - Train Accuracy: 0.639, Validation Accuracy: 0.650, Loss: 0.664 Epoch 3 Batch 403/538 - Train Accuracy: 0.610, Validation Accuracy: 0.650, Loss: 0.691 Epoch 3 Batch 404/538 - Train Accuracy: 0.641, Validation Accuracy: 0.649, Loss: 0.655 Epoch 3 Batch 405/538 - Train Accuracy: 0.630, Validation Accuracy: 0.647, Loss: 0.664 Epoch 3 Batch 406/538 - Train Accuracy: 0.632, Validation Accuracy: 0.645, Loss: 0.675 Epoch 3 Batch 407/538 - Train Accuracy: 0.642, Validation Accuracy: 0.646, Loss: 0.693 Epoch 3 Batch 408/538 - Train Accuracy: 0.590, Validation Accuracy: 0.647, Loss: 0.720 Epoch 3 Batch 409/538 - Train Accuracy: 0.599, Validation Accuracy: 0.651, Loss: 0.696 Epoch 3 Batch 410/538 - Train Accuracy: 0.619, Validation Accuracy: 0.649, Loss: 0.676 Epoch 3 Batch 411/538 - Train Accuracy: 0.616, Validation Accuracy: 0.650, Loss: 0.663 Epoch 3 Batch 412/538 - Train Accuracy: 0.628, Validation Accuracy: 0.650, Loss: 0.644 Epoch 3 Batch 413/538 - Train Accuracy: 0.621, Validation Accuracy: 0.648, Loss: 0.700 Epoch 3 Batch 414/538 - Train Accuracy: 0.620, Validation Accuracy: 0.650, Loss: 0.688 Epoch 3 Batch 415/538 - Train Accuracy: 0.613, Validation Accuracy: 0.651, Loss: 0.699 Epoch 3 Batch 416/538 - Train Accuracy: 0.666, Validation Accuracy: 0.648, Loss: 0.643 Epoch 3 Batch 417/538 - Train Accuracy: 0.629, Validation Accuracy: 0.648, Loss: 0.690 Epoch 3 Batch 418/538 - Train Accuracy: 0.603, Validation Accuracy: 0.651, Loss: 0.694 Epoch 3 Batch 419/538 - Train Accuracy: 0.625, Validation Accuracy: 0.646, Loss: 0.666 Epoch 3 Batch 420/538 - Train Accuracy: 0.626, Validation Accuracy: 0.650, Loss: 0.663 Epoch 3 Batch 421/538 - Train Accuracy: 0.629, Validation Accuracy: 0.651, Loss: 0.654 Epoch 3 Batch 422/538 - Train Accuracy: 0.628, Validation Accuracy: 0.652, Loss: 0.678 Epoch 3 Batch 423/538 - Train Accuracy: 0.639, Validation Accuracy: 0.651, Loss: 0.679 Epoch 3 Batch 424/538 - Train Accuracy: 0.620, Validation Accuracy: 0.651, Loss: 0.664 Epoch 3 Batch 425/538 - Train Accuracy: 0.624, Validation Accuracy: 0.651, Loss: 0.656 Epoch 3 Batch 426/538 - Train Accuracy: 0.650, Validation Accuracy: 0.647, Loss: 0.649 Epoch 3 Batch 427/538 - Train Accuracy: 0.608, Validation Accuracy: 0.651, Loss: 0.692 Epoch 3 Batch 428/538 - Train Accuracy: 0.644, Validation Accuracy: 0.654, Loss: 0.646 Epoch 3 Batch 429/538 - Train Accuracy: 0.633, Validation Accuracy: 0.654, Loss: 0.673 Epoch 3 Batch 430/538 - Train Accuracy: 0.638, Validation Accuracy: 0.652, Loss: 0.666 Epoch 3 Batch 431/538 - Train Accuracy: 0.621, Validation Accuracy: 0.655, Loss: 0.668 Epoch 3 Batch 432/538 - Train Accuracy: 0.673, Validation Accuracy: 0.652, Loss: 0.625 Epoch 3 Batch 433/538 - Train Accuracy: 0.606, Validation Accuracy: 0.648, Loss: 0.709 Epoch 3 Batch 434/538 - Train Accuracy: 0.608, Validation Accuracy: 0.649, Loss: 0.694 Epoch 3 Batch 435/538 - Train Accuracy: 0.611, Validation Accuracy: 0.649, Loss: 0.679 Epoch 3 Batch 436/538 - Train Accuracy: 0.599, Validation Accuracy: 0.653, Loss: 0.681 Epoch 3 Batch 437/538 - Train Accuracy: 0.619, Validation Accuracy: 0.653, Loss: 0.696 Epoch 3 Batch 438/538 - Train Accuracy: 0.641, Validation Accuracy: 0.651, Loss: 0.664 Epoch 3 Batch 439/538 - Train Accuracy: 0.647, Validation Accuracy: 0.651, Loss: 0.659 Epoch 3 Batch 440/538 - Train Accuracy: 0.618, Validation Accuracy: 0.652, Loss: 0.705 Epoch 3 Batch 441/538 - Train Accuracy: 0.605, Validation Accuracy: 0.649, Loss: 0.690 Epoch 3 Batch 442/538 - Train Accuracy: 0.646, Validation Accuracy: 0.648, Loss: 0.609 Epoch 3 Batch 443/538 - Train Accuracy: 0.653, Validation Accuracy: 0.651, Loss: 0.670 Epoch 3 Batch 444/538 - Train Accuracy: 0.680, Validation Accuracy: 0.650, Loss: 0.637 Epoch 3 Batch 445/538 - Train Accuracy: 0.634, Validation Accuracy: 0.651, Loss: 0.657 Epoch 3 Batch 446/538 - Train Accuracy: 0.654, Validation Accuracy: 0.651, Loss: 0.635 Epoch 3 Batch 447/538 - Train Accuracy: 0.605, Validation Accuracy: 0.651, Loss: 0.676 Epoch 3 Batch 448/538 - Train Accuracy: 0.645, Validation Accuracy: 0.651, Loss: 0.626 Epoch 3 Batch 449/538 - Train Accuracy: 0.610, Validation Accuracy: 0.652, Loss: 0.694 Epoch 3 Batch 450/538 - Train Accuracy: 0.643, Validation Accuracy: 0.651, Loss: 0.681 Epoch 3 Batch 451/538 - Train Accuracy: 0.619, Validation Accuracy: 0.650, Loss: 0.665 Epoch 3 Batch 452/538 - Train Accuracy: 0.619, Validation Accuracy: 0.650, Loss: 0.651 Epoch 3 Batch 453/538 - Train Accuracy: 0.612, Validation Accuracy: 0.650, Loss: 0.674 Epoch 3 Batch 454/538 - Train Accuracy: 0.645, Validation Accuracy: 0.651, Loss: 0.646 Epoch 3 Batch 455/538 - Train Accuracy: 0.661, Validation Accuracy: 0.651, Loss: 0.618 Epoch 3 Batch 456/538 - Train Accuracy: 0.696, Validation Accuracy: 0.647, Loss: 0.599 Epoch 3 Batch 457/538 - Train Accuracy: 0.621, Validation Accuracy: 0.649, Loss: 0.695 Epoch 3 Batch 458/538 - Train Accuracy: 0.620, Validation Accuracy: 0.649, Loss: 0.640 Epoch 3 Batch 459/538 - Train Accuracy: 0.638, Validation Accuracy: 0.649, Loss: 0.667 Epoch 3 Batch 460/538 - Train Accuracy: 0.608, Validation Accuracy: 0.649, Loss: 0.655 Epoch 3 Batch 461/538 - Train Accuracy: 0.585, Validation Accuracy: 0.648, Loss: 0.709 Epoch 3 Batch 462/538 - Train Accuracy: 0.632, Validation Accuracy: 0.650, Loss: 0.661 Epoch 3 Batch 463/538 - Train Accuracy: 0.611, Validation Accuracy: 0.652, Loss: 0.693 Epoch 3 Batch 464/538 - Train Accuracy: 0.625, Validation Accuracy: 0.649, Loss: 0.697 Epoch 3 Batch 465/538 - Train Accuracy: 0.607, Validation Accuracy: 0.649, Loss: 0.668 Epoch 3 Batch 466/538 - Train Accuracy: 0.608, Validation Accuracy: 0.650, Loss: 0.701 Epoch 3 Batch 467/538 - Train Accuracy: 0.624, Validation Accuracy: 0.650, Loss: 0.662 Epoch 3 Batch 468/538 - Train Accuracy: 0.649, Validation Accuracy: 0.651, Loss: 0.689 Epoch 3 Batch 469/538 - Train Accuracy: 0.626, Validation Accuracy: 0.651, Loss: 0.683 Epoch 3 Batch 470/538 - Train Accuracy: 0.641, Validation Accuracy: 0.653, Loss: 0.643 Epoch 3 Batch 471/538 - Train Accuracy: 0.624, Validation Accuracy: 0.652, Loss: 0.663 Epoch 3 Batch 472/538 - Train Accuracy: 0.642, Validation Accuracy: 0.651, Loss: 0.643 Epoch 3 Batch 473/538 - Train Accuracy: 0.586, Validation Accuracy: 0.651, Loss: 0.685 Epoch 3 Batch 474/538 - Train Accuracy: 0.636, Validation Accuracy: 0.651, Loss: 0.635 Epoch 3 Batch 475/538 - Train Accuracy: 0.623, Validation Accuracy: 0.648, Loss: 0.649 Epoch 3 Batch 476/538 - Train Accuracy: 0.599, Validation Accuracy: 0.653, Loss: 0.679 Epoch 3 Batch 477/538 - Train Accuracy: 0.638, Validation Accuracy: 0.651, Loss: 0.658 Epoch 3 Batch 478/538 - Train Accuracy: 0.655, Validation Accuracy: 0.650, Loss: 0.640 Epoch 3 Batch 479/538 - Train Accuracy: 0.658, Validation Accuracy: 0.652, Loss: 0.633 Epoch 3 Batch 480/538 - Train Accuracy: 0.633, Validation Accuracy: 0.648, Loss: 0.655 Epoch 3 Batch 481/538 - Train Accuracy: 0.640, Validation Accuracy: 0.648, Loss: 0.651 Epoch 3 Batch 482/538 - Train Accuracy: 0.640, Validation Accuracy: 0.647, Loss: 0.592 Epoch 3 Batch 483/538 - Train Accuracy: 0.601, Validation Accuracy: 0.650, Loss: 0.668 Epoch 3 Batch 484/538 - Train Accuracy: 0.651, Validation Accuracy: 0.649, Loss: 0.674 Epoch 3 Batch 485/538 - Train Accuracy: 0.629, Validation Accuracy: 0.650, Loss: 0.649 Epoch 3 Batch 486/538 - Train Accuracy: 0.634, Validation Accuracy: 0.652, Loss: 0.629 Epoch 3 Batch 487/538 - Train Accuracy: 0.632, Validation Accuracy: 0.652, Loss: 0.627 Epoch 3 Batch 488/538 - Train Accuracy: 0.660, Validation Accuracy: 0.651, Loss: 0.658 Epoch 3 Batch 489/538 - Train Accuracy: 0.619, Validation Accuracy: 0.652, Loss: 0.667 Epoch 3 Batch 490/538 - Train Accuracy: 0.629, Validation Accuracy: 0.651, Loss: 0.650 Epoch 3 Batch 491/538 - Train Accuracy: 0.611, Validation Accuracy: 0.655, Loss: 0.691 Epoch 3 Batch 492/538 - Train Accuracy: 0.642, Validation Accuracy: 0.650, Loss: 0.668 Epoch 3 Batch 493/538 - Train Accuracy: 0.605, Validation Accuracy: 0.649, Loss: 0.656 Epoch 3 Batch 494/538 - Train Accuracy: 0.616, Validation Accuracy: 0.651, Loss: 0.682 Epoch 3 Batch 495/538 - Train Accuracy: 0.638, Validation Accuracy: 0.653, Loss: 0.675 Epoch 3 Batch 496/538 - Train Accuracy: 0.634, Validation Accuracy: 0.653, Loss: 0.652 Epoch 3 Batch 497/538 - Train Accuracy: 0.642, Validation Accuracy: 0.651, Loss: 0.642 Epoch 3 Batch 498/538 - Train Accuracy: 0.607, Validation Accuracy: 0.652, Loss: 0.658 Epoch 3 Batch 499/538 - Train Accuracy: 0.667, Validation Accuracy: 0.652, Loss: 0.640 Epoch 3 Batch 500/538 - Train Accuracy: 0.647, Validation Accuracy: 0.652, Loss: 0.614 Epoch 3 Batch 501/538 - Train Accuracy: 0.640, Validation Accuracy: 0.652, Loss: 0.650 Epoch 3 Batch 502/538 - Train Accuracy: 0.609, Validation Accuracy: 0.651, Loss: 0.665 Epoch 3 Batch 503/538 - Train Accuracy: 0.663, Validation Accuracy: 0.654, Loss: 0.634 Epoch 3 Batch 504/538 - Train Accuracy: 0.631, Validation Accuracy: 0.653, Loss: 0.642 Epoch 3 Batch 505/538 - Train Accuracy: 0.632, Validation Accuracy: 0.655, Loss: 0.641 Epoch 3 Batch 506/538 - Train Accuracy: 0.643, Validation Accuracy: 0.655, Loss: 0.647 Epoch 3 Batch 507/538 - Train Accuracy: 0.619, Validation Accuracy: 0.656, Loss: 0.675 Epoch 3 Batch 508/538 - Train Accuracy: 0.634, Validation Accuracy: 0.654, Loss: 0.632 Epoch 3 Batch 509/538 - Train Accuracy: 0.607, Validation Accuracy: 0.651, Loss: 0.659 Epoch 3 Batch 510/538 - Train Accuracy: 0.641, Validation Accuracy: 0.652, Loss: 0.636 Epoch 3 Batch 511/538 - Train Accuracy: 0.652, Validation Accuracy: 0.652, Loss: 0.630 Epoch 3 Batch 512/538 - Train Accuracy: 0.663, Validation Accuracy: 0.652, Loss: 0.642 Epoch 3 Batch 513/538 - Train Accuracy: 0.608, Validation Accuracy: 0.651, Loss: 0.659 Epoch 3 Batch 514/538 - Train Accuracy: 0.620, Validation Accuracy: 0.648, Loss: 0.670 Epoch 3 Batch 515/538 - Train Accuracy: 0.630, Validation Accuracy: 0.647, Loss: 0.647 Epoch 3 Batch 516/538 - Train Accuracy: 0.605, Validation Accuracy: 0.647, Loss: 0.655 Epoch 3 Batch 517/538 - Train Accuracy: 0.624, Validation Accuracy: 0.650, Loss: 0.640 Epoch 3 Batch 518/538 - Train Accuracy: 0.610, Validation Accuracy: 0.649, Loss: 0.680 Epoch 3 Batch 519/538 - Train Accuracy: 0.657, Validation Accuracy: 0.651, Loss: 0.635 Epoch 3 Batch 520/538 - Train Accuracy: 0.617, Validation Accuracy: 0.655, Loss: 0.686 Epoch 3 Batch 521/538 - Train Accuracy: 0.634, Validation Accuracy: 0.656, Loss: 0.669 Epoch 3 Batch 522/538 - Train Accuracy: 0.615, Validation Accuracy: 0.655, Loss: 0.657 Epoch 3 Batch 523/538 - Train Accuracy: 0.617, Validation Accuracy: 0.654, Loss: 0.673 Epoch 3 Batch 524/538 - Train Accuracy: 0.598, Validation Accuracy: 0.654, Loss: 0.688 Epoch 3 Batch 525/538 - Train Accuracy: 0.664, Validation Accuracy: 0.656, Loss: 0.635 Epoch 3 Batch 526/538 - Train Accuracy: 0.620, Validation Accuracy: 0.656, Loss: 0.648 Epoch 3 Batch 527/538 - Train Accuracy: 0.639, Validation Accuracy: 0.661, Loss: 0.648 Epoch 3 Batch 528/538 - Train Accuracy: 0.628, Validation Accuracy: 0.659, Loss: 0.693 Epoch 3 Batch 529/538 - Train Accuracy: 0.611, Validation Accuracy: 0.654, Loss: 0.671 Epoch 3 Batch 530/538 - Train Accuracy: 0.625, Validation Accuracy: 0.653, Loss: 0.686 Epoch 3 Batch 531/538 - Train Accuracy: 0.635, Validation Accuracy: 0.653, Loss: 0.664 Epoch 3 Batch 532/538 - Train Accuracy: 0.596, Validation Accuracy: 0.656, Loss: 0.651 Epoch 3 Batch 533/538 - Train Accuracy: 0.652, Validation Accuracy: 0.656, Loss: 0.655 Epoch 3 Batch 534/538 - Train Accuracy: 0.627, Validation Accuracy: 0.654, Loss: 0.632 Epoch 3 Batch 535/538 - Train Accuracy: 0.638, Validation Accuracy: 0.651, Loss: 0.630 Epoch 3 Batch 536/538 - Train Accuracy: 0.634, Validation Accuracy: 0.649, Loss: 0.660 Epoch 4 Batch 0/538 - Train Accuracy: 0.608, Validation Accuracy: 0.651, Loss: 0.656 Epoch 4 Batch 1/538 - Train Accuracy: 0.638, Validation Accuracy: 0.652, Loss: 0.652 Epoch 4 Batch 2/538 - Train Accuracy: 0.617, Validation Accuracy: 0.652, Loss: 0.683 Epoch 4 Batch 3/538 - Train Accuracy: 0.605, Validation Accuracy: 0.654, Loss: 0.654 Epoch 4 Batch 4/538 - Train Accuracy: 0.642, Validation Accuracy: 0.656, Loss: 0.649 Epoch 4 Batch 5/538 - Train Accuracy: 0.599, Validation Accuracy: 0.653, Loss: 0.671 Epoch 4 Batch 6/538 - Train Accuracy: 0.633, Validation Accuracy: 0.651, Loss: 0.638 Epoch 4 Batch 7/538 - Train Accuracy: 0.658, Validation Accuracy: 0.652, Loss: 0.647 Epoch 4 Batch 8/538 - Train Accuracy: 0.635, Validation Accuracy: 0.652, Loss: 0.660 Epoch 4 Batch 9/538 - Train Accuracy: 0.615, Validation Accuracy: 0.650, Loss: 0.655 Epoch 4 Batch 10/538 - Train Accuracy: 0.606, Validation Accuracy: 0.652, Loss: 0.680 Epoch 4 Batch 11/538 - Train Accuracy: 0.627, Validation Accuracy: 0.652, Loss: 0.658 Epoch 4 Batch 12/538 - Train Accuracy: 0.607, Validation Accuracy: 0.648, Loss: 0.661 Epoch 4 Batch 13/538 - Train Accuracy: 0.656, Validation Accuracy: 0.651, Loss: 0.606 Epoch 4 Batch 14/538 - Train Accuracy: 0.618, Validation Accuracy: 0.654, Loss: 0.650 Epoch 4 Batch 15/538 - Train Accuracy: 0.646, Validation Accuracy: 0.655, Loss: 0.614 Epoch 4 Batch 16/538 - Train Accuracy: 0.632, Validation Accuracy: 0.654, Loss: 0.631 Epoch 4 Batch 17/538 - Train Accuracy: 0.625, Validation Accuracy: 0.652, Loss: 0.661 Epoch 4 Batch 18/538 - Train Accuracy: 0.608, Validation Accuracy: 0.655, Loss: 0.678 Epoch 4 Batch 19/538 - Train Accuracy: 0.612, Validation Accuracy: 0.655, Loss: 0.680 Epoch 4 Batch 20/538 - Train Accuracy: 0.622, Validation Accuracy: 0.654, Loss: 0.660 Epoch 4 Batch 21/538 - Train Accuracy: 0.621, Validation Accuracy: 0.653, Loss: 0.671 Epoch 4 Batch 22/538 - Train Accuracy: 0.619, Validation Accuracy: 0.655, Loss: 0.661 Epoch 4 Batch 23/538 - Train Accuracy: 0.649, Validation Accuracy: 0.650, Loss: 0.667 Epoch 4 Batch 24/538 - Train Accuracy: 0.603, Validation Accuracy: 0.651, Loss: 0.645 Epoch 4 Batch 25/538 - Train Accuracy: 0.620, Validation Accuracy: 0.651, Loss: 0.648 Epoch 4 Batch 26/538 - Train Accuracy: 0.609, Validation Accuracy: 0.655, Loss: 0.682 Epoch 4 Batch 27/538 - Train Accuracy: 0.639, Validation Accuracy: 0.655, Loss: 0.646 Epoch 4 Batch 28/538 - Train Accuracy: 0.651, Validation Accuracy: 0.653, Loss: 0.601 Epoch 4 Batch 29/538 - Train Accuracy: 0.626, Validation Accuracy: 0.652, Loss: 0.622 Epoch 4 Batch 30/538 - Train Accuracy: 0.625, Validation Accuracy: 0.651, Loss: 0.660 Epoch 4 Batch 31/538 - Train Accuracy: 0.637, Validation Accuracy: 0.655, Loss: 0.614 Epoch 4 Batch 32/538 - Train Accuracy: 0.629, Validation Accuracy: 0.654, Loss: 0.620 Epoch 4 Batch 33/538 - Train Accuracy: 0.641, Validation Accuracy: 0.654, Loss: 0.632 Epoch 4 Batch 34/538 - Train Accuracy: 0.632, Validation Accuracy: 0.651, Loss: 0.655 Epoch 4 Batch 35/538 - Train Accuracy: 0.638, Validation Accuracy: 0.652, Loss: 0.650 Epoch 4 Batch 36/538 - Train Accuracy: 0.631, Validation Accuracy: 0.654, Loss: 0.624 Epoch 4 Batch 37/538 - Train Accuracy: 0.629, Validation Accuracy: 0.652, Loss: 0.644 Epoch 4 Batch 38/538 - Train Accuracy: 0.608, Validation Accuracy: 0.651, Loss: 0.657 Epoch 4 Batch 39/538 - Train Accuracy: 0.630, Validation Accuracy: 0.652, Loss: 0.659 Epoch 4 Batch 40/538 - Train Accuracy: 0.670, Validation Accuracy: 0.652, Loss: 0.583 Epoch 4 Batch 41/538 - Train Accuracy: 0.621, Validation Accuracy: 0.655, Loss: 0.653 Epoch 4 Batch 42/538 - Train Accuracy: 0.655, Validation Accuracy: 0.650, Loss: 0.655 Epoch 4 Batch 43/538 - Train Accuracy: 0.640, Validation Accuracy: 0.651, Loss: 0.680 Epoch 4 Batch 44/538 - Train Accuracy: 0.614, Validation Accuracy: 0.653, Loss: 0.683 Epoch 4 Batch 45/538 - Train Accuracy: 0.640, Validation Accuracy: 0.651, Loss: 0.609 Epoch 4 Batch 46/538 - Train Accuracy: 0.628, Validation Accuracy: 0.652, Loss: 0.645 Epoch 4 Batch 47/538 - Train Accuracy: 0.631, Validation Accuracy: 0.656, Loss: 0.639 Epoch 4 Batch 48/538 - Train Accuracy: 0.668, Validation Accuracy: 0.653, Loss: 0.609 Epoch 4 Batch 49/538 - Train Accuracy: 0.635, Validation Accuracy: 0.656, Loss: 0.664 Epoch 4 Batch 50/538 - Train Accuracy: 0.638, Validation Accuracy: 0.655, Loss: 0.637 Epoch 4 Batch 51/538 - Train Accuracy: 0.595, Validation Accuracy: 0.657, Loss: 0.697 Epoch 4 Batch 52/538 - Train Accuracy: 0.636, Validation Accuracy: 0.656, Loss: 0.665 Epoch 4 Batch 53/538 - Train Accuracy: 0.647, Validation Accuracy: 0.649, Loss: 0.595 Epoch 4 Batch 54/538 - Train Accuracy: 0.648, Validation Accuracy: 0.650, Loss: 0.634 Epoch 4 Batch 55/538 - Train Accuracy: 0.608, Validation Accuracy: 0.653, Loss: 0.657 Epoch 4 Batch 56/538 - Train Accuracy: 0.624, Validation Accuracy: 0.658, Loss: 0.613 Epoch 4 Batch 57/538 - Train Accuracy: 0.598, Validation Accuracy: 0.656, Loss: 0.688 Epoch 4 Batch 58/538 - Train Accuracy: 0.598, Validation Accuracy: 0.655, Loss: 0.672 Epoch 4 Batch 59/538 - Train Accuracy: 0.622, Validation Accuracy: 0.654, Loss: 0.660 Epoch 4 Batch 60/538 - Train Accuracy: 0.641, Validation Accuracy: 0.657, Loss: 0.646 Epoch 4 Batch 61/538 - Train Accuracy: 0.626, Validation Accuracy: 0.654, Loss: 0.644 Epoch 4 Batch 62/538 - Train Accuracy: 0.643, Validation Accuracy: 0.655, Loss: 0.627 Epoch 4 Batch 63/538 - Train Accuracy: 0.649, Validation Accuracy: 0.655, Loss: 0.604 Epoch 4 Batch 64/538 - Train Accuracy: 0.641, Validation Accuracy: 0.654, Loss: 0.609 Epoch 4 Batch 65/538 - Train Accuracy: 0.602, Validation Accuracy: 0.650, Loss: 0.668 Epoch 4 Batch 66/538 - Train Accuracy: 0.642, Validation Accuracy: 0.654, Loss: 0.604 Epoch 4 Batch 67/538 - Train Accuracy: 0.626, Validation Accuracy: 0.658, Loss: 0.639 Epoch 4 Batch 68/538 - Train Accuracy: 0.660, Validation Accuracy: 0.658, Loss: 0.594 Epoch 4 Batch 69/538 - Train Accuracy: 0.623, Validation Accuracy: 0.663, Loss: 0.650 Epoch 4 Batch 70/538 - Train Accuracy: 0.656, Validation Accuracy: 0.663, Loss: 0.632 Epoch 4 Batch 71/538 - Train Accuracy: 0.604, Validation Accuracy: 0.657, Loss: 0.659 Epoch 4 Batch 72/538 - Train Accuracy: 0.669, Validation Accuracy: 0.658, Loss: 0.650 Epoch 4 Batch 73/538 - Train Accuracy: 0.611, Validation Accuracy: 0.654, Loss: 0.647 Epoch 4 Batch 74/538 - Train Accuracy: 0.651, Validation Accuracy: 0.654, Loss: 0.616 Epoch 4 Batch 75/538 - Train Accuracy: 0.654, Validation Accuracy: 0.657, Loss: 0.610 Epoch 4 Batch 76/538 - Train Accuracy: 0.632, Validation Accuracy: 0.657, Loss: 0.666 Epoch 4 Batch 77/538 - Train Accuracy: 0.618, Validation Accuracy: 0.655, Loss: 0.653 Epoch 4 Batch 78/538 - Train Accuracy: 0.651, Validation Accuracy: 0.651, Loss: 0.636 Epoch 4 Batch 79/538 - Train Accuracy: 0.645, Validation Accuracy: 0.655, Loss: 0.601 Epoch 4 Batch 80/538 - Train Accuracy: 0.618, Validation Accuracy: 0.656, Loss: 0.664 Epoch 4 Batch 81/538 - Train Accuracy: 0.643, Validation Accuracy: 0.654, Loss: 0.645 Epoch 4 Batch 82/538 - Train Accuracy: 0.623, Validation Accuracy: 0.656, Loss: 0.645 Epoch 4 Batch 83/538 - Train Accuracy: 0.636, Validation Accuracy: 0.652, Loss: 0.654 Epoch 4 Batch 84/538 - Train Accuracy: 0.618, Validation Accuracy: 0.657, Loss: 0.644 Epoch 4 Batch 85/538 - Train Accuracy: 0.661, Validation Accuracy: 0.659, Loss: 0.593 Epoch 4 Batch 86/538 - Train Accuracy: 0.653, Validation Accuracy: 0.657, Loss: 0.650 Epoch 4 Batch 87/538 - Train Accuracy: 0.623, Validation Accuracy: 0.655, Loss: 0.636 Epoch 4 Batch 88/538 - Train Accuracy: 0.625, Validation Accuracy: 0.656, Loss: 0.640 Epoch 4 Batch 89/538 - Train Accuracy: 0.645, Validation Accuracy: 0.654, Loss: 0.638 Epoch 4 Batch 90/538 - Train Accuracy: 0.649, Validation Accuracy: 0.654, Loss: 0.648 Epoch 4 Batch 91/538 - Train Accuracy: 0.636, Validation Accuracy: 0.656, Loss: 0.650 Epoch 4 Batch 92/538 - Train Accuracy: 0.619, Validation Accuracy: 0.655, Loss: 0.641 Epoch 4 Batch 93/538 - Train Accuracy: 0.628, Validation Accuracy: 0.655, Loss: 0.649 Epoch 4 Batch 94/538 - Train Accuracy: 0.641, Validation Accuracy: 0.654, Loss: 0.635 Epoch 4 Batch 95/538 - Train Accuracy: 0.661, Validation Accuracy: 0.655, Loss: 0.593 Epoch 4 Batch 96/538 - Train Accuracy: 0.659, Validation Accuracy: 0.658, Loss: 0.596 Epoch 4 Batch 97/538 - Train Accuracy: 0.629, Validation Accuracy: 0.658, Loss: 0.645 Epoch 4 Batch 98/538 - Train Accuracy: 0.649, Validation Accuracy: 0.657, Loss: 0.590 Epoch 4 Batch 99/538 - Train Accuracy: 0.622, Validation Accuracy: 0.654, Loss: 0.635 Epoch 4 Batch 100/538 - Train Accuracy: 0.622, Validation Accuracy: 0.652, Loss: 0.630 Epoch 4 Batch 101/538 - Train Accuracy: 0.619, Validation Accuracy: 0.655, Loss: 0.646 Epoch 4 Batch 102/538 - Train Accuracy: 0.645, Validation Accuracy: 0.656, Loss: 0.633 Epoch 4 Batch 103/538 - Train Accuracy: 0.618, Validation Accuracy: 0.656, Loss: 0.637 Epoch 4 Batch 104/538 - Train Accuracy: 0.649, Validation Accuracy: 0.657, Loss: 0.624 Epoch 4 Batch 105/538 - Train Accuracy: 0.628, Validation Accuracy: 0.654, Loss: 0.604 Epoch 4 Batch 106/538 - Train Accuracy: 0.626, Validation Accuracy: 0.653, Loss: 0.611 Epoch 4 Batch 107/538 - Train Accuracy: 0.596, Validation Accuracy: 0.647, Loss: 0.660 Epoch 4 Batch 108/538 - Train Accuracy: 0.644, Validation Accuracy: 0.651, Loss: 0.641 Epoch 4 Batch 109/538 - Train Accuracy: 0.646, Validation Accuracy: 0.651, Loss: 0.627 Epoch 4 Batch 110/538 - Train Accuracy: 0.621, Validation Accuracy: 0.653, Loss: 0.651 Epoch 4 Batch 111/538 - Train Accuracy: 0.650, Validation Accuracy: 0.652, Loss: 0.610 Epoch 4 Batch 112/538 - Train Accuracy: 0.636, Validation Accuracy: 0.644, Loss: 0.647 Epoch 4 Batch 113/538 - Train Accuracy: 0.631, Validation Accuracy: 0.653, Loss: 0.657 Epoch 4 Batch 114/538 - Train Accuracy: 0.666, Validation Accuracy: 0.656, Loss: 0.612 Epoch 4 Batch 115/538 - Train Accuracy: 0.633, Validation Accuracy: 0.656, Loss: 0.652 Epoch 4 Batch 116/538 - Train Accuracy: 0.647, Validation Accuracy: 0.653, Loss: 0.640 Epoch 4 Batch 117/538 - Train Accuracy: 0.653, Validation Accuracy: 0.654, Loss: 0.609 Epoch 4 Batch 118/538 - Train Accuracy: 0.648, Validation Accuracy: 0.655, Loss: 0.610 Epoch 4 Batch 119/538 - Train Accuracy: 0.663, Validation Accuracy: 0.657, Loss: 0.597 Epoch 4 Batch 120/538 - Train Accuracy: 0.636, Validation Accuracy: 0.659, Loss: 0.615 Epoch 4 Batch 121/538 - Train Accuracy: 0.651, Validation Accuracy: 0.660, Loss: 0.611 Epoch 4 Batch 122/538 - Train Accuracy: 0.651, Validation Accuracy: 0.658, Loss: 0.607 Epoch 4 Batch 123/538 - Train Accuracy: 0.651, Validation Accuracy: 0.657, Loss: 0.586 Epoch 4 Batch 124/538 - Train Accuracy: 0.632, Validation Accuracy: 0.659, Loss: 0.586 Epoch 4 Batch 125/538 - Train Accuracy: 0.629, Validation Accuracy: 0.659, Loss: 0.620 Epoch 4 Batch 126/538 - Train Accuracy: 0.659, Validation Accuracy: 0.659, Loss: 0.599 Epoch 4 Batch 127/538 - Train Accuracy: 0.616, Validation Accuracy: 0.657, Loss: 0.646 Epoch 4 Batch 128/538 - Train Accuracy: 0.649, Validation Accuracy: 0.656, Loss: 0.615 Epoch 4 Batch 129/538 - Train Accuracy: 0.624, Validation Accuracy: 0.655, Loss: 0.607 Epoch 4 Batch 130/538 - Train Accuracy: 0.637, Validation Accuracy: 0.658, Loss: 0.604 Epoch 4 Batch 131/538 - Train Accuracy: 0.627, Validation Accuracy: 0.663, Loss: 0.635 Epoch 4 Batch 132/538 - Train Accuracy: 0.638, Validation Accuracy: 0.664, Loss: 0.618 Epoch 4 Batch 133/538 - Train Accuracy: 0.648, Validation Accuracy: 0.662, Loss: 0.588 Epoch 4 Batch 134/538 - Train Accuracy: 0.622, Validation Accuracy: 0.662, Loss: 0.661 Epoch 4 Batch 135/538 - Train Accuracy: 0.646, Validation Accuracy: 0.659, Loss: 0.624 Epoch 4 Batch 136/538 - Train Accuracy: 0.644, Validation Accuracy: 0.660, Loss: 0.631 Epoch 4 Batch 137/538 - Train Accuracy: 0.613, Validation Accuracy: 0.662, Loss: 0.621 Epoch 4 Batch 138/538 - Train Accuracy: 0.642, Validation Accuracy: 0.659, Loss: 0.619 Epoch 4 Batch 139/538 - Train Accuracy: 0.638, Validation Accuracy: 0.650, Loss: 0.673 Epoch 4 Batch 140/538 - Train Accuracy: 0.607, Validation Accuracy: 0.648, Loss: 0.670 Epoch 4 Batch 141/538 - Train Accuracy: 0.621, Validation Accuracy: 0.653, Loss: 0.659 Epoch 4 Batch 142/538 - Train Accuracy: 0.674, Validation Accuracy: 0.660, Loss: 0.594 Epoch 4 Batch 143/538 - Train Accuracy: 0.632, Validation Accuracy: 0.658, Loss: 0.650 Epoch 4 Batch 144/538 - Train Accuracy: 0.636, Validation Accuracy: 0.662, Loss: 0.644 Epoch 4 Batch 145/538 - Train Accuracy: 0.642, Validation Accuracy: 0.656, Loss: 0.629 Epoch 4 Batch 146/538 - Train Accuracy: 0.646, Validation Accuracy: 0.658, Loss: 0.602 Epoch 4 Batch 147/538 - Train Accuracy: 0.654, Validation Accuracy: 0.658, Loss: 0.602 Epoch 4 Batch 148/538 - Train Accuracy: 0.611, Validation Accuracy: 0.658, Loss: 0.682 Epoch 4 Batch 149/538 - Train Accuracy: 0.644, Validation Accuracy: 0.657, Loss: 0.612 Epoch 4 Batch 150/538 - Train Accuracy: 0.652, Validation Accuracy: 0.654, Loss: 0.621 Epoch 4 Batch 151/538 - Train Accuracy: 0.623, Validation Accuracy: 0.650, Loss: 0.604 Epoch 4 Batch 152/538 - Train Accuracy: 0.663, Validation Accuracy: 0.655, Loss: 0.611 Epoch 4 Batch 153/538 - Train Accuracy: 0.622, Validation Accuracy: 0.656, Loss: 0.630 Epoch 4 Batch 154/538 - Train Accuracy: 0.658, Validation Accuracy: 0.659, Loss: 0.610 Epoch 4 Batch 155/538 - Train Accuracy: 0.673, Validation Accuracy: 0.658, Loss: 0.623 Epoch 4 Batch 156/538 - Train Accuracy: 0.632, Validation Accuracy: 0.653, Loss: 0.625 Epoch 4 Batch 157/538 - Train Accuracy: 0.636, Validation Accuracy: 0.654, Loss: 0.594 Epoch 4 Batch 158/538 - Train Accuracy: 0.633, Validation Accuracy: 0.654, Loss: 0.626 Epoch 4 Batch 159/538 - Train Accuracy: 0.629, Validation Accuracy: 0.652, Loss: 0.645 Epoch 4 Batch 160/538 - Train Accuracy: 0.630, Validation Accuracy: 0.653, Loss: 0.604 Epoch 4 Batch 161/538 - Train Accuracy: 0.635, Validation Accuracy: 0.654, Loss: 0.635 Epoch 4 Batch 162/538 - Train Accuracy: 0.657, Validation Accuracy: 0.653, Loss: 0.602 Epoch 4 Batch 163/538 - Train Accuracy: 0.643, Validation Accuracy: 0.654, Loss: 0.628 Epoch 4 Batch 164/538 - Train Accuracy: 0.641, Validation Accuracy: 0.658, Loss: 0.633 Epoch 4 Batch 165/538 - Train Accuracy: 0.646, Validation Accuracy: 0.659, Loss: 0.570 Epoch 4 Batch 166/538 - Train Accuracy: 0.647, Validation Accuracy: 0.658, Loss: 0.622 Epoch 4 Batch 167/538 - Train Accuracy: 0.649, Validation Accuracy: 0.657, Loss: 0.599 Epoch 4 Batch 168/538 - Train Accuracy: 0.625, Validation Accuracy: 0.658, Loss: 0.645 Epoch 4 Batch 169/538 - Train Accuracy: 0.631, Validation Accuracy: 0.657, Loss: 0.609 Epoch 4 Batch 170/538 - Train Accuracy: 0.652, Validation Accuracy: 0.656, Loss: 0.616 Epoch 4 Batch 171/538 - Train Accuracy: 0.632, Validation Accuracy: 0.654, Loss: 0.629 Epoch 4 Batch 172/538 - Train Accuracy: 0.629, Validation Accuracy: 0.649, Loss: 0.626 Epoch 4 Batch 173/538 - Train Accuracy: 0.621, Validation Accuracy: 0.644, Loss: 0.598 Epoch 4 Batch 174/538 - Train Accuracy: 0.596, Validation Accuracy: 0.653, Loss: 0.634 Epoch 4 Batch 175/538 - Train Accuracy: 0.622, Validation Accuracy: 0.654, Loss: 0.629 Epoch 4 Batch 176/538 - Train Accuracy: 0.627, Validation Accuracy: 0.656, Loss: 0.651 Epoch 4 Batch 177/538 - Train Accuracy: 0.635, Validation Accuracy: 0.652, Loss: 0.612 Epoch 4 Batch 178/538 - Train Accuracy: 0.654, Validation Accuracy: 0.656, Loss: 0.598 Epoch 4 Batch 179/538 - Train Accuracy: 0.630, Validation Accuracy: 0.658, Loss: 0.641 Epoch 4 Batch 180/538 - Train Accuracy: 0.672, Validation Accuracy: 0.656, Loss: 0.608 Epoch 4 Batch 181/538 - Train Accuracy: 0.605, Validation Accuracy: 0.656, Loss: 0.654 Epoch 4 Batch 182/538 - Train Accuracy: 0.606, Validation Accuracy: 0.650, Loss: 0.640 Epoch 4 Batch 183/538 - Train Accuracy: 0.638, Validation Accuracy: 0.649, Loss: 0.582 Epoch 4 Batch 184/538 - Train Accuracy: 0.644, Validation Accuracy: 0.656, Loss: 0.602 Epoch 4 Batch 185/538 - Train Accuracy: 0.644, Validation Accuracy: 0.657, Loss: 0.610 Epoch 4 Batch 186/538 - Train Accuracy: 0.636, Validation Accuracy: 0.657, Loss: 0.608 Epoch 4 Batch 187/538 - Train Accuracy: 0.640, Validation Accuracy: 0.654, Loss: 0.595 Epoch 4 Batch 188/538 - Train Accuracy: 0.619, Validation Accuracy: 0.655, Loss: 0.618 Epoch 4 Batch 189/538 - Train Accuracy: 0.634, Validation Accuracy: 0.656, Loss: 0.623 Epoch 4 Batch 190/538 - Train Accuracy: 0.626, Validation Accuracy: 0.661, Loss: 0.635 Epoch 4 Batch 191/538 - Train Accuracy: 0.660, Validation Accuracy: 0.662, Loss: 0.599 Epoch 4 Batch 192/538 - Train Accuracy: 0.625, Validation Accuracy: 0.658, Loss: 0.629 Epoch 4 Batch 193/538 - Train Accuracy: 0.652, Validation Accuracy: 0.657, Loss: 0.589 Epoch 4 Batch 194/538 - Train Accuracy: 0.612, Validation Accuracy: 0.655, Loss: 0.626 Epoch 4 Batch 195/538 - Train Accuracy: 0.640, Validation Accuracy: 0.660, Loss: 0.587 Epoch 4 Batch 196/538 - Train Accuracy: 0.641, Validation Accuracy: 0.663, Loss: 0.595 Epoch 4 Batch 197/538 - Train Accuracy: 0.646, Validation Accuracy: 0.662, Loss: 0.591 Epoch 4 Batch 198/538 - Train Accuracy: 0.669, Validation Accuracy: 0.658, Loss: 0.596 Epoch 4 Batch 199/538 - Train Accuracy: 0.621, Validation Accuracy: 0.657, Loss: 0.637 Epoch 4 Batch 200/538 - Train Accuracy: 0.642, Validation Accuracy: 0.655, Loss: 0.604 Epoch 4 Batch 201/538 - Train Accuracy: 0.649, Validation Accuracy: 0.658, Loss: 0.596 Epoch 4 Batch 202/538 - Train Accuracy: 0.648, Validation Accuracy: 0.658, Loss: 0.629 Epoch 4 Batch 203/538 - Train Accuracy: 0.619, Validation Accuracy: 0.654, Loss: 0.648 Epoch 4 Batch 204/538 - Train Accuracy: 0.611, Validation Accuracy: 0.652, Loss: 0.631 Epoch 4 Batch 205/538 - Train Accuracy: 0.656, Validation Accuracy: 0.657, Loss: 0.586 Epoch 4 Batch 206/538 - Train Accuracy: 0.619, Validation Accuracy: 0.660, Loss: 0.627 Epoch 4 Batch 207/538 - Train Accuracy: 0.645, Validation Accuracy: 0.660, Loss: 0.598 Epoch 4 Batch 208/538 - Train Accuracy: 0.619, Validation Accuracy: 0.661, Loss: 0.620 Epoch 4 Batch 209/538 - Train Accuracy: 0.614, Validation Accuracy: 0.655, Loss: 0.622 Epoch 4 Batch 210/538 - Train Accuracy: 0.627, Validation Accuracy: 0.656, Loss: 0.616 Epoch 4 Batch 211/538 - Train Accuracy: 0.613, Validation Accuracy: 0.658, Loss: 0.631 Epoch 4 Batch 212/538 - Train Accuracy: 0.643, Validation Accuracy: 0.659, Loss: 0.609 Epoch 4 Batch 213/538 - Train Accuracy: 0.632, Validation Accuracy: 0.658, Loss: 0.611 Epoch 4 Batch 214/538 - Train Accuracy: 0.635, Validation Accuracy: 0.657, Loss: 0.607 Epoch 4 Batch 215/538 - Train Accuracy: 0.618, Validation Accuracy: 0.656, Loss: 0.624 Epoch 4 Batch 216/538 - Train Accuracy: 0.613, Validation Accuracy: 0.658, Loss: 0.644 Epoch 4 Batch 217/538 - Train Accuracy: 0.655, Validation Accuracy: 0.656, Loss: 0.604 Epoch 4 Batch 218/538 - Train Accuracy: 0.604, Validation Accuracy: 0.655, Loss: 0.643 Epoch 4 Batch 219/538 - Train Accuracy: 0.607, Validation Accuracy: 0.656, Loss: 0.636 Epoch 4 Batch 220/538 - Train Accuracy: 0.608, Validation Accuracy: 0.659, Loss: 0.600 Epoch 4 Batch 221/538 - Train Accuracy: 0.650, Validation Accuracy: 0.656, Loss: 0.600 Epoch 4 Batch 222/538 - Train Accuracy: 0.628, Validation Accuracy: 0.659, Loss: 0.584 Epoch 4 Batch 223/538 - Train Accuracy: 0.622, Validation Accuracy: 0.657, Loss: 0.634 Epoch 4 Batch 224/538 - Train Accuracy: 0.604, Validation Accuracy: 0.656, Loss: 0.637 Epoch 4 Batch 225/538 - Train Accuracy: 0.648, Validation Accuracy: 0.654, Loss: 0.603 Epoch 4 Batch 226/538 - Train Accuracy: 0.653, Validation Accuracy: 0.655, Loss: 0.601 Epoch 4 Batch 227/538 - Train Accuracy: 0.652, Validation Accuracy: 0.652, Loss: 0.582 Epoch 4 Batch 228/538 - Train Accuracy: 0.631, Validation Accuracy: 0.656, Loss: 0.608 Epoch 4 Batch 229/538 - Train Accuracy: 0.638, Validation Accuracy: 0.656, Loss: 0.600 Epoch 4 Batch 230/538 - Train Accuracy: 0.625, Validation Accuracy: 0.658, Loss: 0.627 Epoch 4 Batch 231/538 - Train Accuracy: 0.622, Validation Accuracy: 0.658, Loss: 0.617 Epoch 4 Batch 232/538 - Train Accuracy: 0.643, Validation Accuracy: 0.657, Loss: 0.625 Epoch 4 Batch 233/538 - Train Accuracy: 0.668, Validation Accuracy: 0.659, Loss: 0.614 Epoch 4 Batch 234/538 - Train Accuracy: 0.599, Validation Accuracy: 0.659, Loss: 0.628 Epoch 4 Batch 235/538 - Train Accuracy: 0.643, Validation Accuracy: 0.657, Loss: 0.579 Epoch 4 Batch 236/538 - Train Accuracy: 0.621, Validation Accuracy: 0.656, Loss: 0.635 Epoch 4 Batch 237/538 - Train Accuracy: 0.645, Validation Accuracy: 0.657, Loss: 0.595 Epoch 4 Batch 238/538 - Train Accuracy: 0.675, Validation Accuracy: 0.656, Loss: 0.597 Epoch 4 Batch 239/538 - Train Accuracy: 0.644, Validation Accuracy: 0.658, Loss: 0.630 Epoch 4 Batch 240/538 - Train Accuracy: 0.633, Validation Accuracy: 0.657, Loss: 0.621 Epoch 4 Batch 241/538 - Train Accuracy: 0.614, Validation Accuracy: 0.660, Loss: 0.618 Epoch 4 Batch 242/538 - Train Accuracy: 0.657, Validation Accuracy: 0.660, Loss: 0.605 Epoch 4 Batch 243/538 - Train Accuracy: 0.620, Validation Accuracy: 0.660, Loss: 0.635 Epoch 4 Batch 244/538 - Train Accuracy: 0.638, Validation Accuracy: 0.659, Loss: 0.597 Epoch 4 Batch 245/538 - Train Accuracy: 0.619, Validation Accuracy: 0.659, Loss: 0.622 Epoch 4 Batch 246/538 - Train Accuracy: 0.657, Validation Accuracy: 0.656, Loss: 0.579 Epoch 4 Batch 247/538 - Train Accuracy: 0.630, Validation Accuracy: 0.656, Loss: 0.619 Epoch 4 Batch 248/538 - Train Accuracy: 0.632, Validation Accuracy: 0.656, Loss: 0.617 Epoch 4 Batch 249/538 - Train Accuracy: 0.634, Validation Accuracy: 0.656, Loss: 0.581 Epoch 4 Batch 250/538 - Train Accuracy: 0.624, Validation Accuracy: 0.656, Loss: 0.611 Epoch 4 Batch 251/538 - Train Accuracy: 0.630, Validation Accuracy: 0.655, Loss: 0.634 Epoch 4 Batch 252/538 - Train Accuracy: 0.650, Validation Accuracy: 0.654, Loss: 0.569 Epoch 4 Batch 253/538 - Train Accuracy: 0.640, Validation Accuracy: 0.654, Loss: 0.581 Epoch 4 Batch 254/538 - Train Accuracy: 0.643, Validation Accuracy: 0.658, Loss: 0.613 Epoch 4 Batch 255/538 - Train Accuracy: 0.645, Validation Accuracy: 0.657, Loss: 0.596 Epoch 4 Batch 256/538 - Train Accuracy: 0.619, Validation Accuracy: 0.656, Loss: 0.630 Epoch 4 Batch 257/538 - Train Accuracy: 0.650, Validation Accuracy: 0.655, Loss: 0.597 Epoch 4 Batch 258/538 - Train Accuracy: 0.660, Validation Accuracy: 0.658, Loss: 0.581 Epoch 4 Batch 259/538 - Train Accuracy: 0.635, Validation Accuracy: 0.656, Loss: 0.581 Epoch 4 Batch 260/538 - Train Accuracy: 0.631, Validation Accuracy: 0.657, Loss: 0.606 Epoch 4 Batch 261/538 - Train Accuracy: 0.622, Validation Accuracy: 0.655, Loss: 0.611 Epoch 4 Batch 262/538 - Train Accuracy: 0.623, Validation Accuracy: 0.655, Loss: 0.612 Epoch 4 Batch 263/538 - Train Accuracy: 0.631, Validation Accuracy: 0.659, Loss: 0.597 Epoch 4 Batch 264/538 - Train Accuracy: 0.631, Validation Accuracy: 0.658, Loss: 0.605 Epoch 4 Batch 265/538 - Train Accuracy: 0.597, Validation Accuracy: 0.658, Loss: 0.627 Epoch 4 Batch 266/538 - Train Accuracy: 0.667, Validation Accuracy: 0.658, Loss: 0.607 Epoch 4 Batch 267/538 - Train Accuracy: 0.627, Validation Accuracy: 0.662, Loss: 0.613 Epoch 4 Batch 268/538 - Train Accuracy: 0.652, Validation Accuracy: 0.658, Loss: 0.579 Epoch 4 Batch 269/538 - Train Accuracy: 0.636, Validation Accuracy: 0.657, Loss: 0.597 Epoch 4 Batch 270/538 - Train Accuracy: 0.627, Validation Accuracy: 0.655, Loss: 0.617 Epoch 4 Batch 271/538 - Train Accuracy: 0.630, Validation Accuracy: 0.658, Loss: 0.616 Epoch 4 Batch 272/538 - Train Accuracy: 0.610, Validation Accuracy: 0.664, Loss: 0.644 Epoch 4 Batch 273/538 - Train Accuracy: 0.639, Validation Accuracy: 0.660, Loss: 0.611 Epoch 4 Batch 274/538 - Train Accuracy: 0.600, Validation Accuracy: 0.660, Loss: 0.634 Epoch 4 Batch 275/538 - Train Accuracy: 0.631, Validation Accuracy: 0.660, Loss: 0.625 Epoch 4 Batch 276/538 - Train Accuracy: 0.650, Validation Accuracy: 0.659, Loss: 0.620 Epoch 4 Batch 277/538 - Train Accuracy: 0.630, Validation Accuracy: 0.662, Loss: 0.605 Epoch 4 Batch 278/538 - Train Accuracy: 0.645, Validation Accuracy: 0.659, Loss: 0.609 Epoch 4 Batch 279/538 - Train Accuracy: 0.625, Validation Accuracy: 0.661, Loss: 0.601 Epoch 4 Batch 280/538 - Train Accuracy: 0.674, Validation Accuracy: 0.656, Loss: 0.578 Epoch 4 Batch 281/538 - Train Accuracy: 0.629, Validation Accuracy: 0.656, Loss: 0.633 Epoch 4 Batch 282/538 - Train Accuracy: 0.653, Validation Accuracy: 0.655, Loss: 0.600 Epoch 4 Batch 283/538 - Train Accuracy: 0.639, Validation Accuracy: 0.659, Loss: 0.589 Epoch 4 Batch 284/538 - Train Accuracy: 0.654, Validation Accuracy: 0.659, Loss: 0.608 Epoch 4 Batch 285/538 - Train Accuracy: 0.643, Validation Accuracy: 0.652, Loss: 0.582 Epoch 4 Batch 286/538 - Train Accuracy: 0.614, Validation Accuracy: 0.650, Loss: 0.615 Epoch 4 Batch 287/538 - Train Accuracy: 0.661, Validation Accuracy: 0.652, Loss: 0.590 Epoch 4 Batch 288/538 - Train Accuracy: 0.611, Validation Accuracy: 0.652, Loss: 0.630 Epoch 4 Batch 289/538 - Train Accuracy: 0.662, Validation Accuracy: 0.652, Loss: 0.565 Epoch 4 Batch 290/538 - Train Accuracy: 0.621, Validation Accuracy: 0.656, Loss: 0.601 Epoch 4 Batch 291/538 - Train Accuracy: 0.636, Validation Accuracy: 0.657, Loss: 0.599 Epoch 4 Batch 292/538 - Train Accuracy: 0.656, Validation Accuracy: 0.656, Loss: 0.569 Epoch 4 Batch 293/538 - Train Accuracy: 0.632, Validation Accuracy: 0.658, Loss: 0.578 Epoch 4 Batch 294/538 - Train Accuracy: 0.614, Validation Accuracy: 0.661, Loss: 0.622 Epoch 4 Batch 295/538 - Train Accuracy: 0.669, Validation Accuracy: 0.661, Loss: 0.560 Epoch 4 Batch 296/538 - Train Accuracy: 0.651, Validation Accuracy: 0.660, Loss: 0.581 Epoch 4 Batch 297/538 - Train Accuracy: 0.611, Validation Accuracy: 0.659, Loss: 0.620 Epoch 4 Batch 298/538 - Train Accuracy: 0.631, Validation Accuracy: 0.661, Loss: 0.596 Epoch 4 Batch 299/538 - Train Accuracy: 0.643, Validation Accuracy: 0.663, Loss: 0.622 Epoch 4 Batch 300/538 - Train Accuracy: 0.660, Validation Accuracy: 0.663, Loss: 0.592 Epoch 4 Batch 301/538 - Train Accuracy: 0.633, Validation Accuracy: 0.658, Loss: 0.591 Epoch 4 Batch 302/538 - Train Accuracy: 0.669, Validation Accuracy: 0.657, Loss: 0.572 Epoch 4 Batch 303/538 - Train Accuracy: 0.677, Validation Accuracy: 0.660, Loss: 0.567 Epoch 4 Batch 304/538 - Train Accuracy: 0.626, Validation Accuracy: 0.662, Loss: 0.607 Epoch 4 Batch 305/538 - Train Accuracy: 0.636, Validation Accuracy: 0.660, Loss: 0.580 Epoch 4 Batch 306/538 - Train Accuracy: 0.644, Validation Accuracy: 0.660, Loss: 0.605 Epoch 4 Batch 307/538 - Train Accuracy: 0.644, Validation Accuracy: 0.661, Loss: 0.600 Epoch 4 Batch 308/538 - Train Accuracy: 0.648, Validation Accuracy: 0.662, Loss: 0.582 Epoch 4 Batch 309/538 - Train Accuracy: 0.623, Validation Accuracy: 0.661, Loss: 0.594 Epoch 4 Batch 310/538 - Train Accuracy: 0.639, Validation Accuracy: 0.661, Loss: 0.612 Epoch 4 Batch 311/538 - Train Accuracy: 0.650, Validation Accuracy: 0.662, Loss: 0.579 Epoch 4 Batch 312/538 - Train Accuracy: 0.682, Validation Accuracy: 0.659, Loss: 0.552 Epoch 4 Batch 313/538 - Train Accuracy: 0.638, Validation Accuracy: 0.660, Loss: 0.625 Epoch 4 Batch 314/538 - Train Accuracy: 0.640, Validation Accuracy: 0.660, Loss: 0.596 Epoch 4 Batch 315/538 - Train Accuracy: 0.627, Validation Accuracy: 0.659, Loss: 0.592 Epoch 4 Batch 316/538 - Train Accuracy: 0.642, Validation Accuracy: 0.660, Loss: 0.582 Epoch 4 Batch 317/538 - Train Accuracy: 0.647, Validation Accuracy: 0.659, Loss: 0.600 Epoch 4 Batch 318/538 - Train Accuracy: 0.622, Validation Accuracy: 0.657, Loss: 0.601 Epoch 4 Batch 319/538 - Train Accuracy: 0.639, Validation Accuracy: 0.657, Loss: 0.584 Epoch 4 Batch 320/538 - Train Accuracy: 0.643, Validation Accuracy: 0.657, Loss: 0.585 Epoch 4 Batch 321/538 - Train Accuracy: 0.637, Validation Accuracy: 0.657, Loss: 0.562 Epoch 4 Batch 322/538 - Train Accuracy: 0.651, Validation Accuracy: 0.661, Loss: 0.598 Epoch 4 Batch 323/538 - Train Accuracy: 0.641, Validation Accuracy: 0.664, Loss: 0.582 Epoch 4 Batch 324/538 - Train Accuracy: 0.620, Validation Accuracy: 0.661, Loss: 0.620 Epoch 4 Batch 325/538 - Train Accuracy: 0.646, Validation Accuracy: 0.663, Loss: 0.590 Epoch 4 Batch 326/538 - Train Accuracy: 0.637, Validation Accuracy: 0.660, Loss: 0.600 Epoch 4 Batch 327/538 - Train Accuracy: 0.637, Validation Accuracy: 0.662, Loss: 0.607 Epoch 4 Batch 328/538 - Train Accuracy: 0.665, Validation Accuracy: 0.662, Loss: 0.573 Epoch 4 Batch 329/538 - Train Accuracy: 0.655, Validation Accuracy: 0.657, Loss: 0.591 Epoch 4 Batch 330/538 - Train Accuracy: 0.646, Validation Accuracy: 0.655, Loss: 0.562 Epoch 4 Batch 331/538 - Train Accuracy: 0.629, Validation Accuracy: 0.655, Loss: 0.581 Epoch 4 Batch 332/538 - Train Accuracy: 0.637, Validation Accuracy: 0.662, Loss: 0.604 Epoch 4 Batch 333/538 - Train Accuracy: 0.644, Validation Accuracy: 0.661, Loss: 0.576 Epoch 4 Batch 334/538 - Train Accuracy: 0.676, Validation Accuracy: 0.658, Loss: 0.560 Epoch 4 Batch 335/538 - Train Accuracy: 0.647, Validation Accuracy: 0.652, Loss: 0.583 Epoch 4 Batch 336/538 - Train Accuracy: 0.646, Validation Accuracy: 0.655, Loss: 0.578 Epoch 4 Batch 337/538 - Train Accuracy: 0.645, Validation Accuracy: 0.657, Loss: 0.590 Epoch 4 Batch 338/538 - Train Accuracy: 0.632, Validation Accuracy: 0.659, Loss: 0.591 Epoch 4 Batch 339/538 - Train Accuracy: 0.644, Validation Accuracy: 0.658, Loss: 0.587 Epoch 4 Batch 340/538 - Train Accuracy: 0.623, Validation Accuracy: 0.657, Loss: 0.612 Epoch 4 Batch 341/538 - Train Accuracy: 0.626, Validation Accuracy: 0.658, Loss: 0.602 Epoch 4 Batch 342/538 - Train Accuracy: 0.649, Validation Accuracy: 0.662, Loss: 0.585 Epoch 4 Batch 343/538 - Train Accuracy: 0.663, Validation Accuracy: 0.660, Loss: 0.611 Epoch 4 Batch 344/538 - Train Accuracy: 0.636, Validation Accuracy: 0.660, Loss: 0.596 Epoch 4 Batch 345/538 - Train Accuracy: 0.669, Validation Accuracy: 0.661, Loss: 0.576 Epoch 4 Batch 346/538 - Train Accuracy: 0.634, Validation Accuracy: 0.663, Loss: 0.600 Epoch 4 Batch 347/538 - Train Accuracy: 0.645, Validation Accuracy: 0.664, Loss: 0.611 Epoch 4 Batch 348/538 - Train Accuracy: 0.640, Validation Accuracy: 0.660, Loss: 0.561 Epoch 4 Batch 349/538 - Train Accuracy: 0.608, Validation Accuracy: 0.660, Loss: 0.585 Epoch 4 Batch 350/538 - Train Accuracy: 0.640, Validation Accuracy: 0.661, Loss: 0.603 Epoch 4 Batch 351/538 - Train Accuracy: 0.622, Validation Accuracy: 0.661, Loss: 0.632 Epoch 4 Batch 352/538 - Train Accuracy: 0.656, Validation Accuracy: 0.658, Loss: 0.595 Epoch 4 Batch 353/538 - Train Accuracy: 0.653, Validation Accuracy: 0.658, Loss: 0.606 Epoch 4 Batch 354/538 - Train Accuracy: 0.615, Validation Accuracy: 0.661, Loss: 0.623 Epoch 4 Batch 355/538 - Train Accuracy: 0.617, Validation Accuracy: 0.661, Loss: 0.617 Epoch 4 Batch 356/538 - Train Accuracy: 0.646, Validation Accuracy: 0.659, Loss: 0.558 Epoch 4 Batch 357/538 - Train Accuracy: 0.645, Validation Accuracy: 0.659, Loss: 0.591 Epoch 4 Batch 358/538 - Train Accuracy: 0.629, Validation Accuracy: 0.658, Loss: 0.603 Epoch 4 Batch 359/538 - Train Accuracy: 0.651, Validation Accuracy: 0.658, Loss: 0.586 Epoch 4 Batch 360/538 - Train Accuracy: 0.639, Validation Accuracy: 0.656, Loss: 0.608 Epoch 4 Batch 361/538 - Train Accuracy: 0.628, Validation Accuracy: 0.655, Loss: 0.583 Epoch 4 Batch 362/538 - Train Accuracy: 0.648, Validation Accuracy: 0.656, Loss: 0.563 Epoch 4 Batch 363/538 - Train Accuracy: 0.644, Validation Accuracy: 0.657, Loss: 0.562 Epoch 4 Batch 364/538 - Train Accuracy: 0.610, Validation Accuracy: 0.660, Loss: 0.616 Epoch 4 Batch 365/538 - Train Accuracy: 0.640, Validation Accuracy: 0.661, Loss: 0.598 Epoch 4 Batch 366/538 - Train Accuracy: 0.647, Validation Accuracy: 0.658, Loss: 0.588 Epoch 4 Batch 367/538 - Train Accuracy: 0.653, Validation Accuracy: 0.655, Loss: 0.571 Epoch 4 Batch 368/538 - Train Accuracy: 0.698, Validation Accuracy: 0.656, Loss: 0.523 Epoch 4 Batch 369/538 - Train Accuracy: 0.638, Validation Accuracy: 0.658, Loss: 0.585 Epoch 4 Batch 370/538 - Train Accuracy: 0.629, Validation Accuracy: 0.656, Loss: 0.614 Epoch 4 Batch 371/538 - Train Accuracy: 0.632, Validation Accuracy: 0.655, Loss: 0.584 Epoch 4 Batch 372/538 - Train Accuracy: 0.661, Validation Accuracy: 0.652, Loss: 0.585 Epoch 4 Batch 373/538 - Train Accuracy: 0.636, Validation Accuracy: 0.652, Loss: 0.587 Epoch 4 Batch 374/538 - Train Accuracy: 0.621, Validation Accuracy: 0.654, Loss: 0.611 Epoch 4 Batch 375/538 - Train Accuracy: 0.653, Validation Accuracy: 0.652, Loss: 0.569 Epoch 4 Batch 376/538 - Train Accuracy: 0.643, Validation Accuracy: 0.658, Loss: 0.610 Epoch 4 Batch 377/538 - Train Accuracy: 0.648, Validation Accuracy: 0.658, Loss: 0.581 Epoch 4 Batch 378/538 - Train Accuracy: 0.644, Validation Accuracy: 0.657, Loss: 0.569 Epoch 4 Batch 379/538 - Train Accuracy: 0.657, Validation Accuracy: 0.657, Loss: 0.567 Epoch 4 Batch 380/538 - Train Accuracy: 0.622, Validation Accuracy: 0.661, Loss: 0.576 Epoch 4 Batch 381/538 - Train Accuracy: 0.640, Validation Accuracy: 0.662, Loss: 0.561 Epoch 4 Batch 382/538 - Train Accuracy: 0.645, Validation Accuracy: 0.662, Loss: 0.594 Epoch 4 Batch 383/538 - Train Accuracy: 0.630, Validation Accuracy: 0.660, Loss: 0.592 Epoch 4 Batch 384/538 - Train Accuracy: 0.671, Validation Accuracy: 0.659, Loss: 0.571 Epoch 4 Batch 385/538 - Train Accuracy: 0.663, Validation Accuracy: 0.662, Loss: 0.582 Epoch 4 Batch 386/538 - Train Accuracy: 0.637, Validation Accuracy: 0.661, Loss: 0.606 Epoch 4 Batch 387/538 - Train Accuracy: 0.637, Validation Accuracy: 0.662, Loss: 0.590 Epoch 4 Batch 388/538 - Train Accuracy: 0.645, Validation Accuracy: 0.663, Loss: 0.570 Epoch 4 Batch 389/538 - Train Accuracy: 0.633, Validation Accuracy: 0.661, Loss: 0.616 Epoch 4 Batch 390/538 - Train Accuracy: 0.660, Validation Accuracy: 0.659, Loss: 0.568 Epoch 4 Batch 391/538 - Train Accuracy: 0.646, Validation Accuracy: 0.661, Loss: 0.583 Epoch 4 Batch 392/538 - Train Accuracy: 0.641, Validation Accuracy: 0.663, Loss: 0.570 Epoch 4 Batch 393/538 - Train Accuracy: 0.660, Validation Accuracy: 0.665, Loss: 0.548 Epoch 4 Batch 394/538 - Train Accuracy: 0.593, Validation Accuracy: 0.664, Loss: 0.608 Epoch 4 Batch 395/538 - Train Accuracy: 0.634, Validation Accuracy: 0.661, Loss: 0.616 Epoch 4 Batch 396/538 - Train Accuracy: 0.630, Validation Accuracy: 0.659, Loss: 0.587 Epoch 4 Batch 397/538 - Train Accuracy: 0.626, Validation Accuracy: 0.664, Loss: 0.616 Epoch 4 Batch 398/538 - Train Accuracy: 0.638, Validation Accuracy: 0.664, Loss: 0.594 Epoch 4 Batch 399/538 - Train Accuracy: 0.617, Validation Accuracy: 0.663, Loss: 0.610 Epoch 4 Batch 400/538 - Train Accuracy: 0.635, Validation Accuracy: 0.664, Loss: 0.594 Epoch 4 Batch 401/538 - Train Accuracy: 0.635, Validation Accuracy: 0.659, Loss: 0.598 Epoch 4 Batch 402/538 - Train Accuracy: 0.645, Validation Accuracy: 0.657, Loss: 0.580 Epoch 4 Batch 403/538 - Train Accuracy: 0.621, Validation Accuracy: 0.663, Loss: 0.604 Epoch 4 Batch 404/538 - Train Accuracy: 0.654, Validation Accuracy: 0.660, Loss: 0.567 Epoch 4 Batch 405/538 - Train Accuracy: 0.631, Validation Accuracy: 0.661, Loss: 0.567 Epoch 4 Batch 406/538 - Train Accuracy: 0.648, Validation Accuracy: 0.660, Loss: 0.575 Epoch 4 Batch 407/538 - Train Accuracy: 0.651, Validation Accuracy: 0.656, Loss: 0.578 Epoch 4 Batch 408/538 - Train Accuracy: 0.600, Validation Accuracy: 0.659, Loss: 0.629 Epoch 4 Batch 409/538 - Train Accuracy: 0.621, Validation Accuracy: 0.662, Loss: 0.601 Epoch 4 Batch 410/538 - Train Accuracy: 0.624, Validation Accuracy: 0.661, Loss: 0.586 Epoch 4 Batch 411/538 - Train Accuracy: 0.633, Validation Accuracy: 0.659, Loss: 0.563 Epoch 4 Batch 412/538 - Train Accuracy: 0.648, Validation Accuracy: 0.659, Loss: 0.568 Epoch 4 Batch 413/538 - Train Accuracy: 0.638, Validation Accuracy: 0.658, Loss: 0.593 Epoch 4 Batch 414/538 - Train Accuracy: 0.632, Validation Accuracy: 0.658, Loss: 0.607 Epoch 4 Batch 415/538 - Train Accuracy: 0.630, Validation Accuracy: 0.657, Loss: 0.606 Epoch 4 Batch 416/538 - Train Accuracy: 0.679, Validation Accuracy: 0.657, Loss: 0.544 Epoch 4 Batch 417/538 - Train Accuracy: 0.645, Validation Accuracy: 0.656, Loss: 0.594 Epoch 4 Batch 418/538 - Train Accuracy: 0.622, Validation Accuracy: 0.659, Loss: 0.608 Epoch 4 Batch 419/538 - Train Accuracy: 0.640, Validation Accuracy: 0.657, Loss: 0.582 Epoch 4 Batch 420/538 - Train Accuracy: 0.652, Validation Accuracy: 0.657, Loss: 0.567 Epoch 4 Batch 421/538 - Train Accuracy: 0.645, Validation Accuracy: 0.658, Loss: 0.562 Epoch 4 Batch 422/538 - Train Accuracy: 0.637, Validation Accuracy: 0.656, Loss: 0.582 Epoch 4 Batch 423/538 - Train Accuracy: 0.653, Validation Accuracy: 0.656, Loss: 0.587 Epoch 4 Batch 424/538 - Train Accuracy: 0.631, Validation Accuracy: 0.659, Loss: 0.569 Epoch 4 Batch 425/538 - Train Accuracy: 0.638, Validation Accuracy: 0.661, Loss: 0.571 Epoch 4 Batch 426/538 - Train Accuracy: 0.667, Validation Accuracy: 0.662, Loss: 0.572 Epoch 4 Batch 427/538 - Train Accuracy: 0.624, Validation Accuracy: 0.662, Loss: 0.586 Epoch 4 Batch 428/538 - Train Accuracy: 0.656, Validation Accuracy: 0.662, Loss: 0.563 Epoch 4 Batch 429/538 - Train Accuracy: 0.655, Validation Accuracy: 0.660, Loss: 0.583 Epoch 4 Batch 430/538 - Train Accuracy: 0.640, Validation Accuracy: 0.659, Loss: 0.578 Epoch 4 Batch 431/538 - Train Accuracy: 0.635, Validation Accuracy: 0.659, Loss: 0.572 Epoch 4 Batch 432/538 - Train Accuracy: 0.682, Validation Accuracy: 0.663, Loss: 0.536 Epoch 4 Batch 433/538 - Train Accuracy: 0.615, Validation Accuracy: 0.662, Loss: 0.621 Epoch 4 Batch 434/538 - Train Accuracy: 0.621, Validation Accuracy: 0.661, Loss: 0.598 Epoch 4 Batch 435/538 - Train Accuracy: 0.631, Validation Accuracy: 0.659, Loss: 0.582 Epoch 4 Batch 436/538 - Train Accuracy: 0.621, Validation Accuracy: 0.658, Loss: 0.594 Epoch 4 Batch 437/538 - Train Accuracy: 0.625, Validation Accuracy: 0.659, Loss: 0.599 Epoch 4 Batch 438/538 - Train Accuracy: 0.654, Validation Accuracy: 0.667, Loss: 0.580 Epoch 4 Batch 439/538 - Train Accuracy: 0.659, Validation Accuracy: 0.667, Loss: 0.564 Epoch 4 Batch 440/538 - Train Accuracy: 0.641, Validation Accuracy: 0.667, Loss: 0.622 Epoch 4 Batch 441/538 - Train Accuracy: 0.622, Validation Accuracy: 0.665, Loss: 0.593 Epoch 4 Batch 442/538 - Train Accuracy: 0.660, Validation Accuracy: 0.662, Loss: 0.534 Epoch 4 Batch 443/538 - Train Accuracy: 0.662, Validation Accuracy: 0.666, Loss: 0.578 Epoch 4 Batch 444/538 - Train Accuracy: 0.694, Validation Accuracy: 0.667, Loss: 0.549 Epoch 4 Batch 445/538 - Train Accuracy: 0.650, Validation Accuracy: 0.668, Loss: 0.562 Epoch 4 Batch 446/538 - Train Accuracy: 0.664, Validation Accuracy: 0.664, Loss: 0.560 Epoch 4 Batch 447/538 - Train Accuracy: 0.623, Validation Accuracy: 0.664, Loss: 0.592 Epoch 4 Batch 448/538 - Train Accuracy: 0.658, Validation Accuracy: 0.664, Loss: 0.541 Epoch 4 Batch 449/538 - Train Accuracy: 0.628, Validation Accuracy: 0.664, Loss: 0.598 Epoch 4 Batch 450/538 - Train Accuracy: 0.655, Validation Accuracy: 0.662, Loss: 0.584 Epoch 4 Batch 451/538 - Train Accuracy: 0.632, Validation Accuracy: 0.661, Loss: 0.575 Epoch 4 Batch 452/538 - Train Accuracy: 0.643, Validation Accuracy: 0.660, Loss: 0.563 Epoch 4 Batch 453/538 - Train Accuracy: 0.638, Validation Accuracy: 0.663, Loss: 0.584 Epoch 4 Batch 454/538 - Train Accuracy: 0.660, Validation Accuracy: 0.666, Loss: 0.549 Epoch 4 Batch 455/538 - Train Accuracy: 0.673, Validation Accuracy: 0.662, Loss: 0.543 Epoch 4 Batch 456/538 - Train Accuracy: 0.712, Validation Accuracy: 0.665, Loss: 0.538 Epoch 4 Batch 457/538 - Train Accuracy: 0.635, Validation Accuracy: 0.664, Loss: 0.601 Epoch 4 Batch 458/538 - Train Accuracy: 0.636, Validation Accuracy: 0.664, Loss: 0.559 Epoch 4 Batch 459/538 - Train Accuracy: 0.666, Validation Accuracy: 0.665, Loss: 0.583 Epoch 4 Batch 460/538 - Train Accuracy: 0.617, Validation Accuracy: 0.663, Loss: 0.567 Epoch 4 Batch 461/538 - Train Accuracy: 0.598, Validation Accuracy: 0.658, Loss: 0.625 Epoch 4 Batch 462/538 - Train Accuracy: 0.645, Validation Accuracy: 0.659, Loss: 0.569 Epoch 4 Batch 463/538 - Train Accuracy: 0.624, Validation Accuracy: 0.661, Loss: 0.591 Epoch 4 Batch 464/538 - Train Accuracy: 0.637, Validation Accuracy: 0.664, Loss: 0.598 Epoch 4 Batch 465/538 - Train Accuracy: 0.616, Validation Accuracy: 0.660, Loss: 0.584 Epoch 4 Batch 466/538 - Train Accuracy: 0.625, Validation Accuracy: 0.661, Loss: 0.596 Epoch 4 Batch 467/538 - Train Accuracy: 0.638, Validation Accuracy: 0.664, Loss: 0.571 Epoch 4 Batch 468/538 - Train Accuracy: 0.666, Validation Accuracy: 0.666, Loss: 0.586 Epoch 4 Batch 469/538 - Train Accuracy: 0.634, Validation Accuracy: 0.665, Loss: 0.593 Epoch 4 Batch 470/538 - Train Accuracy: 0.661, Validation Accuracy: 0.662, Loss: 0.564 Epoch 4 Batch 471/538 - Train Accuracy: 0.645, Validation Accuracy: 0.662, Loss: 0.575 Epoch 4 Batch 472/538 - Train Accuracy: 0.663, Validation Accuracy: 0.662, Loss: 0.567 Epoch 4 Batch 473/538 - Train Accuracy: 0.606, Validation Accuracy: 0.663, Loss: 0.580 Epoch 4 Batch 474/538 - Train Accuracy: 0.651, Validation Accuracy: 0.665, Loss: 0.549 Epoch 4 Batch 475/538 - Train Accuracy: 0.641, Validation Accuracy: 0.661, Loss: 0.558 Epoch 4 Batch 476/538 - Train Accuracy: 0.606, Validation Accuracy: 0.665, Loss: 0.574 Epoch 4 Batch 477/538 - Train Accuracy: 0.655, Validation Accuracy: 0.666, Loss: 0.579 Epoch 4 Batch 478/538 - Train Accuracy: 0.660, Validation Accuracy: 0.662, Loss: 0.551 Epoch 4 Batch 479/538 - Train Accuracy: 0.666, Validation Accuracy: 0.663, Loss: 0.548 Epoch 4 Batch 480/538 - Train Accuracy: 0.649, Validation Accuracy: 0.667, Loss: 0.560 Epoch 4 Batch 481/538 - Train Accuracy: 0.648, Validation Accuracy: 0.669, Loss: 0.556 Epoch 4 Batch 482/538 - Train Accuracy: 0.657, Validation Accuracy: 0.668, Loss: 0.520 Epoch 4 Batch 483/538 - Train Accuracy: 0.625, Validation Accuracy: 0.668, Loss: 0.572 Epoch 4 Batch 484/538 - Train Accuracy: 0.665, Validation Accuracy: 0.667, Loss: 0.598 Epoch 4 Batch 485/538 - Train Accuracy: 0.640, Validation Accuracy: 0.662, Loss: 0.557 Epoch 4 Batch 486/538 - Train Accuracy: 0.650, Validation Accuracy: 0.660, Loss: 0.539 Epoch 4 Batch 487/538 - Train Accuracy: 0.651, Validation Accuracy: 0.667, Loss: 0.542 Epoch 4 Batch 488/538 - Train Accuracy: 0.671, Validation Accuracy: 0.669, Loss: 0.573 Epoch 4 Batch 489/538 - Train Accuracy: 0.637, Validation Accuracy: 0.663, Loss: 0.585 Epoch 4 Batch 490/538 - Train Accuracy: 0.642, Validation Accuracy: 0.665, Loss: 0.555 Epoch 4 Batch 491/538 - Train Accuracy: 0.628, Validation Accuracy: 0.667, Loss: 0.603 Epoch 4 Batch 492/538 - Train Accuracy: 0.656, Validation Accuracy: 0.665, Loss: 0.575 Epoch 4 Batch 493/538 - Train Accuracy: 0.617, Validation Accuracy: 0.664, Loss: 0.564 Epoch 4 Batch 494/538 - Train Accuracy: 0.636, Validation Accuracy: 0.665, Loss: 0.596 Epoch 4 Batch 495/538 - Train Accuracy: 0.656, Validation Accuracy: 0.666, Loss: 0.595 Epoch 4 Batch 496/538 - Train Accuracy: 0.658, Validation Accuracy: 0.664, Loss: 0.561 Epoch 4 Batch 497/538 - Train Accuracy: 0.654, Validation Accuracy: 0.665, Loss: 0.552 Epoch 4 Batch 498/538 - Train Accuracy: 0.618, Validation Accuracy: 0.665, Loss: 0.572 Epoch 4 Batch 499/538 - Train Accuracy: 0.685, Validation Accuracy: 0.664, Loss: 0.548 Epoch 4 Batch 500/538 - Train Accuracy: 0.666, Validation Accuracy: 0.669, Loss: 0.529 Epoch 4 Batch 501/538 - Train Accuracy: 0.652, Validation Accuracy: 0.667, Loss: 0.571 Epoch 4 Batch 502/538 - Train Accuracy: 0.624, Validation Accuracy: 0.668, Loss: 0.570 Epoch 4 Batch 503/538 - Train Accuracy: 0.679, Validation Accuracy: 0.669, Loss: 0.560 Epoch 4 Batch 504/538 - Train Accuracy: 0.643, Validation Accuracy: 0.662, Loss: 0.571 Epoch 4 Batch 505/538 - Train Accuracy: 0.648, Validation Accuracy: 0.661, Loss: 0.557 Epoch 4 Batch 506/538 - Train Accuracy: 0.662, Validation Accuracy: 0.662, Loss: 0.568 Epoch 4 Batch 507/538 - Train Accuracy: 0.630, Validation Accuracy: 0.669, Loss: 0.596 Epoch 4 Batch 508/538 - Train Accuracy: 0.656, Validation Accuracy: 0.671, Loss: 0.557 Epoch 4 Batch 509/538 - Train Accuracy: 0.620, Validation Accuracy: 0.669, Loss: 0.575 Epoch 4 Batch 510/538 - Train Accuracy: 0.653, Validation Accuracy: 0.662, Loss: 0.550 Epoch 4 Batch 511/538 - Train Accuracy: 0.661, Validation Accuracy: 0.663, Loss: 0.543 Epoch 4 Batch 512/538 - Train Accuracy: 0.672, Validation Accuracy: 0.662, Loss: 0.554 Epoch 4 Batch 513/538 - Train Accuracy: 0.622, Validation Accuracy: 0.663, Loss: 0.580 Epoch 4 Batch 514/538 - Train Accuracy: 0.627, Validation Accuracy: 0.662, Loss: 0.582 Epoch 4 Batch 515/538 - Train Accuracy: 0.648, Validation Accuracy: 0.664, Loss: 0.574 Epoch 4 Batch 516/538 - Train Accuracy: 0.616, Validation Accuracy: 0.660, Loss: 0.567 Epoch 4 Batch 517/538 - Train Accuracy: 0.638, Validation Accuracy: 0.663, Loss: 0.559 Epoch 4 Batch 518/538 - Train Accuracy: 0.629, Validation Accuracy: 0.664, Loss: 0.603 Epoch 4 Batch 519/538 - Train Accuracy: 0.680, Validation Accuracy: 0.668, Loss: 0.547 Epoch 4 Batch 520/538 - Train Accuracy: 0.637, Validation Accuracy: 0.671, Loss: 0.605 Epoch 4 Batch 521/538 - Train Accuracy: 0.648, Validation Accuracy: 0.671, Loss: 0.582 Epoch 4 Batch 522/538 - Train Accuracy: 0.623, Validation Accuracy: 0.667, Loss: 0.570 Epoch 4 Batch 523/538 - Train Accuracy: 0.639, Validation Accuracy: 0.665, Loss: 0.585 Epoch 4 Batch 524/538 - Train Accuracy: 0.602, Validation Accuracy: 0.665, Loss: 0.596 Epoch 4 Batch 525/538 - Train Accuracy: 0.681, Validation Accuracy: 0.670, Loss: 0.553 Epoch 4 Batch 526/538 - Train Accuracy: 0.639, Validation Accuracy: 0.667, Loss: 0.572 Epoch 4 Batch 527/538 - Train Accuracy: 0.654, Validation Accuracy: 0.666, Loss: 0.568 Epoch 4 Batch 528/538 - Train Accuracy: 0.638, Validation Accuracy: 0.664, Loss: 0.610 Epoch 4 Batch 529/538 - Train Accuracy: 0.628, Validation Accuracy: 0.665, Loss: 0.579 Epoch 4 Batch 530/538 - Train Accuracy: 0.644, Validation Accuracy: 0.668, Loss: 0.583 Epoch 4 Batch 531/538 - Train Accuracy: 0.657, Validation Accuracy: 0.668, Loss: 0.574 Epoch 4 Batch 532/538 - Train Accuracy: 0.605, Validation Accuracy: 0.664, Loss: 0.579 Epoch 4 Batch 533/538 - Train Accuracy: 0.667, Validation Accuracy: 0.666, Loss: 0.575 Epoch 4 Batch 534/538 - Train Accuracy: 0.648, Validation Accuracy: 0.667, Loss: 0.549 Epoch 4 Batch 535/538 - Train Accuracy: 0.658, Validation Accuracy: 0.670, Loss: 0.562 Epoch 4 Batch 536/538 - Train Accuracy: 0.642, Validation Accuracy: 0.671, Loss: 0.569 Epoch 5 Batch 0/538 - Train Accuracy: 0.618, Validation Accuracy: 0.668, Loss: 0.575 Epoch 5 Batch 1/538 - Train Accuracy: 0.652, Validation Accuracy: 0.667, Loss: 0.577 Epoch 5 Batch 2/538 - Train Accuracy: 0.621, Validation Accuracy: 0.663, Loss: 0.598 Epoch 5 Batch 3/538 - Train Accuracy: 0.607, Validation Accuracy: 0.659, Loss: 0.574 Epoch 5 Batch 4/538 - Train Accuracy: 0.655, Validation Accuracy: 0.665, Loss: 0.566 Epoch 5 Batch 5/538 - Train Accuracy: 0.618, Validation Accuracy: 0.665, Loss: 0.581 Epoch 5 Batch 6/538 - Train Accuracy: 0.641, Validation Accuracy: 0.661, Loss: 0.546 Epoch 5 Batch 7/538 - Train Accuracy: 0.668, Validation Accuracy: 0.659, Loss: 0.568 Epoch 5 Batch 8/538 - Train Accuracy: 0.642, Validation Accuracy: 0.659, Loss: 0.577 Epoch 5 Batch 9/538 - Train Accuracy: 0.627, Validation Accuracy: 0.659, Loss: 0.569 Epoch 5 Batch 10/538 - Train Accuracy: 0.610, Validation Accuracy: 0.662, Loss: 0.594 Epoch 5 Batch 11/538 - Train Accuracy: 0.634, Validation Accuracy: 0.664, Loss: 0.572 Epoch 5 Batch 12/538 - Train Accuracy: 0.613, Validation Accuracy: 0.662, Loss: 0.580 Epoch 5 Batch 13/538 - Train Accuracy: 0.663, Validation Accuracy: 0.668, Loss: 0.533 Epoch 5 Batch 14/538 - Train Accuracy: 0.627, Validation Accuracy: 0.654, Loss: 0.565 Epoch 5 Batch 15/538 - Train Accuracy: 0.658, Validation Accuracy: 0.666, Loss: 0.550 Epoch 5 Batch 16/538 - Train Accuracy: 0.644, Validation Accuracy: 0.664, Loss: 0.544 Epoch 5 Batch 17/538 - Train Accuracy: 0.646, Validation Accuracy: 0.665, Loss: 0.567 Epoch 5 Batch 18/538 - Train Accuracy: 0.621, Validation Accuracy: 0.668, Loss: 0.591 Epoch 5 Batch 19/538 - Train Accuracy: 0.627, Validation Accuracy: 0.668, Loss: 0.582 Epoch 5 Batch 20/538 - Train Accuracy: 0.645, Validation Accuracy: 0.666, Loss: 0.568 Epoch 5 Batch 21/538 - Train Accuracy: 0.627, Validation Accuracy: 0.664, Loss: 0.582 Epoch 5 Batch 22/538 - Train Accuracy: 0.626, Validation Accuracy: 0.666, Loss: 0.581 Epoch 5 Batch 23/538 - Train Accuracy: 0.654, Validation Accuracy: 0.661, Loss: 0.588 Epoch 5 Batch 24/538 - Train Accuracy: 0.620, Validation Accuracy: 0.656, Loss: 0.574 Epoch 5 Batch 25/538 - Train Accuracy: 0.629, Validation Accuracy: 0.660, Loss: 0.577 Epoch 5 Batch 26/538 - Train Accuracy: 0.623, Validation Accuracy: 0.662, Loss: 0.586 Epoch 5 Batch 27/538 - Train Accuracy: 0.658, Validation Accuracy: 0.663, Loss: 0.558 Epoch 5 Batch 28/538 - Train Accuracy: 0.665, Validation Accuracy: 0.661, Loss: 0.515 Epoch 5 Batch 29/538 - Train Accuracy: 0.643, Validation Accuracy: 0.660, Loss: 0.546 Epoch 5 Batch 30/538 - Train Accuracy: 0.635, Validation Accuracy: 0.662, Loss: 0.591 Epoch 5 Batch 31/538 - Train Accuracy: 0.643, Validation Accuracy: 0.662, Loss: 0.542 Epoch 5 Batch 32/538 - Train Accuracy: 0.642, Validation Accuracy: 0.666, Loss: 0.545 Epoch 5 Batch 33/538 - Train Accuracy: 0.658, Validation Accuracy: 0.665, Loss: 0.544 Epoch 5 Batch 34/538 - Train Accuracy: 0.642, Validation Accuracy: 0.666, Loss: 0.579 Epoch 5 Batch 35/538 - Train Accuracy: 0.651, Validation Accuracy: 0.667, Loss: 0.563 Epoch 5 Batch 36/538 - Train Accuracy: 0.642, Validation Accuracy: 0.671, Loss: 0.543 Epoch 5 Batch 37/538 - Train Accuracy: 0.642, Validation Accuracy: 0.667, Loss: 0.565 Epoch 5 Batch 38/538 - Train Accuracy: 0.613, Validation Accuracy: 0.665, Loss: 0.567 Epoch 5 Batch 39/538 - Train Accuracy: 0.640, Validation Accuracy: 0.670, Loss: 0.571 Epoch 5 Batch 40/538 - Train Accuracy: 0.678, Validation Accuracy: 0.668, Loss: 0.515 Epoch 5 Batch 41/538 - Train Accuracy: 0.629, Validation Accuracy: 0.661, Loss: 0.574 Epoch 5 Batch 42/538 - Train Accuracy: 0.665, Validation Accuracy: 0.662, Loss: 0.556 Epoch 5 Batch 43/538 - Train Accuracy: 0.652, Validation Accuracy: 0.664, Loss: 0.596 Epoch 5 Batch 44/538 - Train Accuracy: 0.631, Validation Accuracy: 0.664, Loss: 0.574 Epoch 5 Batch 45/538 - Train Accuracy: 0.649, Validation Accuracy: 0.662, Loss: 0.537 Epoch 5 Batch 46/538 - Train Accuracy: 0.644, Validation Accuracy: 0.662, Loss: 0.557 Epoch 5 Batch 47/538 - Train Accuracy: 0.642, Validation Accuracy: 0.662, Loss: 0.548 Epoch 5 Batch 48/538 - Train Accuracy: 0.678, Validation Accuracy: 0.664, Loss: 0.540 Epoch 5 Batch 49/538 - Train Accuracy: 0.643, Validation Accuracy: 0.662, Loss: 0.588 Epoch 5 Batch 50/538 - Train Accuracy: 0.639, Validation Accuracy: 0.660, Loss: 0.559 Epoch 5 Batch 51/538 - Train Accuracy: 0.606, Validation Accuracy: 0.664, Loss: 0.622 Epoch 5 Batch 52/538 - Train Accuracy: 0.645, Validation Accuracy: 0.661, Loss: 0.580 Epoch 5 Batch 53/538 - Train Accuracy: 0.662, Validation Accuracy: 0.664, Loss: 0.537 Epoch 5 Batch 54/538 - Train Accuracy: 0.658, Validation Accuracy: 0.664, Loss: 0.555 Epoch 5 Batch 55/538 - Train Accuracy: 0.621, Validation Accuracy: 0.666, Loss: 0.570 Epoch 5 Batch 56/538 - Train Accuracy: 0.633, Validation Accuracy: 0.662, Loss: 0.550 Epoch 5 Batch 57/538 - Train Accuracy: 0.613, Validation Accuracy: 0.661, Loss: 0.585 Epoch 5 Batch 58/538 - Train Accuracy: 0.612, Validation Accuracy: 0.670, Loss: 0.584 Epoch 5 Batch 59/538 - Train Accuracy: 0.627, Validation Accuracy: 0.669, Loss: 0.577 Epoch 5 Batch 60/538 - Train Accuracy: 0.649, Validation Accuracy: 0.669, Loss: 0.563 Epoch 5 Batch 61/538 - Train Accuracy: 0.633, Validation Accuracy: 0.665, Loss: 0.567 Epoch 5 Batch 62/538 - Train Accuracy: 0.649, Validation Accuracy: 0.667, Loss: 0.551 Epoch 5 Batch 63/538 - Train Accuracy: 0.662, Validation Accuracy: 0.668, Loss: 0.528 Epoch 5 Batch 64/538 - Train Accuracy: 0.649, Validation Accuracy: 0.665, Loss: 0.538 Epoch 5 Batch 65/538 - Train Accuracy: 0.615, Validation Accuracy: 0.661, Loss: 0.580 Epoch 5 Batch 66/538 - Train Accuracy: 0.656, Validation Accuracy: 0.662, Loss: 0.523 Epoch 5 Batch 67/538 - Train Accuracy: 0.646, Validation Accuracy: 0.666, Loss: 0.554 Epoch 5 Batch 68/538 - Train Accuracy: 0.668, Validation Accuracy: 0.669, Loss: 0.513 Epoch 5 Batch 69/538 - Train Accuracy: 0.643, Validation Accuracy: 0.668, Loss: 0.570 Epoch 5 Batch 70/538 - Train Accuracy: 0.670, Validation Accuracy: 0.666, Loss: 0.546 Epoch 5 Batch 71/538 - Train Accuracy: 0.612, Validation Accuracy: 0.670, Loss: 0.571 Epoch 5 Batch 72/538 - Train Accuracy: 0.679, Validation Accuracy: 0.672, Loss: 0.576 Epoch 5 Batch 73/538 - Train Accuracy: 0.629, Validation Accuracy: 0.671, Loss: 0.571 Epoch 5 Batch 74/538 - Train Accuracy: 0.664, Validation Accuracy: 0.671, Loss: 0.524 Epoch 5 Batch 75/538 - Train Accuracy: 0.664, Validation Accuracy: 0.669, Loss: 0.530 Epoch 5 Batch 76/538 - Train Accuracy: 0.642, Validation Accuracy: 0.665, Loss: 0.589 Epoch 5 Batch 77/538 - Train Accuracy: 0.628, Validation Accuracy: 0.664, Loss: 0.568 Epoch 5 Batch 78/538 - Train Accuracy: 0.667, Validation Accuracy: 0.667, Loss: 0.555 Epoch 5 Batch 79/538 - Train Accuracy: 0.661, Validation Accuracy: 0.664, Loss: 0.518 Epoch 5 Batch 80/538 - Train Accuracy: 0.628, Validation Accuracy: 0.663, Loss: 0.591 Epoch 5 Batch 81/538 - Train Accuracy: 0.658, Validation Accuracy: 0.665, Loss: 0.555 Epoch 5 Batch 82/538 - Train Accuracy: 0.633, Validation Accuracy: 0.667, Loss: 0.563 Epoch 5 Batch 83/538 - Train Accuracy: 0.648, Validation Accuracy: 0.669, Loss: 0.568 Epoch 5 Batch 84/538 - Train Accuracy: 0.632, Validation Accuracy: 0.671, Loss: 0.561 Epoch 5 Batch 85/538 - Train Accuracy: 0.664, Validation Accuracy: 0.668, Loss: 0.518 Epoch 5 Batch 86/538 - Train Accuracy: 0.661, Validation Accuracy: 0.666, Loss: 0.569 Epoch 5 Batch 87/538 - Train Accuracy: 0.638, Validation Accuracy: 0.664, Loss: 0.550 Epoch 5 Batch 88/538 - Train Accuracy: 0.649, Validation Accuracy: 0.669, Loss: 0.563 Epoch 5 Batch 89/538 - Train Accuracy: 0.662, Validation Accuracy: 0.669, Loss: 0.559 Epoch 5 Batch 90/538 - Train Accuracy: 0.654, Validation Accuracy: 0.670, Loss: 0.561 Epoch 5 Batch 91/538 - Train Accuracy: 0.647, Validation Accuracy: 0.665, Loss: 0.570 Epoch 5 Batch 92/538 - Train Accuracy: 0.629, Validation Accuracy: 0.668, Loss: 0.565 Epoch 5 Batch 93/538 - Train Accuracy: 0.646, Validation Accuracy: 0.670, Loss: 0.561 Epoch 5 Batch 94/538 - Train Accuracy: 0.664, Validation Accuracy: 0.672, Loss: 0.556 Epoch 5 Batch 95/538 - Train Accuracy: 0.673, Validation Accuracy: 0.671, Loss: 0.510 Epoch 5 Batch 96/538 - Train Accuracy: 0.669, Validation Accuracy: 0.669, Loss: 0.535 Epoch 5 Batch 97/538 - Train Accuracy: 0.637, Validation Accuracy: 0.668, Loss: 0.566 Epoch 5 Batch 98/538 - Train Accuracy: 0.666, Validation Accuracy: 0.668, Loss: 0.530 Epoch 5 Batch 99/538 - Train Accuracy: 0.628, Validation Accuracy: 0.671, Loss: 0.555 Epoch 5 Batch 100/538 - Train Accuracy: 0.641, Validation Accuracy: 0.670, Loss: 0.539 Epoch 5 Batch 101/538 - Train Accuracy: 0.640, Validation Accuracy: 0.667, Loss: 0.565 Epoch 5 Batch 102/538 - Train Accuracy: 0.655, Validation Accuracy: 0.671, Loss: 0.548 Epoch 5 Batch 103/538 - Train Accuracy: 0.625, Validation Accuracy: 0.672, Loss: 0.555 Epoch 5 Batch 104/538 - Train Accuracy: 0.658, Validation Accuracy: 0.666, Loss: 0.528 Epoch 5 Batch 105/538 - Train Accuracy: 0.642, Validation Accuracy: 0.666, Loss: 0.528 Epoch 5 Batch 106/538 - Train Accuracy: 0.639, Validation Accuracy: 0.668, Loss: 0.539 Epoch 5 Batch 107/538 - Train Accuracy: 0.613, Validation Accuracy: 0.669, Loss: 0.579 Epoch 5 Batch 108/538 - Train Accuracy: 0.658, Validation Accuracy: 0.664, Loss: 0.546 Epoch 5 Batch 109/538 - Train Accuracy: 0.662, Validation Accuracy: 0.667, Loss: 0.549 Epoch 5 Batch 110/538 - Train Accuracy: 0.640, Validation Accuracy: 0.665, Loss: 0.571 Epoch 5 Batch 111/538 - Train Accuracy: 0.673, Validation Accuracy: 0.672, Loss: 0.528 Epoch 5 Batch 112/538 - Train Accuracy: 0.662, Validation Accuracy: 0.674, Loss: 0.559 Epoch 5 Batch 113/538 - Train Accuracy: 0.641, Validation Accuracy: 0.671, Loss: 0.572 Epoch 5 Batch 114/538 - Train Accuracy: 0.682, Validation Accuracy: 0.671, Loss: 0.542 Epoch 5 Batch 115/538 - Train Accuracy: 0.643, Validation Accuracy: 0.673, Loss: 0.562 Epoch 5 Batch 116/538 - Train Accuracy: 0.663, Validation Accuracy: 0.674, Loss: 0.556 Epoch 5 Batch 117/538 - Train Accuracy: 0.668, Validation Accuracy: 0.673, Loss: 0.539 Epoch 5 Batch 118/538 - Train Accuracy: 0.664, Validation Accuracy: 0.676, Loss: 0.539 Epoch 5 Batch 119/538 - Train Accuracy: 0.677, Validation Accuracy: 0.670, Loss: 0.519 Epoch 5 Batch 120/538 - Train Accuracy: 0.657, Validation Accuracy: 0.673, Loss: 0.529 Epoch 5 Batch 121/538 - Train Accuracy: 0.656, Validation Accuracy: 0.673, Loss: 0.543 Epoch 5 Batch 122/538 - Train Accuracy: 0.659, Validation Accuracy: 0.673, Loss: 0.527 Epoch 5 Batch 123/538 - Train Accuracy: 0.669, Validation Accuracy: 0.670, Loss: 0.519 Epoch 5 Batch 124/538 - Train Accuracy: 0.654, Validation Accuracy: 0.668, Loss: 0.519 Epoch 5 Batch 125/538 - Train Accuracy: 0.640, Validation Accuracy: 0.667, Loss: 0.543 Epoch 5 Batch 126/538 - Train Accuracy: 0.666, Validation Accuracy: 0.670, Loss: 0.513 Epoch 5 Batch 127/538 - Train Accuracy: 0.625, Validation Accuracy: 0.671, Loss: 0.574 Epoch 5 Batch 128/538 - Train Accuracy: 0.657, Validation Accuracy: 0.671, Loss: 0.542 Epoch 5 Batch 129/538 - Train Accuracy: 0.643, Validation Accuracy: 0.672, Loss: 0.531 Epoch 5 Batch 130/538 - Train Accuracy: 0.651, Validation Accuracy: 0.670, Loss: 0.534 Epoch 5 Batch 131/538 - Train Accuracy: 0.643, Validation Accuracy: 0.672, Loss: 0.560 Epoch 5 Batch 132/538 - Train Accuracy: 0.647, Validation Accuracy: 0.669, Loss: 0.551 Epoch 5 Batch 133/538 - Train Accuracy: 0.654, Validation Accuracy: 0.670, Loss: 0.515 Epoch 5 Batch 134/538 - Train Accuracy: 0.623, Validation Accuracy: 0.673, Loss: 0.571 Epoch 5 Batch 135/538 - Train Accuracy: 0.656, Validation Accuracy: 0.672, Loss: 0.546 Epoch 5 Batch 136/538 - Train Accuracy: 0.651, Validation Accuracy: 0.672, Loss: 0.554 Epoch 5 Batch 137/538 - Train Accuracy: 0.626, Validation Accuracy: 0.672, Loss: 0.544 Epoch 5 Batch 138/538 - Train Accuracy: 0.656, Validation Accuracy: 0.676, Loss: 0.533 Epoch 5 Batch 139/538 - Train Accuracy: 0.654, Validation Accuracy: 0.673, Loss: 0.587 Epoch 5 Batch 140/538 - Train Accuracy: 0.618, Validation Accuracy: 0.674, Loss: 0.591 Epoch 5 Batch 141/538 - Train Accuracy: 0.640, Validation Accuracy: 0.670, Loss: 0.586 Epoch 5 Batch 142/538 - Train Accuracy: 0.689, Validation Accuracy: 0.671, Loss: 0.521 Epoch 5 Batch 143/538 - Train Accuracy: 0.652, Validation Accuracy: 0.670, Loss: 0.556 Epoch 5 Batch 144/538 - Train Accuracy: 0.654, Validation Accuracy: 0.669, Loss: 0.566 Epoch 5 Batch 145/538 - Train Accuracy: 0.656, Validation Accuracy: 0.663, Loss: 0.551 Epoch 5 Batch 146/538 - Train Accuracy: 0.655, Validation Accuracy: 0.671, Loss: 0.536 Epoch 5 Batch 147/538 - Train Accuracy: 0.661, Validation Accuracy: 0.669, Loss: 0.534 Epoch 5 Batch 148/538 - Train Accuracy: 0.628, Validation Accuracy: 0.670, Loss: 0.598 Epoch 5 Batch 149/538 - Train Accuracy: 0.657, Validation Accuracy: 0.669, Loss: 0.539 Epoch 5 Batch 150/538 - Train Accuracy: 0.651, Validation Accuracy: 0.668, Loss: 0.545 Epoch 5 Batch 151/538 - Train Accuracy: 0.637, Validation Accuracy: 0.673, Loss: 0.528 Epoch 5 Batch 152/538 - Train Accuracy: 0.672, Validation Accuracy: 0.671, Loss: 0.535 Epoch 5 Batch 153/538 - Train Accuracy: 0.624, Validation Accuracy: 0.668, Loss: 0.567 Epoch 5 Batch 154/538 - Train Accuracy: 0.669, Validation Accuracy: 0.667, Loss: 0.526 Epoch 5 Batch 155/538 - Train Accuracy: 0.684, Validation Accuracy: 0.668, Loss: 0.534 Epoch 5 Batch 156/538 - Train Accuracy: 0.650, Validation Accuracy: 0.667, Loss: 0.556 Epoch 5 Batch 157/538 - Train Accuracy: 0.654, Validation Accuracy: 0.669, Loss: 0.526 Epoch 5 Batch 158/538 - Train Accuracy: 0.651, Validation Accuracy: 0.671, Loss: 0.559 Epoch 5 Batch 159/538 - Train Accuracy: 0.638, Validation Accuracy: 0.672, Loss: 0.572 Epoch 5 Batch 160/538 - Train Accuracy: 0.642, Validation Accuracy: 0.669, Loss: 0.526 Epoch 5 Batch 161/538 - Train Accuracy: 0.662, Validation Accuracy: 0.671, Loss: 0.544 Epoch 5 Batch 162/538 - Train Accuracy: 0.669, Validation Accuracy: 0.675, Loss: 0.531 Epoch 5 Batch 163/538 - Train Accuracy: 0.658, Validation Accuracy: 0.675, Loss: 0.548 Epoch 5 Batch 164/538 - Train Accuracy: 0.646, Validation Accuracy: 0.673, Loss: 0.562 Epoch 5 Batch 165/538 - Train Accuracy: 0.655, Validation Accuracy: 0.670, Loss: 0.505 Epoch 5 Batch 166/538 - Train Accuracy: 0.667, Validation Accuracy: 0.668, Loss: 0.543 Epoch 5 Batch 167/538 - Train Accuracy: 0.656, Validation Accuracy: 0.665, Loss: 0.537 Epoch 5 Batch 168/538 - Train Accuracy: 0.639, Validation Accuracy: 0.669, Loss: 0.576 Epoch 5 Batch 169/538 - Train Accuracy: 0.642, Validation Accuracy: 0.673, Loss: 0.533 Epoch 5 Batch 170/538 - Train Accuracy: 0.657, Validation Accuracy: 0.669, Loss: 0.551 Epoch 5 Batch 171/538 - Train Accuracy: 0.641, Validation Accuracy: 0.668, Loss: 0.557 Epoch 5 Batch 172/538 - Train Accuracy: 0.646, Validation Accuracy: 0.668, Loss: 0.545 Epoch 5 Batch 173/538 - Train Accuracy: 0.637, Validation Accuracy: 0.669, Loss: 0.523 Epoch 5 Batch 174/538 - Train Accuracy: 0.617, Validation Accuracy: 0.673, Loss: 0.566 Epoch 5 Batch 175/538 - Train Accuracy: 0.635, Validation Accuracy: 0.672, Loss: 0.559 Epoch 5 Batch 176/538 - Train Accuracy: 0.635, Validation Accuracy: 0.671, Loss: 0.571 Epoch 5 Batch 177/538 - Train Accuracy: 0.647, Validation Accuracy: 0.667, Loss: 0.537 Epoch 5 Batch 178/538 - Train Accuracy: 0.654, Validation Accuracy: 0.666, Loss: 0.526 Epoch 5 Batch 179/538 - Train Accuracy: 0.640, Validation Accuracy: 0.670, Loss: 0.560 Epoch 5 Batch 180/538 - Train Accuracy: 0.686, Validation Accuracy: 0.668, Loss: 0.533 Epoch 5 Batch 181/538 - Train Accuracy: 0.625, Validation Accuracy: 0.669, Loss: 0.584 Epoch 5 Batch 182/538 - Train Accuracy: 0.621, Validation Accuracy: 0.668, Loss: 0.559 Epoch 5 Batch 183/538 - Train Accuracy: 0.652, Validation Accuracy: 0.669, Loss: 0.509 Epoch 5 Batch 184/538 - Train Accuracy: 0.661, Validation Accuracy: 0.670, Loss: 0.532 Epoch 5 Batch 185/538 - Train Accuracy: 0.653, Validation Accuracy: 0.673, Loss: 0.541 Epoch 5 Batch 186/538 - Train Accuracy: 0.645, Validation Accuracy: 0.673, Loss: 0.535 Epoch 5 Batch 187/538 - Train Accuracy: 0.658, Validation Accuracy: 0.673, Loss: 0.533 Epoch 5 Batch 188/538 - Train Accuracy: 0.637, Validation Accuracy: 0.673, Loss: 0.549 Epoch 5 Batch 189/538 - Train Accuracy: 0.654, Validation Accuracy: 0.669, Loss: 0.549 Epoch 5 Batch 190/538 - Train Accuracy: 0.636, Validation Accuracy: 0.665, Loss: 0.549 Epoch 5 Batch 191/538 - Train Accuracy: 0.668, Validation Accuracy: 0.669, Loss: 0.528 Epoch 5 Batch 192/538 - Train Accuracy: 0.637, Validation Accuracy: 0.673, Loss: 0.557 Epoch 5 Batch 193/538 - Train Accuracy: 0.666, Validation Accuracy: 0.668, Loss: 0.519 Epoch 5 Batch 194/538 - Train Accuracy: 0.624, Validation Accuracy: 0.673, Loss: 0.552 Epoch 5 Batch 195/538 - Train Accuracy: 0.656, Validation Accuracy: 0.673, Loss: 0.517 Epoch 5 Batch 196/538 - Train Accuracy: 0.652, Validation Accuracy: 0.673, Loss: 0.527 Epoch 5 Batch 197/538 - Train Accuracy: 0.659, Validation Accuracy: 0.673, Loss: 0.522 Epoch 5 Batch 198/538 - Train Accuracy: 0.682, Validation Accuracy: 0.673, Loss: 0.528 Epoch 5 Batch 199/538 - Train Accuracy: 0.641, Validation Accuracy: 0.673, Loss: 0.561 Epoch 5 Batch 200/538 - Train Accuracy: 0.656, Validation Accuracy: 0.674, Loss: 0.526 Epoch 5 Batch 201/538 - Train Accuracy: 0.669, Validation Accuracy: 0.673, Loss: 0.540 Epoch 5 Batch 202/538 - Train Accuracy: 0.663, Validation Accuracy: 0.674, Loss: 0.558 Epoch 5 Batch 203/538 - Train Accuracy: 0.631, Validation Accuracy: 0.673, Loss: 0.568 Epoch 5 Batch 204/538 - Train Accuracy: 0.629, Validation Accuracy: 0.673, Loss: 0.560 Epoch 5 Batch 205/538 - Train Accuracy: 0.666, Validation Accuracy: 0.680, Loss: 0.522 Epoch 5 Batch 206/538 - Train Accuracy: 0.624, Validation Accuracy: 0.678, Loss: 0.551 Epoch 5 Batch 207/538 - Train Accuracy: 0.658, Validation Accuracy: 0.681, Loss: 0.525 Epoch 5 Batch 208/538 - Train Accuracy: 0.639, Validation Accuracy: 0.678, Loss: 0.550 Epoch 5 Batch 209/538 - Train Accuracy: 0.632, Validation Accuracy: 0.677, Loss: 0.545 Epoch 5 Batch 210/538 - Train Accuracy: 0.646, Validation Accuracy: 0.676, Loss: 0.534 Epoch 5 Batch 211/538 - Train Accuracy: 0.625, Validation Accuracy: 0.677, Loss: 0.557 Epoch 5 Batch 212/538 - Train Accuracy: 0.660, Validation Accuracy: 0.678, Loss: 0.537 Epoch 5 Batch 213/538 - Train Accuracy: 0.644, Validation Accuracy: 0.675, Loss: 0.537 Epoch 5 Batch 214/538 - Train Accuracy: 0.653, Validation Accuracy: 0.673, Loss: 0.550 Epoch 5 Batch 215/538 - Train Accuracy: 0.644, Validation Accuracy: 0.672, Loss: 0.552 Epoch 5 Batch 216/538 - Train Accuracy: 0.623, Validation Accuracy: 0.667, Loss: 0.556 Epoch 5 Batch 217/538 - Train Accuracy: 0.667, Validation Accuracy: 0.668, Loss: 0.527 Epoch 5 Batch 218/538 - Train Accuracy: 0.612, Validation Accuracy: 0.674, Loss: 0.561 Epoch 5 Batch 219/538 - Train Accuracy: 0.629, Validation Accuracy: 0.678, Loss: 0.556 Epoch 5 Batch 220/538 - Train Accuracy: 0.618, Validation Accuracy: 0.680, Loss: 0.524 Epoch 5 Batch 221/538 - Train Accuracy: 0.665, Validation Accuracy: 0.682, Loss: 0.530 Epoch 5 Batch 222/538 - Train Accuracy: 0.639, Validation Accuracy: 0.676, Loss: 0.516 Epoch 5 Batch 223/538 - Train Accuracy: 0.640, Validation Accuracy: 0.671, Loss: 0.555 Epoch 5 Batch 224/538 - Train Accuracy: 0.625, Validation Accuracy: 0.672, Loss: 0.567 Epoch 5 Batch 225/538 - Train Accuracy: 0.653, Validation Accuracy: 0.679, Loss: 0.537 Epoch 5 Batch 226/538 - Train Accuracy: 0.671, Validation Accuracy: 0.678, Loss: 0.528 Epoch 5 Batch 227/538 - Train Accuracy: 0.666, Validation Accuracy: 0.677, Loss: 0.515 Epoch 5 Batch 228/538 - Train Accuracy: 0.648, Validation Accuracy: 0.680, Loss: 0.529 Epoch 5 Batch 229/538 - Train Accuracy: 0.666, Validation Accuracy: 0.677, Loss: 0.517 Epoch 5 Batch 230/538 - Train Accuracy: 0.648, Validation Accuracy: 0.675, Loss: 0.558 Epoch 5 Batch 231/538 - Train Accuracy: 0.632, Validation Accuracy: 0.678, Loss: 0.546 Epoch 5 Batch 232/538 - Train Accuracy: 0.656, Validation Accuracy: 0.676, Loss: 0.561 Epoch 5 Batch 233/538 - Train Accuracy: 0.673, Validation Accuracy: 0.675, Loss: 0.541 Epoch 5 Batch 234/538 - Train Accuracy: 0.608, Validation Accuracy: 0.674, Loss: 0.550 Epoch 5 Batch 235/538 - Train Accuracy: 0.651, Validation Accuracy: 0.673, Loss: 0.507 Epoch 5 Batch 236/538 - Train Accuracy: 0.638, Validation Accuracy: 0.670, Loss: 0.564 Epoch 5 Batch 237/538 - Train Accuracy: 0.654, Validation Accuracy: 0.674, Loss: 0.522 Epoch 5 Batch 238/538 - Train Accuracy: 0.696, Validation Accuracy: 0.675, Loss: 0.525 Epoch 5 Batch 239/538 - Train Accuracy: 0.671, Validation Accuracy: 0.676, Loss: 0.546 Epoch 5 Batch 240/538 - Train Accuracy: 0.649, Validation Accuracy: 0.676, Loss: 0.545 Epoch 5 Batch 241/538 - Train Accuracy: 0.633, Validation Accuracy: 0.674, Loss: 0.552 Epoch 5 Batch 242/538 - Train Accuracy: 0.671, Validation Accuracy: 0.676, Loss: 0.542 Epoch 5 Batch 243/538 - Train Accuracy: 0.631, Validation Accuracy: 0.676, Loss: 0.564 Epoch 5 Batch 244/538 - Train Accuracy: 0.650, Validation Accuracy: 0.676, Loss: 0.523 Epoch 5 Batch 245/538 - Train Accuracy: 0.631, Validation Accuracy: 0.673, Loss: 0.548 Epoch 5 Batch 246/538 - Train Accuracy: 0.677, Validation Accuracy: 0.674, Loss: 0.504 Epoch 5 Batch 247/538 - Train Accuracy: 0.639, Validation Accuracy: 0.678, Loss: 0.550 Epoch 5 Batch 248/538 - Train Accuracy: 0.643, Validation Accuracy: 0.679, Loss: 0.539 Epoch 5 Batch 249/538 - Train Accuracy: 0.654, Validation Accuracy: 0.678, Loss: 0.514 Epoch 5 Batch 250/538 - Train Accuracy: 0.633, Validation Accuracy: 0.677, Loss: 0.531 Epoch 5 Batch 251/538 - Train Accuracy: 0.655, Validation Accuracy: 0.677, Loss: 0.554 Epoch 5 Batch 252/538 - Train Accuracy: 0.661, Validation Accuracy: 0.682, Loss: 0.491 Epoch 5 Batch 253/538 - Train Accuracy: 0.650, Validation Accuracy: 0.681, Loss: 0.516 Epoch 5 Batch 254/538 - Train Accuracy: 0.660, Validation Accuracy: 0.676, Loss: 0.538 Epoch 5 Batch 255/538 - Train Accuracy: 0.664, Validation Accuracy: 0.673, Loss: 0.525 Epoch 5 Batch 256/538 - Train Accuracy: 0.639, Validation Accuracy: 0.671, Loss: 0.569 Epoch 5 Batch 257/538 - Train Accuracy: 0.666, Validation Accuracy: 0.670, Loss: 0.521 Epoch 5 Batch 258/538 - Train Accuracy: 0.678, Validation Accuracy: 0.672, Loss: 0.521 Epoch 5 Batch 259/538 - Train Accuracy: 0.662, Validation Accuracy: 0.674, Loss: 0.514 Epoch 5 Batch 260/538 - Train Accuracy: 0.648, Validation Accuracy: 0.676, Loss: 0.535 Epoch 5 Batch 261/538 - Train Accuracy: 0.635, Validation Accuracy: 0.674, Loss: 0.546 Epoch 5 Batch 262/538 - Train Accuracy: 0.650, Validation Accuracy: 0.672, Loss: 0.544 Epoch 5 Batch 263/538 - Train Accuracy: 0.663, Validation Accuracy: 0.673, Loss: 0.528 Epoch 5 Batch 264/538 - Train Accuracy: 0.643, Validation Accuracy: 0.677, Loss: 0.549 Epoch 5 Batch 265/538 - Train Accuracy: 0.607, Validation Accuracy: 0.677, Loss: 0.551 Epoch 5 Batch 266/538 - Train Accuracy: 0.676, Validation Accuracy: 0.675, Loss: 0.532 Epoch 5 Batch 267/538 - Train Accuracy: 0.639, Validation Accuracy: 0.670, Loss: 0.538 Epoch 5 Batch 268/538 - Train Accuracy: 0.664, Validation Accuracy: 0.669, Loss: 0.515 Epoch 5 Batch 269/538 - Train Accuracy: 0.640, Validation Accuracy: 0.672, Loss: 0.539 Epoch 5 Batch 270/538 - Train Accuracy: 0.642, Validation Accuracy: 0.671, Loss: 0.542 Epoch 5 Batch 271/538 - Train Accuracy: 0.652, Validation Accuracy: 0.676, Loss: 0.554 Epoch 5 Batch 272/538 - Train Accuracy: 0.626, Validation Accuracy: 0.671, Loss: 0.573 Epoch 5 Batch 273/538 - Train Accuracy: 0.648, Validation Accuracy: 0.672, Loss: 0.549 Epoch 5 Batch 274/538 - Train Accuracy: 0.608, Validation Accuracy: 0.669, Loss: 0.566 Epoch 5 Batch 275/538 - Train Accuracy: 0.643, Validation Accuracy: 0.675, Loss: 0.550 Epoch 5 Batch 276/538 - Train Accuracy: 0.664, Validation Accuracy: 0.674, Loss: 0.547 Epoch 5 Batch 277/538 - Train Accuracy: 0.648, Validation Accuracy: 0.670, Loss: 0.540 Epoch 5 Batch 278/538 - Train Accuracy: 0.666, Validation Accuracy: 0.672, Loss: 0.541 Epoch 5 Batch 279/538 - Train Accuracy: 0.653, Validation Accuracy: 0.675, Loss: 0.536 Epoch 5 Batch 280/538 - Train Accuracy: 0.690, Validation Accuracy: 0.675, Loss: 0.505 Epoch 5 Batch 281/538 - Train Accuracy: 0.658, Validation Accuracy: 0.674, Loss: 0.565 Epoch 5 Batch 282/538 - Train Accuracy: 0.672, Validation Accuracy: 0.681, Loss: 0.531 Epoch 5 Batch 283/538 - Train Accuracy: 0.654, Validation Accuracy: 0.680, Loss: 0.525 Epoch 5 Batch 284/538 - Train Accuracy: 0.678, Validation Accuracy: 0.676, Loss: 0.550 Epoch 5 Batch 285/538 - Train Accuracy: 0.651, Validation Accuracy: 0.673, Loss: 0.504 Epoch 5 Batch 286/538 - Train Accuracy: 0.629, Validation Accuracy: 0.675, Loss: 0.537 Epoch 5 Batch 287/538 - Train Accuracy: 0.683, Validation Accuracy: 0.675, Loss: 0.524 Epoch 5 Batch 288/538 - Train Accuracy: 0.631, Validation Accuracy: 0.674, Loss: 0.555 Epoch 5 Batch 289/538 - Train Accuracy: 0.673, Validation Accuracy: 0.679, Loss: 0.493 Epoch 5 Batch 290/538 - Train Accuracy: 0.632, Validation Accuracy: 0.676, Loss: 0.528 Epoch 5 Batch 291/538 - Train Accuracy: 0.649, Validation Accuracy: 0.678, Loss: 0.517 Epoch 5 Batch 292/538 - Train Accuracy: 0.671, Validation Accuracy: 0.678, Loss: 0.507 Epoch 5 Batch 293/538 - Train Accuracy: 0.649, Validation Accuracy: 0.674, Loss: 0.520 Epoch 5 Batch 294/538 - Train Accuracy: 0.625, Validation Accuracy: 0.676, Loss: 0.568 Epoch 5 Batch 295/538 - Train Accuracy: 0.683, Validation Accuracy: 0.674, Loss: 0.495 Epoch 5 Batch 296/538 - Train Accuracy: 0.663, Validation Accuracy: 0.676, Loss: 0.516 Epoch 5 Batch 297/538 - Train Accuracy: 0.635, Validation Accuracy: 0.677, Loss: 0.565 Epoch 5 Batch 298/538 - Train Accuracy: 0.639, Validation Accuracy: 0.674, Loss: 0.523 Epoch 5 Batch 299/538 - Train Accuracy: 0.653, Validation Accuracy: 0.672, Loss: 0.546 Epoch 5 Batch 300/538 - Train Accuracy: 0.673, Validation Accuracy: 0.673, Loss: 0.531 Epoch 5 Batch 301/538 - Train Accuracy: 0.653, Validation Accuracy: 0.674, Loss: 0.524 Epoch 5 Batch 302/538 - Train Accuracy: 0.694, Validation Accuracy: 0.674, Loss: 0.501 Epoch 5 Batch 303/538 - Train Accuracy: 0.691, Validation Accuracy: 0.674, Loss: 0.506 Epoch 5 Batch 304/538 - Train Accuracy: 0.647, Validation Accuracy: 0.677, Loss: 0.529 Epoch 5 Batch 305/538 - Train Accuracy: 0.661, Validation Accuracy: 0.677, Loss: 0.510 Epoch 5 Batch 306/538 - Train Accuracy: 0.659, Validation Accuracy: 0.681, Loss: 0.531 Epoch 5 Batch 307/538 - Train Accuracy: 0.667, Validation Accuracy: 0.679, Loss: 0.525 Epoch 5 Batch 308/538 - Train Accuracy: 0.667, Validation Accuracy: 0.678, Loss: 0.513 Epoch 5 Batch 309/538 - Train Accuracy: 0.647, Validation Accuracy: 0.674, Loss: 0.523 Epoch 5 Batch 310/538 - Train Accuracy: 0.656, Validation Accuracy: 0.674, Loss: 0.539 Epoch 5 Batch 311/538 - Train Accuracy: 0.675, Validation Accuracy: 0.675, Loss: 0.515 Epoch 5 Batch 312/538 - Train Accuracy: 0.703, Validation Accuracy: 0.678, Loss: 0.488 Epoch 5 Batch 313/538 - Train Accuracy: 0.651, Validation Accuracy: 0.679, Loss: 0.556 Epoch 5 Batch 314/538 - Train Accuracy: 0.659, Validation Accuracy: 0.680, Loss: 0.531 Epoch 5 Batch 315/538 - Train Accuracy: 0.644, Validation Accuracy: 0.675, Loss: 0.517 Epoch 5 Batch 316/538 - Train Accuracy: 0.660, Validation Accuracy: 0.677, Loss: 0.520 Epoch 5 Batch 317/538 - Train Accuracy: 0.671, Validation Accuracy: 0.674, Loss: 0.537 Epoch 5 Batch 318/538 - Train Accuracy: 0.640, Validation Accuracy: 0.674, Loss: 0.526 Epoch 5 Batch 319/538 - Train Accuracy: 0.659, Validation Accuracy: 0.677, Loss: 0.515 Epoch 5 Batch 320/538 - Train Accuracy: 0.663, Validation Accuracy: 0.679, Loss: 0.518 Epoch 5 Batch 321/538 - Train Accuracy: 0.655, Validation Accuracy: 0.674, Loss: 0.505 Epoch 5 Batch 322/538 - Train Accuracy: 0.666, Validation Accuracy: 0.678, Loss: 0.520 Epoch 5 Batch 323/538 - Train Accuracy: 0.658, Validation Accuracy: 0.676, Loss: 0.515 Epoch 5 Batch 324/538 - Train Accuracy: 0.636, Validation Accuracy: 0.676, Loss: 0.550 Epoch 5 Batch 325/538 - Train Accuracy: 0.664, Validation Accuracy: 0.681, Loss: 0.524 Epoch 5 Batch 326/538 - Train Accuracy: 0.653, Validation Accuracy: 0.682, Loss: 0.524 Epoch 5 Batch 327/538 - Train Accuracy: 0.654, Validation Accuracy: 0.680, Loss: 0.539 Epoch 5 Batch 328/538 - Train Accuracy: 0.677, Validation Accuracy: 0.677, Loss: 0.515 Epoch 5 Batch 329/538 - Train Accuracy: 0.673, Validation Accuracy: 0.674, Loss: 0.517 Epoch 5 Batch 330/538 - Train Accuracy: 0.670, Validation Accuracy: 0.680, Loss: 0.492 Epoch 5 Batch 331/538 - Train Accuracy: 0.647, Validation Accuracy: 0.682, Loss: 0.512 Epoch 5 Batch 332/538 - Train Accuracy: 0.642, Validation Accuracy: 0.681, Loss: 0.528 Epoch 5 Batch 333/538 - Train Accuracy: 0.657, Validation Accuracy: 0.677, Loss: 0.509 Epoch 5 Batch 334/538 - Train Accuracy: 0.687, Validation Accuracy: 0.677, Loss: 0.481 Epoch 5 Batch 335/538 - Train Accuracy: 0.662, Validation Accuracy: 0.678, Loss: 0.530 Epoch 5 Batch 336/538 - Train Accuracy: 0.669, Validation Accuracy: 0.676, Loss: 0.501 Epoch 5 Batch 337/538 - Train Accuracy: 0.658, Validation Accuracy: 0.672, Loss: 0.521 Epoch 5 Batch 338/538 - Train Accuracy: 0.650, Validation Accuracy: 0.670, Loss: 0.525 Epoch 5 Batch 339/538 - Train Accuracy: 0.656, Validation Accuracy: 0.667, Loss: 0.517 Epoch 5 Batch 340/538 - Train Accuracy: 0.639, Validation Accuracy: 0.676, Loss: 0.548 Epoch 5 Batch 341/538 - Train Accuracy: 0.641, Validation Accuracy: 0.677, Loss: 0.527 Epoch 5 Batch 342/538 - Train Accuracy: 0.670, Validation Accuracy: 0.676, Loss: 0.504 Epoch 5 Batch 343/538 - Train Accuracy: 0.675, Validation Accuracy: 0.677, Loss: 0.534 Epoch 5 Batch 344/538 - Train Accuracy: 0.656, Validation Accuracy: 0.676, Loss: 0.529 Epoch 5 Batch 345/538 - Train Accuracy: 0.690, Validation Accuracy: 0.678, Loss: 0.508 Epoch 5 Batch 346/538 - Train Accuracy: 0.651, Validation Accuracy: 0.674, Loss: 0.523 Epoch 5 Batch 347/538 - Train Accuracy: 0.667, Validation Accuracy: 0.676, Loss: 0.531 Epoch 5 Batch 348/538 - Train Accuracy: 0.660, Validation Accuracy: 0.674, Loss: 0.498 Epoch 5 Batch 349/538 - Train Accuracy: 0.622, Validation Accuracy: 0.672, Loss: 0.520 Epoch 5 Batch 350/538 - Train Accuracy: 0.659, Validation Accuracy: 0.673, Loss: 0.551 Epoch 5 Batch 351/538 - Train Accuracy: 0.638, Validation Accuracy: 0.676, Loss: 0.547 Epoch 5 Batch 352/538 - Train Accuracy: 0.680, Validation Accuracy: 0.672, Loss: 0.526 Epoch 5 Batch 353/538 - Train Accuracy: 0.663, Validation Accuracy: 0.668, Loss: 0.540 Epoch 5 Batch 354/538 - Train Accuracy: 0.621, Validation Accuracy: 0.668, Loss: 0.540 Epoch 5 Batch 355/538 - Train Accuracy: 0.637, Validation Accuracy: 0.673, Loss: 0.543 Epoch 5 Batch 356/538 - Train Accuracy: 0.661, Validation Accuracy: 0.675, Loss: 0.500 Epoch 5 Batch 357/538 - Train Accuracy: 0.666, Validation Accuracy: 0.679, Loss: 0.529 Epoch 5 Batch 358/538 - Train Accuracy: 0.652, Validation Accuracy: 0.677, Loss: 0.530 Epoch 5 Batch 359/538 - Train Accuracy: 0.660, Validation Accuracy: 0.674, Loss: 0.521 Epoch 5 Batch 360/538 - Train Accuracy: 0.663, Validation Accuracy: 0.678, Loss: 0.530 Epoch 5 Batch 361/538 - Train Accuracy: 0.656, Validation Accuracy: 0.675, Loss: 0.509 Epoch 5 Batch 362/538 - Train Accuracy: 0.676, Validation Accuracy: 0.672, Loss: 0.503 Epoch 5 Batch 363/538 - Train Accuracy: 0.667, Validation Accuracy: 0.678, Loss: 0.488 Epoch 5 Batch 364/538 - Train Accuracy: 0.621, Validation Accuracy: 0.678, Loss: 0.550 Epoch 5 Batch 365/538 - Train Accuracy: 0.658, Validation Accuracy: 0.680, Loss: 0.521 Epoch 5 Batch 366/538 - Train Accuracy: 0.668, Validation Accuracy: 0.677, Loss: 0.527 Epoch 5 Batch 367/538 - Train Accuracy: 0.669, Validation Accuracy: 0.675, Loss: 0.507 Epoch 5 Batch 368/538 - Train Accuracy: 0.705, Validation Accuracy: 0.677, Loss: 0.473 Epoch 5 Batch 369/538 - Train Accuracy: 0.668, Validation Accuracy: 0.676, Loss: 0.516 Epoch 5 Batch 370/538 - Train Accuracy: 0.649, Validation Accuracy: 0.680, Loss: 0.536 Epoch 5 Batch 371/538 - Train Accuracy: 0.653, Validation Accuracy: 0.677, Loss: 0.504 Epoch 5 Batch 372/538 - Train Accuracy: 0.679, Validation Accuracy: 0.678, Loss: 0.517 Epoch 5 Batch 373/538 - Train Accuracy: 0.662, Validation Accuracy: 0.671, Loss: 0.514 Epoch 5 Batch 374/538 - Train Accuracy: 0.643, Validation Accuracy: 0.673, Loss: 0.543 Epoch 5 Batch 375/538 - Train Accuracy: 0.669, Validation Accuracy: 0.677, Loss: 0.491 Epoch 5 Batch 376/538 - Train Accuracy: 0.670, Validation Accuracy: 0.679, Loss: 0.530 Epoch 5 Batch 377/538 - Train Accuracy: 0.674, Validation Accuracy: 0.680, Loss: 0.509 Epoch 5 Batch 378/538 - Train Accuracy: 0.675, Validation Accuracy: 0.681, Loss: 0.500 Epoch 5 Batch 379/538 - Train Accuracy: 0.671, Validation Accuracy: 0.678, Loss: 0.500 Epoch 5 Batch 380/538 - Train Accuracy: 0.635, Validation Accuracy: 0.675, Loss: 0.511 Epoch 5 Batch 381/538 - Train Accuracy: 0.656, Validation Accuracy: 0.677, Loss: 0.494 Epoch 5 Batch 382/538 - Train Accuracy: 0.661, Validation Accuracy: 0.678, Loss: 0.522 Epoch 5 Batch 383/538 - Train Accuracy: 0.653, Validation Accuracy: 0.682, Loss: 0.526 Epoch 5 Batch 384/538 - Train Accuracy: 0.694, Validation Accuracy: 0.681, Loss: 0.510 Epoch 5 Batch 385/538 - Train Accuracy: 0.673, Validation Accuracy: 0.681, Loss: 0.501 Epoch 5 Batch 386/538 - Train Accuracy: 0.655, Validation Accuracy: 0.677, Loss: 0.534 Epoch 5 Batch 387/538 - Train Accuracy: 0.657, Validation Accuracy: 0.681, Loss: 0.515 Epoch 5 Batch 388/538 - Train Accuracy: 0.669, Validation Accuracy: 0.683, Loss: 0.493 Epoch 5 Batch 389/538 - Train Accuracy: 0.653, Validation Accuracy: 0.681, Loss: 0.535 Epoch 5 Batch 390/538 - Train Accuracy: 0.680, Validation Accuracy: 0.680, Loss: 0.500 Epoch 5 Batch 391/538 - Train Accuracy: 0.667, Validation Accuracy: 0.679, Loss: 0.523 Epoch 5 Batch 392/538 - Train Accuracy: 0.659, Validation Accuracy: 0.679, Loss: 0.494 Epoch 5 Batch 393/538 - Train Accuracy: 0.681, Validation Accuracy: 0.681, Loss: 0.479 Epoch 5 Batch 394/538 - Train Accuracy: 0.605, Validation Accuracy: 0.679, Loss: 0.543 Epoch 5 Batch 395/538 - Train Accuracy: 0.649, Validation Accuracy: 0.680, Loss: 0.537 Epoch 5 Batch 396/538 - Train Accuracy: 0.649, Validation Accuracy: 0.679, Loss: 0.520 Epoch 5 Batch 397/538 - Train Accuracy: 0.645, Validation Accuracy: 0.678, Loss: 0.538 Epoch 5 Batch 398/538 - Train Accuracy: 0.651, Validation Accuracy: 0.680, Loss: 0.531 Epoch 5 Batch 399/538 - Train Accuracy: 0.635, Validation Accuracy: 0.680, Loss: 0.547 Epoch 5 Batch 400/538 - Train Accuracy: 0.648, Validation Accuracy: 0.679, Loss: 0.518 Epoch 5 Batch 401/538 - Train Accuracy: 0.661, Validation Accuracy: 0.679, Loss: 0.535 Epoch 5 Batch 402/538 - Train Accuracy: 0.670, Validation Accuracy: 0.679, Loss: 0.511 Epoch 5 Batch 403/538 - Train Accuracy: 0.645, Validation Accuracy: 0.681, Loss: 0.525 Epoch 5 Batch 404/538 - Train Accuracy: 0.673, Validation Accuracy: 0.681, Loss: 0.503 Epoch 5 Batch 405/538 - Train Accuracy: 0.644, Validation Accuracy: 0.679, Loss: 0.503 Epoch 5 Batch 406/538 - Train Accuracy: 0.656, Validation Accuracy: 0.675, Loss: 0.491 Epoch 5 Batch 407/538 - Train Accuracy: 0.664, Validation Accuracy: 0.673, Loss: 0.519 Epoch 5 Batch 408/538 - Train Accuracy: 0.627, Validation Accuracy: 0.676, Loss: 0.551 Epoch 5 Batch 409/538 - Train Accuracy: 0.637, Validation Accuracy: 0.676, Loss: 0.535 Epoch 5 Batch 410/538 - Train Accuracy: 0.636, Validation Accuracy: 0.679, Loss: 0.530 Epoch 5 Batch 411/538 - Train Accuracy: 0.662, Validation Accuracy: 0.675, Loss: 0.488 Epoch 5 Batch 412/538 - Train Accuracy: 0.665, Validation Accuracy: 0.675, Loss: 0.493 Epoch 5 Batch 413/538 - Train Accuracy: 0.654, Validation Accuracy: 0.682, Loss: 0.523 Epoch 5 Batch 414/538 - Train Accuracy: 0.654, Validation Accuracy: 0.681, Loss: 0.540 Epoch 5 Batch 415/538 - Train Accuracy: 0.646, Validation Accuracy: 0.677, Loss: 0.537 Epoch 5 Batch 416/538 - Train Accuracy: 0.694, Validation Accuracy: 0.675, Loss: 0.489 Epoch 5 Batch 417/538 - Train Accuracy: 0.658, Validation Accuracy: 0.681, Loss: 0.522 Epoch 5 Batch 418/538 - Train Accuracy: 0.636, Validation Accuracy: 0.679, Loss: 0.531 Epoch 5 Batch 419/538 - Train Accuracy: 0.661, Validation Accuracy: 0.680, Loss: 0.516 Epoch 5 Batch 420/538 - Train Accuracy: 0.673, Validation Accuracy: 0.680, Loss: 0.514 Epoch 5 Batch 421/538 - Train Accuracy: 0.661, Validation Accuracy: 0.682, Loss: 0.494 Epoch 5 Batch 422/538 - Train Accuracy: 0.664, Validation Accuracy: 0.686, Loss: 0.519 Epoch 5 Batch 423/538 - Train Accuracy: 0.673, Validation Accuracy: 0.685, Loss: 0.517 Epoch 5 Batch 424/538 - Train Accuracy: 0.652, Validation Accuracy: 0.683, Loss: 0.510 Epoch 5 Batch 425/538 - Train Accuracy: 0.657, Validation Accuracy: 0.682, Loss: 0.511 Epoch 5 Batch 426/538 - Train Accuracy: 0.684, Validation Accuracy: 0.684, Loss: 0.517 Epoch 5 Batch 427/538 - Train Accuracy: 0.640, Validation Accuracy: 0.681, Loss: 0.516 Epoch 5 Batch 428/538 - Train Accuracy: 0.672, Validation Accuracy: 0.679, Loss: 0.490 Epoch 5 Batch 429/538 - Train Accuracy: 0.674, Validation Accuracy: 0.681, Loss: 0.522 Epoch 5 Batch 430/538 - Train Accuracy: 0.662, Validation Accuracy: 0.680, Loss: 0.513 Epoch 5 Batch 431/538 - Train Accuracy: 0.652, Validation Accuracy: 0.681, Loss: 0.512 Epoch 5 Batch 432/538 - Train Accuracy: 0.707, Validation Accuracy: 0.680, Loss: 0.475 Epoch 5 Batch 433/538 - Train Accuracy: 0.633, Validation Accuracy: 0.681, Loss: 0.552 Epoch 5 Batch 434/538 - Train Accuracy: 0.651, Validation Accuracy: 0.683, Loss: 0.540 Epoch 5 Batch 435/538 - Train Accuracy: 0.652, Validation Accuracy: 0.683, Loss: 0.507 Epoch 5 Batch 436/538 - Train Accuracy: 0.640, Validation Accuracy: 0.681, Loss: 0.533 Epoch 5 Batch 437/538 - Train Accuracy: 0.643, Validation Accuracy: 0.685, Loss: 0.527 Epoch 5 Batch 438/538 - Train Accuracy: 0.682, Validation Accuracy: 0.688, Loss: 0.514 Epoch 5 Batch 439/538 - Train Accuracy: 0.691, Validation Accuracy: 0.685, Loss: 0.495 Epoch 5 Batch 440/538 - Train Accuracy: 0.663, Validation Accuracy: 0.688, Loss: 0.549 Epoch 5 Batch 441/538 - Train Accuracy: 0.641, Validation Accuracy: 0.688, Loss: 0.527 Epoch 5 Batch 442/538 - Train Accuracy: 0.681, Validation Accuracy: 0.680, Loss: 0.474 Epoch 5 Batch 443/538 - Train Accuracy: 0.677, Validation Accuracy: 0.684, Loss: 0.513 Epoch 5 Batch 444/538 - Train Accuracy: 0.717, Validation Accuracy: 0.683, Loss: 0.495 Epoch 5 Batch 445/538 - Train Accuracy: 0.684, Validation Accuracy: 0.684, Loss: 0.498 Epoch 5 Batch 446/538 - Train Accuracy: 0.685, Validation Accuracy: 0.681, Loss: 0.494 Epoch 5 Batch 447/538 - Train Accuracy: 0.651, Validation Accuracy: 0.682, Loss: 0.522 Epoch 5 Batch 448/538 - Train Accuracy: 0.676, Validation Accuracy: 0.682, Loss: 0.488 Epoch 5 Batch 449/538 - Train Accuracy: 0.659, Validation Accuracy: 0.684, Loss: 0.531 Epoch 5 Batch 450/538 - Train Accuracy: 0.688, Validation Accuracy: 0.683, Loss: 0.514 Epoch 5 Batch 451/538 - Train Accuracy: 0.666, Validation Accuracy: 0.684, Loss: 0.506 Epoch 5 Batch 452/538 - Train Accuracy: 0.664, Validation Accuracy: 0.679, Loss: 0.497 Epoch 5 Batch 453/538 - Train Accuracy: 0.654, Validation Accuracy: 0.684, Loss: 0.521 Epoch 5 Batch 454/538 - Train Accuracy: 0.671, Validation Accuracy: 0.684, Loss: 0.492 Epoch 5 Batch 455/538 - Train Accuracy: 0.681, Validation Accuracy: 0.684, Loss: 0.481 Epoch 5 Batch 456/538 - Train Accuracy: 0.726, Validation Accuracy: 0.686, Loss: 0.465 Epoch 5 Batch 457/538 - Train Accuracy: 0.654, Validation Accuracy: 0.685, Loss: 0.524 Epoch 5 Batch 458/538 - Train Accuracy: 0.660, Validation Accuracy: 0.686, Loss: 0.489 Epoch 5 Batch 459/538 - Train Accuracy: 0.686, Validation Accuracy: 0.686, Loss: 0.514 Epoch 5 Batch 460/538 - Train Accuracy: 0.637, Validation Accuracy: 0.682, Loss: 0.511 Epoch 5 Batch 461/538 - Train Accuracy: 0.621, Validation Accuracy: 0.682, Loss: 0.545 Epoch 5 Batch 462/538 - Train Accuracy: 0.661, Validation Accuracy: 0.683, Loss: 0.507 Epoch 5 Batch 463/538 - Train Accuracy: 0.653, Validation Accuracy: 0.687, Loss: 0.536 Epoch 5 Batch 464/538 - Train Accuracy: 0.655, Validation Accuracy: 0.683, Loss: 0.527 Epoch 5 Batch 465/538 - Train Accuracy: 0.630, Validation Accuracy: 0.683, Loss: 0.522 Epoch 5 Batch 466/538 - Train Accuracy: 0.641, Validation Accuracy: 0.682, Loss: 0.535 Epoch 5 Batch 467/538 - Train Accuracy: 0.653, Validation Accuracy: 0.688, Loss: 0.507 Epoch 5 Batch 468/538 - Train Accuracy: 0.686, Validation Accuracy: 0.685, Loss: 0.529 Epoch 5 Batch 469/538 - Train Accuracy: 0.671, Validation Accuracy: 0.691, Loss: 0.515 Epoch 5 Batch 470/538 - Train Accuracy: 0.682, Validation Accuracy: 0.692, Loss: 0.485 Epoch 5 Batch 471/538 - Train Accuracy: 0.665, Validation Accuracy: 0.688, Loss: 0.500 Epoch 5 Batch 472/538 - Train Accuracy: 0.679, Validation Accuracy: 0.686, Loss: 0.501 Epoch 5 Batch 473/538 - Train Accuracy: 0.632, Validation Accuracy: 0.683, Loss: 0.520 Epoch 5 Batch 474/538 - Train Accuracy: 0.672, Validation Accuracy: 0.682, Loss: 0.476 Epoch 5 Batch 475/538 - Train Accuracy: 0.669, Validation Accuracy: 0.684, Loss: 0.501 Epoch 5 Batch 476/538 - Train Accuracy: 0.634, Validation Accuracy: 0.683, Loss: 0.520 Epoch 5 Batch 477/538 - Train Accuracy: 0.674, Validation Accuracy: 0.684, Loss: 0.505 Epoch 5 Batch 478/538 - Train Accuracy: 0.690, Validation Accuracy: 0.684, Loss: 0.490 Epoch 5 Batch 479/538 - Train Accuracy: 0.691, Validation Accuracy: 0.683, Loss: 0.472 Epoch 5 Batch 480/538 - Train Accuracy: 0.669, Validation Accuracy: 0.683, Loss: 0.499 Epoch 5 Batch 481/538 - Train Accuracy: 0.672, Validation Accuracy: 0.684, Loss: 0.495 Epoch 5 Batch 482/538 - Train Accuracy: 0.674, Validation Accuracy: 0.684, Loss: 0.447 Epoch 5 Batch 483/538 - Train Accuracy: 0.645, Validation Accuracy: 0.686, Loss: 0.500 Epoch 5 Batch 484/538 - Train Accuracy: 0.687, Validation Accuracy: 0.688, Loss: 0.518 Epoch 5 Batch 485/538 - Train Accuracy: 0.665, Validation Accuracy: 0.686, Loss: 0.487 Epoch 5 Batch 486/538 - Train Accuracy: 0.672, Validation Accuracy: 0.684, Loss: 0.477 Epoch 5 Batch 487/538 - Train Accuracy: 0.668, Validation Accuracy: 0.684, Loss: 0.478 Epoch 5 Batch 488/538 - Train Accuracy: 0.694, Validation Accuracy: 0.686, Loss: 0.494 Epoch 5 Batch 489/538 - Train Accuracy: 0.657, Validation Accuracy: 0.689, Loss: 0.509 Epoch 5 Batch 490/538 - Train Accuracy: 0.664, Validation Accuracy: 0.688, Loss: 0.494 Epoch 5 Batch 491/538 - Train Accuracy: 0.645, Validation Accuracy: 0.689, Loss: 0.525 Epoch 5 Batch 492/538 - Train Accuracy: 0.685, Validation Accuracy: 0.688, Loss: 0.497 Epoch 5 Batch 493/538 - Train Accuracy: 0.641, Validation Accuracy: 0.689, Loss: 0.491 Epoch 5 Batch 494/538 - Train Accuracy: 0.659, Validation Accuracy: 0.691, Loss: 0.514 Epoch 5 Batch 495/538 - Train Accuracy: 0.672, Validation Accuracy: 0.690, Loss: 0.520 Epoch 5 Batch 496/538 - Train Accuracy: 0.682, Validation Accuracy: 0.686, Loss: 0.505 Epoch 5 Batch 497/538 - Train Accuracy: 0.677, Validation Accuracy: 0.688, Loss: 0.490 Epoch 5 Batch 498/538 - Train Accuracy: 0.649, Validation Accuracy: 0.692, Loss: 0.510 Epoch 5 Batch 499/538 - Train Accuracy: 0.703, Validation Accuracy: 0.691, Loss: 0.484 Epoch 5 Batch 500/538 - Train Accuracy: 0.683, Validation Accuracy: 0.693, Loss: 0.459 Epoch 5 Batch 501/538 - Train Accuracy: 0.677, Validation Accuracy: 0.691, Loss: 0.495 Epoch 5 Batch 502/538 - Train Accuracy: 0.637, Validation Accuracy: 0.687, Loss: 0.502 Epoch 5 Batch 503/538 - Train Accuracy: 0.701, Validation Accuracy: 0.694, Loss: 0.488 Epoch 5 Batch 504/538 - Train Accuracy: 0.660, Validation Accuracy: 0.691, Loss: 0.493 Epoch 5 Batch 505/538 - Train Accuracy: 0.666, Validation Accuracy: 0.688, Loss: 0.490 Epoch 5 Batch 506/538 - Train Accuracy: 0.678, Validation Accuracy: 0.684, Loss: 0.504 Epoch 5 Batch 507/538 - Train Accuracy: 0.646, Validation Accuracy: 0.688, Loss: 0.526 Epoch 5 Batch 508/538 - Train Accuracy: 0.682, Validation Accuracy: 0.689, Loss: 0.489 Epoch 5 Batch 509/538 - Train Accuracy: 0.645, Validation Accuracy: 0.690, Loss: 0.497 Epoch 5 Batch 510/538 - Train Accuracy: 0.683, Validation Accuracy: 0.693, Loss: 0.493 Epoch 5 Batch 511/538 - Train Accuracy: 0.679, Validation Accuracy: 0.688, Loss: 0.484 Epoch 5 Batch 512/538 - Train Accuracy: 0.695, Validation Accuracy: 0.689, Loss: 0.492 Epoch 5 Batch 513/538 - Train Accuracy: 0.654, Validation Accuracy: 0.692, Loss: 0.513 Epoch 5 Batch 514/538 - Train Accuracy: 0.657, Validation Accuracy: 0.695, Loss: 0.512 Epoch 5 Batch 515/538 - Train Accuracy: 0.664, Validation Accuracy: 0.695, Loss: 0.509 Epoch 5 Batch 516/538 - Train Accuracy: 0.640, Validation Accuracy: 0.686, Loss: 0.490 Epoch 5 Batch 517/538 - Train Accuracy: 0.666, Validation Accuracy: 0.688, Loss: 0.485 Epoch 5 Batch 518/538 - Train Accuracy: 0.651, Validation Accuracy: 0.691, Loss: 0.530 Epoch 5 Batch 519/538 - Train Accuracy: 0.697, Validation Accuracy: 0.687, Loss: 0.479 Epoch 5 Batch 520/538 - Train Accuracy: 0.661, Validation Accuracy: 0.692, Loss: 0.531 Epoch 5 Batch 521/538 - Train Accuracy: 0.677, Validation Accuracy: 0.690, Loss: 0.517 Epoch 5 Batch 522/538 - Train Accuracy: 0.646, Validation Accuracy: 0.684, Loss: 0.501 Epoch 5 Batch 523/538 - Train Accuracy: 0.655, Validation Accuracy: 0.684, Loss: 0.509 Epoch 5 Batch 524/538 - Train Accuracy: 0.636, Validation Accuracy: 0.689, Loss: 0.521 Epoch 5 Batch 525/538 - Train Accuracy: 0.696, Validation Accuracy: 0.688, Loss: 0.486 Epoch 5 Batch 526/538 - Train Accuracy: 0.666, Validation Accuracy: 0.688, Loss: 0.505 Epoch 5 Batch 527/538 - Train Accuracy: 0.684, Validation Accuracy: 0.682, Loss: 0.500 Epoch 5 Batch 528/538 - Train Accuracy: 0.662, Validation Accuracy: 0.685, Loss: 0.532 Epoch 5 Batch 529/538 - Train Accuracy: 0.654, Validation Accuracy: 0.687, Loss: 0.507 Epoch 5 Batch 530/538 - Train Accuracy: 0.674, Validation Accuracy: 0.685, Loss: 0.516 Epoch 5 Batch 531/538 - Train Accuracy: 0.687, Validation Accuracy: 0.685, Loss: 0.503 Epoch 5 Batch 532/538 - Train Accuracy: 0.637, Validation Accuracy: 0.685, Loss: 0.498 Epoch 5 Batch 533/538 - Train Accuracy: 0.684, Validation Accuracy: 0.682, Loss: 0.516 Epoch 5 Batch 534/538 - Train Accuracy: 0.669, Validation Accuracy: 0.684, Loss: 0.484 Epoch 5 Batch 535/538 - Train Accuracy: 0.674, Validation Accuracy: 0.684, Loss: 0.486 Epoch 5 Batch 536/538 - Train Accuracy: 0.672, Validation Accuracy: 0.689, Loss: 0.511 Epoch 6 Batch 0/538 - Train Accuracy: 0.641, Validation Accuracy: 0.691, Loss: 0.513 Epoch 6 Batch 1/538 - Train Accuracy: 0.676, Validation Accuracy: 0.687, Loss: 0.511 Epoch 6 Batch 2/538 - Train Accuracy: 0.640, Validation Accuracy: 0.686, Loss: 0.524 Epoch 6 Batch 3/538 - Train Accuracy: 0.635, Validation Accuracy: 0.685, Loss: 0.507 Epoch 6 Batch 4/538 - Train Accuracy: 0.676, Validation Accuracy: 0.687, Loss: 0.498 Epoch 6 Batch 5/538 - Train Accuracy: 0.629, Validation Accuracy: 0.694, Loss: 0.518 Epoch 6 Batch 6/538 - Train Accuracy: 0.667, Validation Accuracy: 0.694, Loss: 0.484 Epoch 6 Batch 7/538 - Train Accuracy: 0.694, Validation Accuracy: 0.695, Loss: 0.489 Epoch 6 Batch 8/538 - Train Accuracy: 0.672, Validation Accuracy: 0.686, Loss: 0.504 Epoch 6 Batch 9/538 - Train Accuracy: 0.655, Validation Accuracy: 0.689, Loss: 0.494 Epoch 6 Batch 10/538 - Train Accuracy: 0.644, Validation Accuracy: 0.689, Loss: 0.528 Epoch 6 Batch 11/538 - Train Accuracy: 0.662, Validation Accuracy: 0.692, Loss: 0.496 Epoch 6 Batch 12/538 - Train Accuracy: 0.637, Validation Accuracy: 0.694, Loss: 0.513 Epoch 6 Batch 13/538 - Train Accuracy: 0.700, Validation Accuracy: 0.692, Loss: 0.470 Epoch 6 Batch 14/538 - Train Accuracy: 0.653, Validation Accuracy: 0.690, Loss: 0.489 Epoch 6 Batch 15/538 - Train Accuracy: 0.670, Validation Accuracy: 0.688, Loss: 0.487 Epoch 6 Batch 16/538 - Train Accuracy: 0.675, Validation Accuracy: 0.689, Loss: 0.491 Epoch 6 Batch 17/538 - Train Accuracy: 0.670, Validation Accuracy: 0.688, Loss: 0.497 Epoch 6 Batch 18/538 - Train Accuracy: 0.656, Validation Accuracy: 0.689, Loss: 0.520 Epoch 6 Batch 19/538 - Train Accuracy: 0.650, Validation Accuracy: 0.689, Loss: 0.507 Epoch 6 Batch 20/538 - Train Accuracy: 0.672, Validation Accuracy: 0.689, Loss: 0.505 Epoch 6 Batch 21/538 - Train Accuracy: 0.664, Validation Accuracy: 0.692, Loss: 0.496 Epoch 6 Batch 22/538 - Train Accuracy: 0.661, Validation Accuracy: 0.695, Loss: 0.507 Epoch 6 Batch 23/538 - Train Accuracy: 0.686, Validation Accuracy: 0.694, Loss: 0.526 Epoch 6 Batch 24/538 - Train Accuracy: 0.644, Validation Accuracy: 0.693, Loss: 0.491 Epoch 6 Batch 25/538 - Train Accuracy: 0.658, Validation Accuracy: 0.691, Loss: 0.504 Epoch 6 Batch 26/538 - Train Accuracy: 0.648, Validation Accuracy: 0.691, Loss: 0.520 Epoch 6 Batch 27/538 - Train Accuracy: 0.677, Validation Accuracy: 0.694, Loss: 0.488 Epoch 6 Batch 28/538 - Train Accuracy: 0.694, Validation Accuracy: 0.694, Loss: 0.454 Epoch 6 Batch 29/538 - Train Accuracy: 0.671, Validation Accuracy: 0.696, Loss: 0.479 Epoch 6 Batch 30/538 - Train Accuracy: 0.659, Validation Accuracy: 0.689, Loss: 0.514 Epoch 6 Batch 31/538 - Train Accuracy: 0.664, Validation Accuracy: 0.689, Loss: 0.473 Epoch 6 Batch 32/538 - Train Accuracy: 0.669, Validation Accuracy: 0.686, Loss: 0.473 Epoch 6 Batch 33/538 - Train Accuracy: 0.680, Validation Accuracy: 0.688, Loss: 0.493 Epoch 6 Batch 34/538 - Train Accuracy: 0.672, Validation Accuracy: 0.688, Loss: 0.511 Epoch 6 Batch 35/538 - Train Accuracy: 0.678, Validation Accuracy: 0.693, Loss: 0.493 Epoch 6 Batch 36/538 - Train Accuracy: 0.662, Validation Accuracy: 0.693, Loss: 0.485 Epoch 6 Batch 37/538 - Train Accuracy: 0.670, Validation Accuracy: 0.689, Loss: 0.501 Epoch 6 Batch 38/538 - Train Accuracy: 0.641, Validation Accuracy: 0.688, Loss: 0.500 Epoch 6 Batch 39/538 - Train Accuracy: 0.668, Validation Accuracy: 0.690, Loss: 0.509 Epoch 6 Batch 40/538 - Train Accuracy: 0.696, Validation Accuracy: 0.691, Loss: 0.452 Epoch 6 Batch 41/538 - Train Accuracy: 0.654, Validation Accuracy: 0.692, Loss: 0.498 Epoch 6 Batch 42/538 - Train Accuracy: 0.686, Validation Accuracy: 0.690, Loss: 0.499 Epoch 6 Batch 43/538 - Train Accuracy: 0.679, Validation Accuracy: 0.692, Loss: 0.520 Epoch 6 Batch 44/538 - Train Accuracy: 0.657, Validation Accuracy: 0.690, Loss: 0.512 Epoch 6 Batch 45/538 - Train Accuracy: 0.672, Validation Accuracy: 0.690, Loss: 0.472 Epoch 6 Batch 46/538 - Train Accuracy: 0.679, Validation Accuracy: 0.689, Loss: 0.495 Epoch 6 Batch 47/538 - Train Accuracy: 0.659, Validation Accuracy: 0.690, Loss: 0.493 Epoch 6 Batch 48/538 - Train Accuracy: 0.697, Validation Accuracy: 0.689, Loss: 0.472 Epoch 6 Batch 49/538 - Train Accuracy: 0.662, Validation Accuracy: 0.690, Loss: 0.512 Epoch 6 Batch 50/538 - Train Accuracy: 0.661, Validation Accuracy: 0.688, Loss: 0.495 Epoch 6 Batch 51/538 - Train Accuracy: 0.623, Validation Accuracy: 0.684, Loss: 0.557 Epoch 6 Batch 52/538 - Train Accuracy: 0.669, Validation Accuracy: 0.692, Loss: 0.508 Epoch 6 Batch 53/538 - Train Accuracy: 0.679, Validation Accuracy: 0.695, Loss: 0.450 Epoch 6 Batch 54/538 - Train Accuracy: 0.686, Validation Accuracy: 0.692, Loss: 0.482 Epoch 6 Batch 55/538 - Train Accuracy: 0.656, Validation Accuracy: 0.689, Loss: 0.513 Epoch 6 Batch 56/538 - Train Accuracy: 0.658, Validation Accuracy: 0.689, Loss: 0.483 Epoch 6 Batch 57/538 - Train Accuracy: 0.634, Validation Accuracy: 0.689, Loss: 0.518 Epoch 6 Batch 58/538 - Train Accuracy: 0.626, Validation Accuracy: 0.688, Loss: 0.521 Epoch 6 Batch 59/538 - Train Accuracy: 0.660, Validation Accuracy: 0.689, Loss: 0.512 Epoch 6 Batch 60/538 - Train Accuracy: 0.670, Validation Accuracy: 0.688, Loss: 0.492 Epoch 6 Batch 61/538 - Train Accuracy: 0.649, Validation Accuracy: 0.689, Loss: 0.496 Epoch 6 Batch 62/538 - Train Accuracy: 0.667, Validation Accuracy: 0.693, Loss: 0.490 Epoch 6 Batch 63/538 - Train Accuracy: 0.682, Validation Accuracy: 0.691, Loss: 0.458 Epoch 6 Batch 64/538 - Train Accuracy: 0.673, Validation Accuracy: 0.687, Loss: 0.474 Epoch 6 Batch 65/538 - Train Accuracy: 0.652, Validation Accuracy: 0.684, Loss: 0.515 Epoch 6 Batch 66/538 - Train Accuracy: 0.682, Validation Accuracy: 0.689, Loss: 0.464 Epoch 6 Batch 67/538 - Train Accuracy: 0.676, Validation Accuracy: 0.693, Loss: 0.487 Epoch 6 Batch 68/538 - Train Accuracy: 0.693, Validation Accuracy: 0.692, Loss: 0.461 Epoch 6 Batch 69/538 - Train Accuracy: 0.672, Validation Accuracy: 0.698, Loss: 0.497 Epoch 6 Batch 70/538 - Train Accuracy: 0.686, Validation Accuracy: 0.685, Loss: 0.482 Epoch 6 Batch 71/538 - Train Accuracy: 0.641, Validation Accuracy: 0.685, Loss: 0.516 Epoch 6 Batch 72/538 - Train Accuracy: 0.713, Validation Accuracy: 0.692, Loss: 0.513 Epoch 6 Batch 73/538 - Train Accuracy: 0.651, Validation Accuracy: 0.694, Loss: 0.513 Epoch 6 Batch 74/538 - Train Accuracy: 0.685, Validation Accuracy: 0.691, Loss: 0.477 Epoch 6 Batch 75/538 - Train Accuracy: 0.670, Validation Accuracy: 0.685, Loss: 0.471 Epoch 6 Batch 76/538 - Train Accuracy: 0.666, Validation Accuracy: 0.688, Loss: 0.521 Epoch 6 Batch 77/538 - Train Accuracy: 0.658, Validation Accuracy: 0.692, Loss: 0.497 Epoch 6 Batch 78/538 - Train Accuracy: 0.701, Validation Accuracy: 0.691, Loss: 0.488 Epoch 6 Batch 79/538 - Train Accuracy: 0.688, Validation Accuracy: 0.691, Loss: 0.462 Epoch 6 Batch 80/538 - Train Accuracy: 0.642, Validation Accuracy: 0.688, Loss: 0.524 Epoch 6 Batch 81/538 - Train Accuracy: 0.677, Validation Accuracy: 0.688, Loss: 0.495 Epoch 6 Batch 82/538 - Train Accuracy: 0.654, Validation Accuracy: 0.689, Loss: 0.494 Epoch 6 Batch 83/538 - Train Accuracy: 0.667, Validation Accuracy: 0.689, Loss: 0.497 Epoch 6 Batch 84/538 - Train Accuracy: 0.658, Validation Accuracy: 0.689, Loss: 0.496 Epoch 6 Batch 85/538 - Train Accuracy: 0.673, Validation Accuracy: 0.689, Loss: 0.446 Epoch 6 Batch 86/538 - Train Accuracy: 0.696, Validation Accuracy: 0.690, Loss: 0.497 Epoch 6 Batch 87/538 - Train Accuracy: 0.674, Validation Accuracy: 0.693, Loss: 0.488 Epoch 6 Batch 88/538 - Train Accuracy: 0.677, Validation Accuracy: 0.689, Loss: 0.485 Epoch 6 Batch 89/538 - Train Accuracy: 0.685, Validation Accuracy: 0.688, Loss: 0.485 Epoch 6 Batch 90/538 - Train Accuracy: 0.676, Validation Accuracy: 0.690, Loss: 0.486 Epoch 6 Batch 91/538 - Train Accuracy: 0.674, Validation Accuracy: 0.691, Loss: 0.483 Epoch 6 Batch 92/538 - Train Accuracy: 0.655, Validation Accuracy: 0.691, Loss: 0.484 Epoch 6 Batch 93/538 - Train Accuracy: 0.660, Validation Accuracy: 0.697, Loss: 0.509 Epoch 6 Batch 94/538 - Train Accuracy: 0.678, Validation Accuracy: 0.695, Loss: 0.492 Epoch 6 Batch 95/538 - Train Accuracy: 0.700, Validation Accuracy: 0.693, Loss: 0.445 Epoch 6 Batch 96/538 - Train Accuracy: 0.691, Validation Accuracy: 0.693, Loss: 0.461 Epoch 6 Batch 97/538 - Train Accuracy: 0.665, Validation Accuracy: 0.695, Loss: 0.484 Epoch 6 Batch 98/538 - Train Accuracy: 0.687, Validation Accuracy: 0.694, Loss: 0.462 Epoch 6 Batch 99/538 - Train Accuracy: 0.669, Validation Accuracy: 0.694, Loss: 0.486 Epoch 6 Batch 100/538 - Train Accuracy: 0.667, Validation Accuracy: 0.694, Loss: 0.471 Epoch 6 Batch 101/538 - Train Accuracy: 0.657, Validation Accuracy: 0.696, Loss: 0.497 Epoch 6 Batch 102/538 - Train Accuracy: 0.678, Validation Accuracy: 0.693, Loss: 0.487 Epoch 6 Batch 103/538 - Train Accuracy: 0.647, Validation Accuracy: 0.690, Loss: 0.480 Epoch 6 Batch 104/538 - Train Accuracy: 0.686, Validation Accuracy: 0.689, Loss: 0.473 Epoch 6 Batch 105/538 - Train Accuracy: 0.667, Validation Accuracy: 0.691, Loss: 0.462 Epoch 6 Batch 106/538 - Train Accuracy: 0.667, Validation Accuracy: 0.687, Loss: 0.474 Epoch 6 Batch 107/538 - Train Accuracy: 0.635, Validation Accuracy: 0.686, Loss: 0.503 Epoch 6 Batch 108/538 - Train Accuracy: 0.686, Validation Accuracy: 0.683, Loss: 0.503 Epoch 6 Batch 109/538 - Train Accuracy: 0.682, Validation Accuracy: 0.684, Loss: 0.487 Epoch 6 Batch 110/538 - Train Accuracy: 0.652, Validation Accuracy: 0.691, Loss: 0.577 Epoch 6 Batch 111/538 - Train Accuracy: 0.690, Validation Accuracy: 0.690, Loss: 0.478 Epoch 6 Batch 112/538 - Train Accuracy: 0.678, Validation Accuracy: 0.680, Loss: 0.491 Epoch 6 Batch 113/538 - Train Accuracy: 0.661, Validation Accuracy: 0.685, Loss: 0.528 Epoch 6 Batch 114/538 - Train Accuracy: 0.698, Validation Accuracy: 0.690, Loss: 0.487 Epoch 6 Batch 115/538 - Train Accuracy: 0.659, Validation Accuracy: 0.693, Loss: 0.514 Epoch 6 Batch 116/538 - Train Accuracy: 0.688, Validation Accuracy: 0.696, Loss: 0.494 Epoch 6 Batch 117/538 - Train Accuracy: 0.689, Validation Accuracy: 0.699, Loss: 0.489 Epoch 6 Batch 118/538 - Train Accuracy: 0.689, Validation Accuracy: 0.690, Loss: 0.480 Epoch 6 Batch 119/538 - Train Accuracy: 0.697, Validation Accuracy: 0.688, Loss: 0.453 Epoch 6 Batch 120/538 - Train Accuracy: 0.681, Validation Accuracy: 0.688, Loss: 0.481 Epoch 6 Batch 121/538 - Train Accuracy: 0.678, Validation Accuracy: 0.687, Loss: 0.487 Epoch 6 Batch 122/538 - Train Accuracy: 0.672, Validation Accuracy: 0.687, Loss: 0.474 Epoch 6 Batch 123/538 - Train Accuracy: 0.703, Validation Accuracy: 0.686, Loss: 0.458 Epoch 6 Batch 124/538 - Train Accuracy: 0.665, Validation Accuracy: 0.688, Loss: 0.464 Epoch 6 Batch 125/538 - Train Accuracy: 0.668, Validation Accuracy: 0.687, Loss: 0.488 Epoch 6 Batch 126/538 - Train Accuracy: 0.691, Validation Accuracy: 0.684, Loss: 0.465 Epoch 6 Batch 127/538 - Train Accuracy: 0.653, Validation Accuracy: 0.690, Loss: 0.514 Epoch 6 Batch 128/538 - Train Accuracy: 0.680, Validation Accuracy: 0.691, Loss: 0.480 Epoch 6 Batch 129/538 - Train Accuracy: 0.667, Validation Accuracy: 0.689, Loss: 0.470 Epoch 6 Batch 130/538 - Train Accuracy: 0.673, Validation Accuracy: 0.691, Loss: 0.474 Epoch 6 Batch 131/538 - Train Accuracy: 0.666, Validation Accuracy: 0.698, Loss: 0.499 Epoch 6 Batch 132/538 - Train Accuracy: 0.661, Validation Accuracy: 0.694, Loss: 0.492 Epoch 6 Batch 133/538 - Train Accuracy: 0.681, Validation Accuracy: 0.691, Loss: 0.453 Epoch 6 Batch 134/538 - Train Accuracy: 0.649, Validation Accuracy: 0.689, Loss: 0.513 Epoch 6 Batch 135/538 - Train Accuracy: 0.682, Validation Accuracy: 0.692, Loss: 0.490 Epoch 6 Batch 136/538 - Train Accuracy: 0.668, Validation Accuracy: 0.694, Loss: 0.483 Epoch 6 Batch 137/538 - Train Accuracy: 0.651, Validation Accuracy: 0.692, Loss: 0.490 Epoch 6 Batch 138/538 - Train Accuracy: 0.680, Validation Accuracy: 0.689, Loss: 0.470 Epoch 6 Batch 139/538 - Train Accuracy: 0.672, Validation Accuracy: 0.685, Loss: 0.514 Epoch 6 Batch 140/538 - Train Accuracy: 0.634, Validation Accuracy: 0.686, Loss: 0.524 Epoch 6 Batch 141/538 - Train Accuracy: 0.681, Validation Accuracy: 0.690, Loss: 0.511 Epoch 6 Batch 142/538 - Train Accuracy: 0.708, Validation Accuracy: 0.694, Loss: 0.463 Epoch 6 Batch 143/538 - Train Accuracy: 0.678, Validation Accuracy: 0.695, Loss: 0.496 Epoch 6 Batch 144/538 - Train Accuracy: 0.671, Validation Accuracy: 0.688, Loss: 0.500 Epoch 6 Batch 145/538 - Train Accuracy: 0.682, Validation Accuracy: 0.688, Loss: 0.492 Epoch 6 Batch 146/538 - Train Accuracy: 0.676, Validation Accuracy: 0.690, Loss: 0.458 Epoch 6 Batch 147/538 - Train Accuracy: 0.686, Validation Accuracy: 0.696, Loss: 0.476 Epoch 6 Batch 148/538 - Train Accuracy: 0.657, Validation Accuracy: 0.696, Loss: 0.517 Epoch 6 Batch 149/538 - Train Accuracy: 0.678, Validation Accuracy: 0.691, Loss: 0.468 Epoch 6 Batch 150/538 - Train Accuracy: 0.682, Validation Accuracy: 0.689, Loss: 0.484 Epoch 6 Batch 151/538 - Train Accuracy: 0.662, Validation Accuracy: 0.691, Loss: 0.468 Epoch 6 Batch 152/538 - Train Accuracy: 0.685, Validation Accuracy: 0.694, Loss: 0.472 Epoch 6 Batch 153/538 - Train Accuracy: 0.648, Validation Accuracy: 0.695, Loss: 0.485 Epoch 6 Batch 154/538 - Train Accuracy: 0.689, Validation Accuracy: 0.693, Loss: 0.462 Epoch 6 Batch 155/538 - Train Accuracy: 0.714, Validation Accuracy: 0.695, Loss: 0.475 Epoch 6 Batch 156/538 - Train Accuracy: 0.674, Validation Accuracy: 0.695, Loss: 0.489 Epoch 6 Batch 157/538 - Train Accuracy: 0.674, Validation Accuracy: 0.692, Loss: 0.461 Epoch 6 Batch 158/538 - Train Accuracy: 0.670, Validation Accuracy: 0.687, Loss: 0.494 Epoch 6 Batch 159/538 - Train Accuracy: 0.668, Validation Accuracy: 0.689, Loss: 0.498 Epoch 6 Batch 160/538 - Train Accuracy: 0.661, Validation Accuracy: 0.690, Loss: 0.462 Epoch 6 Batch 161/538 - Train Accuracy: 0.693, Validation Accuracy: 0.694, Loss: 0.489 Epoch 6 Batch 162/538 - Train Accuracy: 0.696, Validation Accuracy: 0.693, Loss: 0.465 Epoch 6 Batch 163/538 - Train Accuracy: 0.682, Validation Accuracy: 0.694, Loss: 0.491 Epoch 6 Batch 164/538 - Train Accuracy: 0.672, Validation Accuracy: 0.694, Loss: 0.491 Epoch 6 Batch 165/538 - Train Accuracy: 0.676, Validation Accuracy: 0.696, Loss: 0.451 Epoch 6 Batch 166/538 - Train Accuracy: 0.694, Validation Accuracy: 0.696, Loss: 0.479 Epoch 6 Batch 167/538 - Train Accuracy: 0.685, Validation Accuracy: 0.696, Loss: 0.484 Epoch 6 Batch 168/538 - Train Accuracy: 0.671, Validation Accuracy: 0.694, Loss: 0.510 Epoch 6 Batch 169/538 - Train Accuracy: 0.669, Validation Accuracy: 0.695, Loss: 0.466 Epoch 6 Batch 170/538 - Train Accuracy: 0.688, Validation Accuracy: 0.694, Loss: 0.482 Epoch 6 Batch 171/538 - Train Accuracy: 0.673, Validation Accuracy: 0.692, Loss: 0.492 Epoch 6 Batch 172/538 - Train Accuracy: 0.669, Validation Accuracy: 0.695, Loss: 0.486 Epoch 6 Batch 173/538 - Train Accuracy: 0.652, Validation Accuracy: 0.691, Loss: 0.467 Epoch 6 Batch 174/538 - Train Accuracy: 0.645, Validation Accuracy: 0.696, Loss: 0.493 Epoch 6 Batch 175/538 - Train Accuracy: 0.657, Validation Accuracy: 0.698, Loss: 0.490 Epoch 6 Batch 176/538 - Train Accuracy: 0.666, Validation Accuracy: 0.701, Loss: 0.510 Epoch 6 Batch 177/538 - Train Accuracy: 0.676, Validation Accuracy: 0.699, Loss: 0.469 Epoch 6 Batch 178/538 - Train Accuracy: 0.683, Validation Accuracy: 0.697, Loss: 0.457 Epoch 6 Batch 179/538 - Train Accuracy: 0.665, Validation Accuracy: 0.698, Loss: 0.496 Epoch 6 Batch 180/538 - Train Accuracy: 0.697, Validation Accuracy: 0.699, Loss: 0.458 Epoch 6 Batch 181/538 - Train Accuracy: 0.656, Validation Accuracy: 0.700, Loss: 0.500 Epoch 6 Batch 182/538 - Train Accuracy: 0.653, Validation Accuracy: 0.697, Loss: 0.491 Epoch 6 Batch 183/538 - Train Accuracy: 0.679, Validation Accuracy: 0.698, Loss: 0.452 Epoch 6 Batch 184/538 - Train Accuracy: 0.670, Validation Accuracy: 0.698, Loss: 0.461 Epoch 6 Batch 185/538 - Train Accuracy: 0.678, Validation Accuracy: 0.699, Loss: 0.476 Epoch 6 Batch 186/538 - Train Accuracy: 0.654, Validation Accuracy: 0.699, Loss: 0.465 Epoch 6 Batch 187/538 - Train Accuracy: 0.685, Validation Accuracy: 0.703, Loss: 0.469 Epoch 6 Batch 188/538 - Train Accuracy: 0.666, Validation Accuracy: 0.695, Loss: 0.464 Epoch 6 Batch 189/538 - Train Accuracy: 0.677, Validation Accuracy: 0.693, Loss: 0.478 Epoch 6 Batch 190/538 - Train Accuracy: 0.665, Validation Accuracy: 0.698, Loss: 0.488 Epoch 6 Batch 191/538 - Train Accuracy: 0.699, Validation Accuracy: 0.698, Loss: 0.457 Epoch 6 Batch 192/538 - Train Accuracy: 0.665, Validation Accuracy: 0.699, Loss: 0.485 Epoch 6 Batch 193/538 - Train Accuracy: 0.690, Validation Accuracy: 0.699, Loss: 0.455 Epoch 6 Batch 194/538 - Train Accuracy: 0.655, Validation Accuracy: 0.695, Loss: 0.482 Epoch 6 Batch 195/538 - Train Accuracy: 0.678, Validation Accuracy: 0.694, Loss: 0.457 Epoch 6 Batch 196/538 - Train Accuracy: 0.672, Validation Accuracy: 0.696, Loss: 0.458 Epoch 6 Batch 197/538 - Train Accuracy: 0.680, Validation Accuracy: 0.698, Loss: 0.458 Epoch 6 Batch 198/538 - Train Accuracy: 0.703, Validation Accuracy: 0.699, Loss: 0.460 Epoch 6 Batch 199/538 - Train Accuracy: 0.662, Validation Accuracy: 0.697, Loss: 0.483 Epoch 6 Batch 200/538 - Train Accuracy: 0.689, Validation Accuracy: 0.700, Loss: 0.465 Epoch 6 Batch 201/538 - Train Accuracy: 0.697, Validation Accuracy: 0.701, Loss: 0.468 Epoch 6 Batch 202/538 - Train Accuracy: 0.690, Validation Accuracy: 0.694, Loss: 0.483 Epoch 6 Batch 203/538 - Train Accuracy: 0.649, Validation Accuracy: 0.697, Loss: 0.495 Epoch 6 Batch 204/538 - Train Accuracy: 0.654, Validation Accuracy: 0.697, Loss: 0.492 Epoch 6 Batch 205/538 - Train Accuracy: 0.694, Validation Accuracy: 0.696, Loss: 0.454 Epoch 6 Batch 206/538 - Train Accuracy: 0.651, Validation Accuracy: 0.695, Loss: 0.487 Epoch 6 Batch 207/538 - Train Accuracy: 0.676, Validation Accuracy: 0.698, Loss: 0.458 Epoch 6 Batch 208/538 - Train Accuracy: 0.656, Validation Accuracy: 0.697, Loss: 0.495 Epoch 6 Batch 209/538 - Train Accuracy: 0.659, Validation Accuracy: 0.697, Loss: 0.474 Epoch 6 Batch 210/538 - Train Accuracy: 0.678, Validation Accuracy: 0.698, Loss: 0.467 Epoch 6 Batch 211/538 - Train Accuracy: 0.647, Validation Accuracy: 0.698, Loss: 0.491 Epoch 6 Batch 212/538 - Train Accuracy: 0.687, Validation Accuracy: 0.702, Loss: 0.465 Epoch 6 Batch 213/538 - Train Accuracy: 0.661, Validation Accuracy: 0.700, Loss: 0.472 Epoch 6 Batch 214/538 - Train Accuracy: 0.670, Validation Accuracy: 0.700, Loss: 0.463 Epoch 6 Batch 215/538 - Train Accuracy: 0.669, Validation Accuracy: 0.700, Loss: 0.468 Epoch 6 Batch 216/538 - Train Accuracy: 0.644, Validation Accuracy: 0.700, Loss: 0.490 Epoch 6 Batch 217/538 - Train Accuracy: 0.694, Validation Accuracy: 0.695, Loss: 0.465 Epoch 6 Batch 218/538 - Train Accuracy: 0.643, Validation Accuracy: 0.692, Loss: 0.486 Epoch 6 Batch 219/538 - Train Accuracy: 0.663, Validation Accuracy: 0.695, Loss: 0.496 Epoch 6 Batch 220/538 - Train Accuracy: 0.645, Validation Accuracy: 0.696, Loss: 0.456 Epoch 6 Batch 221/538 - Train Accuracy: 0.686, Validation Accuracy: 0.697, Loss: 0.468 Epoch 6 Batch 222/538 - Train Accuracy: 0.668, Validation Accuracy: 0.698, Loss: 0.462 Epoch 6 Batch 223/538 - Train Accuracy: 0.659, Validation Accuracy: 0.694, Loss: 0.493 Epoch 6 Batch 224/538 - Train Accuracy: 0.653, Validation Accuracy: 0.696, Loss: 0.496 Epoch 6 Batch 225/538 - Train Accuracy: 0.680, Validation Accuracy: 0.701, Loss: 0.472 Epoch 6 Batch 226/538 - Train Accuracy: 0.704, Validation Accuracy: 0.702, Loss: 0.452 Epoch 6 Batch 227/538 - Train Accuracy: 0.684, Validation Accuracy: 0.703, Loss: 0.453 Epoch 6 Batch 228/538 - Train Accuracy: 0.659, Validation Accuracy: 0.704, Loss: 0.455 Epoch 6 Batch 229/538 - Train Accuracy: 0.681, Validation Accuracy: 0.702, Loss: 0.462 Epoch 6 Batch 230/538 - Train Accuracy: 0.671, Validation Accuracy: 0.699, Loss: 0.480 Epoch 6 Batch 231/538 - Train Accuracy: 0.659, Validation Accuracy: 0.703, Loss: 0.469 Epoch 6 Batch 232/538 - Train Accuracy: 0.670, Validation Accuracy: 0.702, Loss: 0.482 Epoch 6 Batch 233/538 - Train Accuracy: 0.699, Validation Accuracy: 0.700, Loss: 0.471 Epoch 6 Batch 234/538 - Train Accuracy: 0.642, Validation Accuracy: 0.703, Loss: 0.481 Epoch 6 Batch 235/538 - Train Accuracy: 0.673, Validation Accuracy: 0.699, Loss: 0.444 Epoch 6 Batch 236/538 - Train Accuracy: 0.670, Validation Accuracy: 0.699, Loss: 0.494 Epoch 6 Batch 237/538 - Train Accuracy: 0.690, Validation Accuracy: 0.703, Loss: 0.458 Epoch 6 Batch 238/538 - Train Accuracy: 0.710, Validation Accuracy: 0.705, Loss: 0.464 Epoch 6 Batch 239/538 - Train Accuracy: 0.690, Validation Accuracy: 0.703, Loss: 0.475 Epoch 6 Batch 240/538 - Train Accuracy: 0.672, Validation Accuracy: 0.702, Loss: 0.473 Epoch 6 Batch 241/538 - Train Accuracy: 0.661, Validation Accuracy: 0.703, Loss: 0.482 Epoch 6 Batch 242/538 - Train Accuracy: 0.706, Validation Accuracy: 0.703, Loss: 0.461 Epoch 6 Batch 243/538 - Train Accuracy: 0.653, Validation Accuracy: 0.706, Loss: 0.488 Epoch 6 Batch 244/538 - Train Accuracy: 0.672, Validation Accuracy: 0.700, Loss: 0.458 Epoch 6 Batch 245/538 - Train Accuracy: 0.656, Validation Accuracy: 0.696, Loss: 0.485 Epoch 6 Batch 246/538 - Train Accuracy: 0.693, Validation Accuracy: 0.696, Loss: 0.439 Epoch 6 Batch 247/538 - Train Accuracy: 0.664, Validation Accuracy: 0.696, Loss: 0.478 Epoch 6 Batch 248/538 - Train Accuracy: 0.656, Validation Accuracy: 0.698, Loss: 0.463 Epoch 6 Batch 249/538 - Train Accuracy: 0.679, Validation Accuracy: 0.701, Loss: 0.447 Epoch 6 Batch 250/538 - Train Accuracy: 0.666, Validation Accuracy: 0.699, Loss: 0.467 Epoch 6 Batch 251/538 - Train Accuracy: 0.674, Validation Accuracy: 0.699, Loss: 0.475 Epoch 6 Batch 252/538 - Train Accuracy: 0.679, Validation Accuracy: 0.697, Loss: 0.434 Epoch 6 Batch 253/538 - Train Accuracy: 0.671, Validation Accuracy: 0.698, Loss: 0.448 Epoch 6 Batch 254/538 - Train Accuracy: 0.695, Validation Accuracy: 0.700, Loss: 0.480 Epoch 6 Batch 255/538 - Train Accuracy: 0.693, Validation Accuracy: 0.699, Loss: 0.464 Epoch 6 Batch 256/538 - Train Accuracy: 0.660, Validation Accuracy: 0.696, Loss: 0.491 Epoch 6 Batch 257/538 - Train Accuracy: 0.703, Validation Accuracy: 0.696, Loss: 0.453 Epoch 6 Batch 258/538 - Train Accuracy: 0.699, Validation Accuracy: 0.697, Loss: 0.461 Epoch 6 Batch 259/538 - Train Accuracy: 0.698, Validation Accuracy: 0.695, Loss: 0.435 Epoch 6 Batch 260/538 - Train Accuracy: 0.674, Validation Accuracy: 0.692, Loss: 0.459 Epoch 6 Batch 261/538 - Train Accuracy: 0.660, Validation Accuracy: 0.695, Loss: 0.472 Epoch 6 Batch 262/538 - Train Accuracy: 0.678, Validation Accuracy: 0.696, Loss: 0.478 Epoch 6 Batch 263/538 - Train Accuracy: 0.679, Validation Accuracy: 0.699, Loss: 0.460 Epoch 6 Batch 264/538 - Train Accuracy: 0.665, Validation Accuracy: 0.699, Loss: 0.478 Epoch 6 Batch 265/538 - Train Accuracy: 0.632, Validation Accuracy: 0.700, Loss: 0.488 Epoch 6 Batch 266/538 - Train Accuracy: 0.703, Validation Accuracy: 0.698, Loss: 0.472 Epoch 6 Batch 267/538 - Train Accuracy: 0.678, Validation Accuracy: 0.694, Loss: 0.467 Epoch 6 Batch 268/538 - Train Accuracy: 0.687, Validation Accuracy: 0.694, Loss: 0.449 Epoch 6 Batch 269/538 - Train Accuracy: 0.671, Validation Accuracy: 0.694, Loss: 0.460 Epoch 6 Batch 270/538 - Train Accuracy: 0.670, Validation Accuracy: 0.695, Loss: 0.468 Epoch 6 Batch 271/538 - Train Accuracy: 0.680, Validation Accuracy: 0.699, Loss: 0.477 Epoch 6 Batch 272/538 - Train Accuracy: 0.656, Validation Accuracy: 0.700, Loss: 0.500 Epoch 6 Batch 273/538 - Train Accuracy: 0.683, Validation Accuracy: 0.699, Loss: 0.472 Epoch 6 Batch 274/538 - Train Accuracy: 0.636, Validation Accuracy: 0.699, Loss: 0.505 Epoch 6 Batch 275/538 - Train Accuracy: 0.673, Validation Accuracy: 0.699, Loss: 0.483 Epoch 6 Batch 276/538 - Train Accuracy: 0.691, Validation Accuracy: 0.697, Loss: 0.475 Epoch 6 Batch 277/538 - Train Accuracy: 0.672, Validation Accuracy: 0.699, Loss: 0.467 Epoch 6 Batch 278/538 - Train Accuracy: 0.696, Validation Accuracy: 0.704, Loss: 0.462 Epoch 6 Batch 279/538 - Train Accuracy: 0.691, Validation Accuracy: 0.702, Loss: 0.453 Epoch 6 Batch 280/538 - Train Accuracy: 0.705, Validation Accuracy: 0.703, Loss: 0.450 Epoch 6 Batch 281/538 - Train Accuracy: 0.677, Validation Accuracy: 0.706, Loss: 0.494 Epoch 6 Batch 282/538 - Train Accuracy: 0.687, Validation Accuracy: 0.703, Loss: 0.475 Epoch 6 Batch 283/538 - Train Accuracy: 0.685, Validation Accuracy: 0.695, Loss: 0.462 Epoch 6 Batch 284/538 - Train Accuracy: 0.699, Validation Accuracy: 0.694, Loss: 0.476 Epoch 6 Batch 285/538 - Train Accuracy: 0.680, Validation Accuracy: 0.697, Loss: 0.446 Epoch 6 Batch 286/538 - Train Accuracy: 0.652, Validation Accuracy: 0.697, Loss: 0.473 Epoch 6 Batch 287/538 - Train Accuracy: 0.707, Validation Accuracy: 0.695, Loss: 0.463 Epoch 6 Batch 288/538 - Train Accuracy: 0.668, Validation Accuracy: 0.693, Loss: 0.490 Epoch 6 Batch 289/538 - Train Accuracy: 0.706, Validation Accuracy: 0.696, Loss: 0.440 Epoch 6 Batch 290/538 - Train Accuracy: 0.654, Validation Accuracy: 0.697, Loss: 0.460 Epoch 6 Batch 291/538 - Train Accuracy: 0.683, Validation Accuracy: 0.703, Loss: 0.455 Epoch 6 Batch 292/538 - Train Accuracy: 0.705, Validation Accuracy: 0.704, Loss: 0.438 Epoch 6 Batch 293/538 - Train Accuracy: 0.672, Validation Accuracy: 0.707, Loss: 0.442 Epoch 6 Batch 294/538 - Train Accuracy: 0.641, Validation Accuracy: 0.709, Loss: 0.488 Epoch 6 Batch 295/538 - Train Accuracy: 0.699, Validation Accuracy: 0.703, Loss: 0.438 Epoch 6 Batch 296/538 - Train Accuracy: 0.685, Validation Accuracy: 0.701, Loss: 0.456 Epoch 6 Batch 297/538 - Train Accuracy: 0.655, Validation Accuracy: 0.699, Loss: 0.502 Epoch 6 Batch 298/538 - Train Accuracy: 0.667, Validation Accuracy: 0.701, Loss: 0.459 Epoch 6 Batch 299/538 - Train Accuracy: 0.680, Validation Accuracy: 0.703, Loss: 0.473 Epoch 6 Batch 300/538 - Train Accuracy: 0.702, Validation Accuracy: 0.709, Loss: 0.467 Epoch 6 Batch 301/538 - Train Accuracy: 0.675, Validation Accuracy: 0.702, Loss: 0.452 Epoch 6 Batch 302/538 - Train Accuracy: 0.708, Validation Accuracy: 0.704, Loss: 0.445 Epoch 6 Batch 303/538 - Train Accuracy: 0.710, Validation Accuracy: 0.700, Loss: 0.457 Epoch 6 Batch 304/538 - Train Accuracy: 0.681, Validation Accuracy: 0.700, Loss: 0.471 Epoch 6 Batch 305/538 - Train Accuracy: 0.680, Validation Accuracy: 0.704, Loss: 0.455 Epoch 6 Batch 306/538 - Train Accuracy: 0.685, Validation Accuracy: 0.701, Loss: 0.464 Epoch 6 Batch 307/538 - Train Accuracy: 0.695, Validation Accuracy: 0.700, Loss: 0.461 Epoch 6 Batch 308/538 - Train Accuracy: 0.691, Validation Accuracy: 0.701, Loss: 0.456 Epoch 6 Batch 309/538 - Train Accuracy: 0.671, Validation Accuracy: 0.705, Loss: 0.453 Epoch 6 Batch 310/538 - Train Accuracy: 0.681, Validation Accuracy: 0.705, Loss: 0.475 Epoch 6 Batch 311/538 - Train Accuracy: 0.688, Validation Accuracy: 0.702, Loss: 0.450 Epoch 6 Batch 312/538 - Train Accuracy: 0.720, Validation Accuracy: 0.700, Loss: 0.423 Epoch 6 Batch 313/538 - Train Accuracy: 0.681, Validation Accuracy: 0.702, Loss: 0.475 Epoch 6 Batch 314/538 - Train Accuracy: 0.681, Validation Accuracy: 0.703, Loss: 0.460 Epoch 6 Batch 315/538 - Train Accuracy: 0.672, Validation Accuracy: 0.703, Loss: 0.452 Epoch 6 Batch 316/538 - Train Accuracy: 0.683, Validation Accuracy: 0.703, Loss: 0.452 Epoch 6 Batch 317/538 - Train Accuracy: 0.689, Validation Accuracy: 0.699, Loss: 0.466 Epoch 6 Batch 318/538 - Train Accuracy: 0.677, Validation Accuracy: 0.699, Loss: 0.466 Epoch 6 Batch 319/538 - Train Accuracy: 0.686, Validation Accuracy: 0.700, Loss: 0.455 Epoch 6 Batch 320/538 - Train Accuracy: 0.692, Validation Accuracy: 0.699, Loss: 0.458 Epoch 6 Batch 321/538 - Train Accuracy: 0.678, Validation Accuracy: 0.699, Loss: 0.442 Epoch 6 Batch 322/538 - Train Accuracy: 0.693, Validation Accuracy: 0.699, Loss: 0.453 Epoch 6 Batch 323/538 - Train Accuracy: 0.686, Validation Accuracy: 0.705, Loss: 0.454 Epoch 6 Batch 324/538 - Train Accuracy: 0.658, Validation Accuracy: 0.704, Loss: 0.482 Epoch 6 Batch 325/538 - Train Accuracy: 0.687, Validation Accuracy: 0.701, Loss: 0.447 Epoch 6 Batch 326/538 - Train Accuracy: 0.676, Validation Accuracy: 0.700, Loss: 0.463 Epoch 6 Batch 327/538 - Train Accuracy: 0.679, Validation Accuracy: 0.698, Loss: 0.478 Epoch 6 Batch 328/538 - Train Accuracy: 0.702, Validation Accuracy: 0.705, Loss: 0.450 Epoch 6 Batch 329/538 - Train Accuracy: 0.696, Validation Accuracy: 0.705, Loss: 0.454 Epoch 6 Batch 330/538 - Train Accuracy: 0.693, Validation Accuracy: 0.703, Loss: 0.429 Epoch 6 Batch 331/538 - Train Accuracy: 0.674, Validation Accuracy: 0.702, Loss: 0.447 Epoch 6 Batch 332/538 - Train Accuracy: 0.662, Validation Accuracy: 0.700, Loss: 0.468 Epoch 6 Batch 333/538 - Train Accuracy: 0.676, Validation Accuracy: 0.700, Loss: 0.444 Epoch 6 Batch 334/538 - Train Accuracy: 0.711, Validation Accuracy: 0.700, Loss: 0.430 Epoch 6 Batch 335/538 - Train Accuracy: 0.684, Validation Accuracy: 0.703, Loss: 0.460 Epoch 6 Batch 336/538 - Train Accuracy: 0.702, Validation Accuracy: 0.701, Loss: 0.436 Epoch 6 Batch 337/538 - Train Accuracy: 0.694, Validation Accuracy: 0.703, Loss: 0.445 Epoch 6 Batch 338/538 - Train Accuracy: 0.670, Validation Accuracy: 0.704, Loss: 0.462 Epoch 6 Batch 339/538 - Train Accuracy: 0.690, Validation Accuracy: 0.703, Loss: 0.450 Epoch 6 Batch 340/538 - Train Accuracy: 0.671, Validation Accuracy: 0.697, Loss: 0.478 Epoch 6 Batch 341/538 - Train Accuracy: 0.680, Validation Accuracy: 0.699, Loss: 0.453 Epoch 6 Batch 342/538 - Train Accuracy: 0.690, Validation Accuracy: 0.698, Loss: 0.449 Epoch 6 Batch 343/538 - Train Accuracy: 0.698, Validation Accuracy: 0.701, Loss: 0.475 Epoch 6 Batch 344/538 - Train Accuracy: 0.679, Validation Accuracy: 0.699, Loss: 0.456 Epoch 6 Batch 345/538 - Train Accuracy: 0.703, Validation Accuracy: 0.698, Loss: 0.449 Epoch 6 Batch 346/538 - Train Accuracy: 0.675, Validation Accuracy: 0.698, Loss: 0.477 Epoch 6 Batch 347/538 - Train Accuracy: 0.678, Validation Accuracy: 0.697, Loss: 0.463 Epoch 6 Batch 348/538 - Train Accuracy: 0.683, Validation Accuracy: 0.697, Loss: 0.438 Epoch 6 Batch 349/538 - Train Accuracy: 0.641, Validation Accuracy: 0.699, Loss: 0.457 Epoch 6 Batch 350/538 - Train Accuracy: 0.683, Validation Accuracy: 0.697, Loss: 0.473 Epoch 6 Batch 351/538 - Train Accuracy: 0.652, Validation Accuracy: 0.700, Loss: 0.486 Epoch 6 Batch 352/538 - Train Accuracy: 0.686, Validation Accuracy: 0.698, Loss: 0.463 Epoch 6 Batch 353/538 - Train Accuracy: 0.692, Validation Accuracy: 0.699, Loss: 0.473 Epoch 6 Batch 354/538 - Train Accuracy: 0.667, Validation Accuracy: 0.698, Loss: 0.469 Epoch 6 Batch 355/538 - Train Accuracy: 0.665, Validation Accuracy: 0.701, Loss: 0.477 Epoch 6 Batch 356/538 - Train Accuracy: 0.681, Validation Accuracy: 0.706, Loss: 0.439 Epoch 6 Batch 357/538 - Train Accuracy: 0.689, Validation Accuracy: 0.705, Loss: 0.458 Epoch 6 Batch 358/538 - Train Accuracy: 0.676, Validation Accuracy: 0.700, Loss: 0.464 Epoch 6 Batch 359/538 - Train Accuracy: 0.688, Validation Accuracy: 0.697, Loss: 0.449 Epoch 6 Batch 360/538 - Train Accuracy: 0.690, Validation Accuracy: 0.702, Loss: 0.467 Epoch 6 Batch 361/538 - Train Accuracy: 0.684, Validation Accuracy: 0.703, Loss: 0.452 Epoch 6 Batch 362/538 - Train Accuracy: 0.697, Validation Accuracy: 0.699, Loss: 0.428 Epoch 6 Batch 363/538 - Train Accuracy: 0.684, Validation Accuracy: 0.700, Loss: 0.432 Epoch 6 Batch 364/538 - Train Accuracy: 0.659, Validation Accuracy: 0.699, Loss: 0.471 Epoch 6 Batch 365/538 - Train Accuracy: 0.678, Validation Accuracy: 0.698, Loss: 0.451 Epoch 6 Batch 366/538 - Train Accuracy: 0.697, Validation Accuracy: 0.695, Loss: 0.469 Epoch 6 Batch 367/538 - Train Accuracy: 0.691, Validation Accuracy: 0.696, Loss: 0.443 Epoch 6 Batch 368/538 - Train Accuracy: 0.725, Validation Accuracy: 0.704, Loss: 0.412 Epoch 6 Batch 369/538 - Train Accuracy: 0.693, Validation Accuracy: 0.704, Loss: 0.445 Epoch 6 Batch 370/538 - Train Accuracy: 0.665, Validation Accuracy: 0.702, Loss: 0.465 Epoch 6 Batch 371/538 - Train Accuracy: 0.674, Validation Accuracy: 0.702, Loss: 0.446 Epoch 6 Batch 372/538 - Train Accuracy: 0.702, Validation Accuracy: 0.700, Loss: 0.450 Epoch 6 Batch 373/538 - Train Accuracy: 0.686, Validation Accuracy: 0.696, Loss: 0.450 Epoch 6 Batch 374/538 - Train Accuracy: 0.673, Validation Accuracy: 0.700, Loss: 0.453 Epoch 6 Batch 375/538 - Train Accuracy: 0.699, Validation Accuracy: 0.702, Loss: 0.429 Epoch 6 Batch 376/538 - Train Accuracy: 0.693, Validation Accuracy: 0.708, Loss: 0.469 Epoch 6 Batch 377/538 - Train Accuracy: 0.698, Validation Accuracy: 0.709, Loss: 0.447 Epoch 6 Batch 378/538 - Train Accuracy: 0.710, Validation Accuracy: 0.713, Loss: 0.432 Epoch 6 Batch 379/538 - Train Accuracy: 0.715, Validation Accuracy: 0.711, Loss: 0.429 Epoch 6 Batch 380/538 - Train Accuracy: 0.657, Validation Accuracy: 0.709, Loss: 0.450 Epoch 6 Batch 381/538 - Train Accuracy: 0.681, Validation Accuracy: 0.704, Loss: 0.433 Epoch 6 Batch 382/538 - Train Accuracy: 0.671, Validation Accuracy: 0.707, Loss: 0.457 Epoch 6 Batch 383/538 - Train Accuracy: 0.674, Validation Accuracy: 0.708, Loss: 0.464 Epoch 6 Batch 384/538 - Train Accuracy: 0.718, Validation Accuracy: 0.700, Loss: 0.435 Epoch 6 Batch 385/538 - Train Accuracy: 0.699, Validation Accuracy: 0.695, Loss: 0.449 Epoch 6 Batch 386/538 - Train Accuracy: 0.680, Validation Accuracy: 0.693, Loss: 0.469 Epoch 6 Batch 387/538 - Train Accuracy: 0.687, Validation Accuracy: 0.700, Loss: 0.444 Epoch 6 Batch 388/538 - Train Accuracy: 0.701, Validation Accuracy: 0.707, Loss: 0.433 Epoch 6 Batch 389/538 - Train Accuracy: 0.683, Validation Accuracy: 0.708, Loss: 0.473 Epoch 6 Batch 390/538 - Train Accuracy: 0.716, Validation Accuracy: 0.704, Loss: 0.432 Epoch 6 Batch 391/538 - Train Accuracy: 0.689, Validation Accuracy: 0.707, Loss: 0.448 Epoch 6 Batch 392/538 - Train Accuracy: 0.678, Validation Accuracy: 0.705, Loss: 0.434 Epoch 6 Batch 393/538 - Train Accuracy: 0.701, Validation Accuracy: 0.704, Loss: 0.419 Epoch 6 Batch 394/538 - Train Accuracy: 0.629, Validation Accuracy: 0.706, Loss: 0.474 Epoch 6 Batch 395/538 - Train Accuracy: 0.667, Validation Accuracy: 0.708, Loss: 0.474 Epoch 6 Batch 396/538 - Train Accuracy: 0.676, Validation Accuracy: 0.708, Loss: 0.456 Epoch 6 Batch 397/538 - Train Accuracy: 0.680, Validation Accuracy: 0.708, Loss: 0.470 Epoch 6 Batch 398/538 - Train Accuracy: 0.679, Validation Accuracy: 0.705, Loss: 0.462 Epoch 6 Batch 399/538 - Train Accuracy: 0.656, Validation Accuracy: 0.705, Loss: 0.472 Epoch 6 Batch 400/538 - Train Accuracy: 0.682, Validation Accuracy: 0.706, Loss: 0.450 Epoch 6 Batch 401/538 - Train Accuracy: 0.680, Validation Accuracy: 0.708, Loss: 0.466 Epoch 6 Batch 402/538 - Train Accuracy: 0.694, Validation Accuracy: 0.707, Loss: 0.445 Epoch 6 Batch 403/538 - Train Accuracy: 0.667, Validation Accuracy: 0.707, Loss: 0.458 Epoch 6 Batch 404/538 - Train Accuracy: 0.694, Validation Accuracy: 0.703, Loss: 0.441 Epoch 6 Batch 405/538 - Train Accuracy: 0.674, Validation Accuracy: 0.705, Loss: 0.436 Epoch 6 Batch 406/538 - Train Accuracy: 0.678, Validation Accuracy: 0.701, Loss: 0.452 Epoch 6 Batch 407/538 - Train Accuracy: 0.696, Validation Accuracy: 0.703, Loss: 0.454 Epoch 6 Batch 408/538 - Train Accuracy: 0.655, Validation Accuracy: 0.701, Loss: 0.479 Epoch 6 Batch 409/538 - Train Accuracy: 0.663, Validation Accuracy: 0.700, Loss: 0.476 Epoch 6 Batch 410/538 - Train Accuracy: 0.661, Validation Accuracy: 0.703, Loss: 0.457 Epoch 6 Batch 411/538 - Train Accuracy: 0.685, Validation Accuracy: 0.705, Loss: 0.439 Epoch 6 Batch 412/538 - Train Accuracy: 0.690, Validation Accuracy: 0.705, Loss: 0.435 Epoch 6 Batch 413/538 - Train Accuracy: 0.675, Validation Accuracy: 0.707, Loss: 0.457 Epoch 6 Batch 414/538 - Train Accuracy: 0.680, Validation Accuracy: 0.703, Loss: 0.485 Epoch 6 Batch 415/538 - Train Accuracy: 0.671, Validation Accuracy: 0.702, Loss: 0.460 Epoch 6 Batch 416/538 - Train Accuracy: 0.718, Validation Accuracy: 0.707, Loss: 0.432 Epoch 6 Batch 417/538 - Train Accuracy: 0.684, Validation Accuracy: 0.708, Loss: 0.442 Epoch 6 Batch 418/538 - Train Accuracy: 0.666, Validation Accuracy: 0.709, Loss: 0.467 Epoch 6 Batch 419/538 - Train Accuracy: 0.681, Validation Accuracy: 0.702, Loss: 0.446 Epoch 6 Batch 420/538 - Train Accuracy: 0.695, Validation Accuracy: 0.708, Loss: 0.452 Epoch 6 Batch 421/538 - Train Accuracy: 0.685, Validation Accuracy: 0.712, Loss: 0.442 Epoch 6 Batch 422/538 - Train Accuracy: 0.693, Validation Accuracy: 0.712, Loss: 0.452 Epoch 6 Batch 423/538 - Train Accuracy: 0.703, Validation Accuracy: 0.717, Loss: 0.455 Epoch 6 Batch 424/538 - Train Accuracy: 0.681, Validation Accuracy: 0.714, Loss: 0.444 Epoch 6 Batch 425/538 - Train Accuracy: 0.682, Validation Accuracy: 0.712, Loss: 0.449 Epoch 6 Batch 426/538 - Train Accuracy: 0.715, Validation Accuracy: 0.718, Loss: 0.438 Epoch 6 Batch 427/538 - Train Accuracy: 0.674, Validation Accuracy: 0.708, Loss: 0.451 Epoch 6 Batch 428/538 - Train Accuracy: 0.700, Validation Accuracy: 0.712, Loss: 0.432 Epoch 6 Batch 429/538 - Train Accuracy: 0.699, Validation Accuracy: 0.709, Loss: 0.453 Epoch 6 Batch 430/538 - Train Accuracy: 0.687, Validation Accuracy: 0.711, Loss: 0.453 Epoch 6 Batch 431/538 - Train Accuracy: 0.677, Validation Accuracy: 0.710, Loss: 0.445 Epoch 6 Batch 432/538 - Train Accuracy: 0.727, Validation Accuracy: 0.708, Loss: 0.429 Epoch 6 Batch 433/538 - Train Accuracy: 0.654, Validation Accuracy: 0.706, Loss: 0.486 Epoch 6 Batch 434/538 - Train Accuracy: 0.666, Validation Accuracy: 0.702, Loss: 0.457 Epoch 6 Batch 435/538 - Train Accuracy: 0.668, Validation Accuracy: 0.707, Loss: 0.454 Epoch 6 Batch 436/538 - Train Accuracy: 0.658, Validation Accuracy: 0.707, Loss: 0.462 Epoch 6 Batch 437/538 - Train Accuracy: 0.667, Validation Accuracy: 0.708, Loss: 0.452 Epoch 6 Batch 438/538 - Train Accuracy: 0.700, Validation Accuracy: 0.713, Loss: 0.442 Epoch 6 Batch 439/538 - Train Accuracy: 0.716, Validation Accuracy: 0.714, Loss: 0.436 Epoch 6 Batch 440/538 - Train Accuracy: 0.686, Validation Accuracy: 0.713, Loss: 0.479 Epoch 6 Batch 441/538 - Train Accuracy: 0.664, Validation Accuracy: 0.710, Loss: 0.466 Epoch 6 Batch 442/538 - Train Accuracy: 0.697, Validation Accuracy: 0.708, Loss: 0.409 Epoch 6 Batch 443/538 - Train Accuracy: 0.698, Validation Accuracy: 0.706, Loss: 0.451 Epoch 6 Batch 444/538 - Train Accuracy: 0.738, Validation Accuracy: 0.709, Loss: 0.432 Epoch 6 Batch 445/538 - Train Accuracy: 0.710, Validation Accuracy: 0.706, Loss: 0.439 Epoch 6 Batch 446/538 - Train Accuracy: 0.709, Validation Accuracy: 0.706, Loss: 0.440 Epoch 6 Batch 447/538 - Train Accuracy: 0.673, Validation Accuracy: 0.700, Loss: 0.468 Epoch 6 Batch 448/538 - Train Accuracy: 0.702, Validation Accuracy: 0.702, Loss: 0.421 Epoch 6 Batch 449/538 - Train Accuracy: 0.692, Validation Accuracy: 0.704, Loss: 0.466 Epoch 6 Batch 450/538 - Train Accuracy: 0.702, Validation Accuracy: 0.703, Loss: 0.450 Epoch 6 Batch 451/538 - Train Accuracy: 0.694, Validation Accuracy: 0.706, Loss: 0.446 Epoch 6 Batch 452/538 - Train Accuracy: 0.694, Validation Accuracy: 0.699, Loss: 0.431 Epoch 6 Batch 453/538 - Train Accuracy: 0.686, Validation Accuracy: 0.708, Loss: 0.456 Epoch 6 Batch 454/538 - Train Accuracy: 0.698, Validation Accuracy: 0.705, Loss: 0.431 Epoch 6 Batch 455/538 - Train Accuracy: 0.699, Validation Accuracy: 0.705, Loss: 0.425 Epoch 6 Batch 456/538 - Train Accuracy: 0.756, Validation Accuracy: 0.704, Loss: 0.413 Epoch 6 Batch 457/538 - Train Accuracy: 0.682, Validation Accuracy: 0.702, Loss: 0.467 Epoch 6 Batch 458/538 - Train Accuracy: 0.686, Validation Accuracy: 0.704, Loss: 0.432 Epoch 6 Batch 459/538 - Train Accuracy: 0.716, Validation Accuracy: 0.711, Loss: 0.436 Epoch 6 Batch 460/538 - Train Accuracy: 0.662, Validation Accuracy: 0.712, Loss: 0.443 Epoch 6 Batch 461/538 - Train Accuracy: 0.651, Validation Accuracy: 0.711, Loss: 0.477 Epoch 6 Batch 462/538 - Train Accuracy: 0.682, Validation Accuracy: 0.711, Loss: 0.444 Epoch 6 Batch 463/538 - Train Accuracy: 0.674, Validation Accuracy: 0.713, Loss: 0.466 Epoch 6 Batch 464/538 - Train Accuracy: 0.682, Validation Accuracy: 0.715, Loss: 0.462 Epoch 6 Batch 465/538 - Train Accuracy: 0.659, Validation Accuracy: 0.716, Loss: 0.453 Epoch 6 Batch 466/538 - Train Accuracy: 0.667, Validation Accuracy: 0.716, Loss: 0.469 Epoch 6 Batch 467/538 - Train Accuracy: 0.680, Validation Accuracy: 0.717, Loss: 0.445 Epoch 6 Batch 468/538 - Train Accuracy: 0.712, Validation Accuracy: 0.711, Loss: 0.456 Epoch 6 Batch 469/538 - Train Accuracy: 0.696, Validation Accuracy: 0.712, Loss: 0.450 Epoch 6 Batch 470/538 - Train Accuracy: 0.701, Validation Accuracy: 0.719, Loss: 0.427 Epoch 6 Batch 471/538 - Train Accuracy: 0.689, Validation Accuracy: 0.716, Loss: 0.439 Epoch 6 Batch 472/538 - Train Accuracy: 0.711, Validation Accuracy: 0.718, Loss: 0.431 Epoch 6 Batch 473/538 - Train Accuracy: 0.651, Validation Accuracy: 0.717, Loss: 0.456 Epoch 6 Batch 474/538 - Train Accuracy: 0.692, Validation Accuracy: 0.708, Loss: 0.416 Epoch 6 Batch 475/538 - Train Accuracy: 0.690, Validation Accuracy: 0.708, Loss: 0.446 Epoch 6 Batch 476/538 - Train Accuracy: 0.654, Validation Accuracy: 0.719, Loss: 0.445 Epoch 6 Batch 477/538 - Train Accuracy: 0.697, Validation Accuracy: 0.714, Loss: 0.444 Epoch 6 Batch 478/538 - Train Accuracy: 0.709, Validation Accuracy: 0.712, Loss: 0.423 Epoch 6 Batch 479/538 - Train Accuracy: 0.716, Validation Accuracy: 0.713, Loss: 0.420 Epoch 6 Batch 480/538 - Train Accuracy: 0.697, Validation Accuracy: 0.708, Loss: 0.440 Epoch 6 Batch 481/538 - Train Accuracy: 0.698, Validation Accuracy: 0.705, Loss: 0.420 Epoch 6 Batch 482/538 - Train Accuracy: 0.695, Validation Accuracy: 0.707, Loss: 0.391 Epoch 6 Batch 483/538 - Train Accuracy: 0.655, Validation Accuracy: 0.707, Loss: 0.439 Epoch 6 Batch 484/538 - Train Accuracy: 0.700, Validation Accuracy: 0.702, Loss: 0.462 Epoch 6 Batch 485/538 - Train Accuracy: 0.681, Validation Accuracy: 0.706, Loss: 0.426 Epoch 6 Batch 486/538 - Train Accuracy: 0.701, Validation Accuracy: 0.709, Loss: 0.424 Epoch 6 Batch 487/538 - Train Accuracy: 0.698, Validation Accuracy: 0.711, Loss: 0.415 Epoch 6 Batch 488/538 - Train Accuracy: 0.724, Validation Accuracy: 0.711, Loss: 0.447 Epoch 6 Batch 489/538 - Train Accuracy: 0.691, Validation Accuracy: 0.712, Loss: 0.450 Epoch 6 Batch 490/538 - Train Accuracy: 0.691, Validation Accuracy: 0.707, Loss: 0.433 Epoch 6 Batch 491/538 - Train Accuracy: 0.669, Validation Accuracy: 0.714, Loss: 0.459 Epoch 6 Batch 492/538 - Train Accuracy: 0.710, Validation Accuracy: 0.716, Loss: 0.453 Epoch 6 Batch 493/538 - Train Accuracy: 0.664, Validation Accuracy: 0.707, Loss: 0.425 Epoch 6 Batch 494/538 - Train Accuracy: 0.681, Validation Accuracy: 0.708, Loss: 0.459 Epoch 6 Batch 495/538 - Train Accuracy: 0.697, Validation Accuracy: 0.706, Loss: 0.456 Epoch 6 Batch 496/538 - Train Accuracy: 0.702, Validation Accuracy: 0.710, Loss: 0.422 Epoch 6 Batch 497/538 - Train Accuracy: 0.709, Validation Accuracy: 0.713, Loss: 0.425 Epoch 6 Batch 498/538 - Train Accuracy: 0.672, Validation Accuracy: 0.717, Loss: 0.440 Epoch 6 Batch 499/538 - Train Accuracy: 0.729, Validation Accuracy: 0.713, Loss: 0.424 Epoch 6 Batch 500/538 - Train Accuracy: 0.715, Validation Accuracy: 0.707, Loss: 0.406 Epoch 6 Batch 501/538 - Train Accuracy: 0.699, Validation Accuracy: 0.707, Loss: 0.429 Epoch 6 Batch 502/538 - Train Accuracy: 0.661, Validation Accuracy: 0.703, Loss: 0.435 Epoch 6 Batch 503/538 - Train Accuracy: 0.727, Validation Accuracy: 0.708, Loss: 0.423 Epoch 6 Batch 504/538 - Train Accuracy: 0.694, Validation Accuracy: 0.713, Loss: 0.435 Epoch 6 Batch 505/538 - Train Accuracy: 0.698, Validation Accuracy: 0.712, Loss: 0.423 Epoch 6 Batch 506/538 - Train Accuracy: 0.703, Validation Accuracy: 0.713, Loss: 0.438 Epoch 6 Batch 507/538 - Train Accuracy: 0.663, Validation Accuracy: 0.708, Loss: 0.463 Epoch 6 Batch 508/538 - Train Accuracy: 0.698, Validation Accuracy: 0.707, Loss: 0.419 Epoch 6 Batch 509/538 - Train Accuracy: 0.672, Validation Accuracy: 0.711, Loss: 0.441 Epoch 6 Batch 510/538 - Train Accuracy: 0.707, Validation Accuracy: 0.718, Loss: 0.426 Epoch 6 Batch 511/538 - Train Accuracy: 0.705, Validation Accuracy: 0.717, Loss: 0.424 Epoch 6 Batch 512/538 - Train Accuracy: 0.723, Validation Accuracy: 0.717, Loss: 0.415 Epoch 6 Batch 513/538 - Train Accuracy: 0.680, Validation Accuracy: 0.712, Loss: 0.454 Epoch 6 Batch 514/538 - Train Accuracy: 0.676, Validation Accuracy: 0.711, Loss: 0.454 Epoch 6 Batch 515/538 - Train Accuracy: 0.690, Validation Accuracy: 0.708, Loss: 0.447 Epoch 6 Batch 516/538 - Train Accuracy: 0.656, Validation Accuracy: 0.712, Loss: 0.436 Epoch 6 Batch 517/538 - Train Accuracy: 0.690, Validation Accuracy: 0.714, Loss: 0.429 Epoch 6 Batch 518/538 - Train Accuracy: 0.676, Validation Accuracy: 0.721, Loss: 0.468 Epoch 6 Batch 519/538 - Train Accuracy: 0.720, Validation Accuracy: 0.714, Loss: 0.426 Epoch 6 Batch 520/538 - Train Accuracy: 0.691, Validation Accuracy: 0.714, Loss: 0.472 Epoch 6 Batch 521/538 - Train Accuracy: 0.706, Validation Accuracy: 0.710, Loss: 0.458 Epoch 6 Batch 522/538 - Train Accuracy: 0.675, Validation Accuracy: 0.703, Loss: 0.437 Epoch 6 Batch 523/538 - Train Accuracy: 0.673, Validation Accuracy: 0.702, Loss: 0.446 Epoch 6 Batch 524/538 - Train Accuracy: 0.657, Validation Accuracy: 0.714, Loss: 0.458 Epoch 6 Batch 525/538 - Train Accuracy: 0.731, Validation Accuracy: 0.710, Loss: 0.422 Epoch 6 Batch 526/538 - Train Accuracy: 0.695, Validation Accuracy: 0.714, Loss: 0.439 Epoch 6 Batch 527/538 - Train Accuracy: 0.698, Validation Accuracy: 0.718, Loss: 0.443 Epoch 6 Batch 528/538 - Train Accuracy: 0.673, Validation Accuracy: 0.709, Loss: 0.469 Epoch 6 Batch 529/538 - Train Accuracy: 0.675, Validation Accuracy: 0.709, Loss: 0.459 Epoch 6 Batch 530/538 - Train Accuracy: 0.693, Validation Accuracy: 0.710, Loss: 0.452 Epoch 6 Batch 531/538 - Train Accuracy: 0.707, Validation Accuracy: 0.713, Loss: 0.435 Epoch 6 Batch 532/538 - Train Accuracy: 0.648, Validation Accuracy: 0.716, Loss: 0.439 Epoch 6 Batch 533/538 - Train Accuracy: 0.704, Validation Accuracy: 0.711, Loss: 0.437 Epoch 6 Batch 534/538 - Train Accuracy: 0.684, Validation Accuracy: 0.708, Loss: 0.419 Epoch 6 Batch 535/538 - Train Accuracy: 0.704, Validation Accuracy: 0.705, Loss: 0.417 Epoch 6 Batch 536/538 - Train Accuracy: 0.697, Validation Accuracy: 0.707, Loss: 0.451 Epoch 7 Batch 0/538 - Train Accuracy: 0.671, Validation Accuracy: 0.713, Loss: 0.445 Epoch 7 Batch 1/538 - Train Accuracy: 0.697, Validation Accuracy: 0.705, Loss: 0.442 Epoch 7 Batch 2/538 - Train Accuracy: 0.662, Validation Accuracy: 0.707, Loss: 0.450 Epoch 7 Batch 3/538 - Train Accuracy: 0.663, Validation Accuracy: 0.714, Loss: 0.438 Epoch 7 Batch 4/538 - Train Accuracy: 0.701, Validation Accuracy: 0.719, Loss: 0.435 Epoch 7 Batch 5/538 - Train Accuracy: 0.656, Validation Accuracy: 0.717, Loss: 0.458 Epoch 7 Batch 6/538 - Train Accuracy: 0.697, Validation Accuracy: 0.717, Loss: 0.423 Epoch 7 Batch 7/538 - Train Accuracy: 0.713, Validation Accuracy: 0.706, Loss: 0.426 Epoch 7 Batch 8/538 - Train Accuracy: 0.690, Validation Accuracy: 0.709, Loss: 0.441 Epoch 7 Batch 9/538 - Train Accuracy: 0.691, Validation Accuracy: 0.712, Loss: 0.435 Epoch 7 Batch 10/538 - Train Accuracy: 0.664, Validation Accuracy: 0.715, Loss: 0.467 Epoch 7 Batch 11/538 - Train Accuracy: 0.689, Validation Accuracy: 0.717, Loss: 0.432 Epoch 7 Batch 12/538 - Train Accuracy: 0.657, Validation Accuracy: 0.718, Loss: 0.441 Epoch 7 Batch 13/538 - Train Accuracy: 0.726, Validation Accuracy: 0.718, Loss: 0.402 Epoch 7 Batch 14/538 - Train Accuracy: 0.680, Validation Accuracy: 0.718, Loss: 0.427 Epoch 7 Batch 15/538 - Train Accuracy: 0.703, Validation Accuracy: 0.718, Loss: 0.420 Epoch 7 Batch 16/538 - Train Accuracy: 0.701, Validation Accuracy: 0.715, Loss: 0.419 Epoch 7 Batch 17/538 - Train Accuracy: 0.705, Validation Accuracy: 0.712, Loss: 0.441 Epoch 7 Batch 18/538 - Train Accuracy: 0.676, Validation Accuracy: 0.713, Loss: 0.440 Epoch 7 Batch 19/538 - Train Accuracy: 0.675, Validation Accuracy: 0.714, Loss: 0.450 Epoch 7 Batch 20/538 - Train Accuracy: 0.693, Validation Accuracy: 0.714, Loss: 0.449 Epoch 7 Batch 21/538 - Train Accuracy: 0.693, Validation Accuracy: 0.710, Loss: 0.434 Epoch 7 Batch 22/538 - Train Accuracy: 0.684, Validation Accuracy: 0.716, Loss: 0.443 Epoch 7 Batch 23/538 - Train Accuracy: 0.704, Validation Accuracy: 0.716, Loss: 0.455 Epoch 7 Batch 24/538 - Train Accuracy: 0.666, Validation Accuracy: 0.711, Loss: 0.421 Epoch 7 Batch 25/538 - Train Accuracy: 0.675, Validation Accuracy: 0.717, Loss: 0.433 Epoch 7 Batch 26/538 - Train Accuracy: 0.676, Validation Accuracy: 0.715, Loss: 0.443 Epoch 7 Batch 27/538 - Train Accuracy: 0.695, Validation Accuracy: 0.716, Loss: 0.421 Epoch 7 Batch 28/538 - Train Accuracy: 0.718, Validation Accuracy: 0.716, Loss: 0.402 Epoch 7 Batch 29/538 - Train Accuracy: 0.702, Validation Accuracy: 0.715, Loss: 0.415 Epoch 7 Batch 30/538 - Train Accuracy: 0.681, Validation Accuracy: 0.716, Loss: 0.443 Epoch 7 Batch 31/538 - Train Accuracy: 0.683, Validation Accuracy: 0.716, Loss: 0.412 Epoch 7 Batch 32/538 - Train Accuracy: 0.692, Validation Accuracy: 0.715, Loss: 0.409 Epoch 7 Batch 33/538 - Train Accuracy: 0.700, Validation Accuracy: 0.717, Loss: 0.428 Epoch 7 Batch 34/538 - Train Accuracy: 0.694, Validation Accuracy: 0.713, Loss: 0.431 Epoch 7 Batch 35/538 - Train Accuracy: 0.703, Validation Accuracy: 0.716, Loss: 0.435 Epoch 7 Batch 36/538 - Train Accuracy: 0.683, Validation Accuracy: 0.718, Loss: 0.411 Epoch 7 Batch 37/538 - Train Accuracy: 0.692, Validation Accuracy: 0.719, Loss: 0.439 Epoch 7 Batch 38/538 - Train Accuracy: 0.667, Validation Accuracy: 0.716, Loss: 0.444 Epoch 7 Batch 39/538 - Train Accuracy: 0.696, Validation Accuracy: 0.719, Loss: 0.436 Epoch 7 Batch 40/538 - Train Accuracy: 0.721, Validation Accuracy: 0.718, Loss: 0.389 Epoch 7 Batch 41/538 - Train Accuracy: 0.685, Validation Accuracy: 0.714, Loss: 0.445 Epoch 7 Batch 42/538 - Train Accuracy: 0.716, Validation Accuracy: 0.721, Loss: 0.431 Epoch 7 Batch 43/538 - Train Accuracy: 0.705, Validation Accuracy: 0.719, Loss: 0.466 Epoch 7 Batch 44/538 - Train Accuracy: 0.682, Validation Accuracy: 0.719, Loss: 0.451 Epoch 7 Batch 45/538 - Train Accuracy: 0.703, Validation Accuracy: 0.717, Loss: 0.403 Epoch 7 Batch 46/538 - Train Accuracy: 0.700, Validation Accuracy: 0.715, Loss: 0.429 Epoch 7 Batch 47/538 - Train Accuracy: 0.694, Validation Accuracy: 0.712, Loss: 0.430 Epoch 7 Batch 48/538 - Train Accuracy: 0.726, Validation Accuracy: 0.711, Loss: 0.402 Epoch 7 Batch 49/538 - Train Accuracy: 0.686, Validation Accuracy: 0.710, Loss: 0.454 Epoch 7 Batch 50/538 - Train Accuracy: 0.691, Validation Accuracy: 0.712, Loss: 0.417 Epoch 7 Batch 51/538 - Train Accuracy: 0.644, Validation Accuracy: 0.714, Loss: 0.465 Epoch 7 Batch 52/538 - Train Accuracy: 0.692, Validation Accuracy: 0.716, Loss: 0.441 Epoch 7 Batch 53/538 - Train Accuracy: 0.699, Validation Accuracy: 0.713, Loss: 0.396 Epoch 7 Batch 54/538 - Train Accuracy: 0.701, Validation Accuracy: 0.716, Loss: 0.416 Epoch 7 Batch 55/538 - Train Accuracy: 0.681, Validation Accuracy: 0.714, Loss: 0.441 Epoch 7 Batch 56/538 - Train Accuracy: 0.682, Validation Accuracy: 0.716, Loss: 0.415 Epoch 7 Batch 57/538 - Train Accuracy: 0.663, Validation Accuracy: 0.714, Loss: 0.454 Epoch 7 Batch 58/538 - Train Accuracy: 0.659, Validation Accuracy: 0.714, Loss: 0.443 Epoch 7 Batch 59/538 - Train Accuracy: 0.690, Validation Accuracy: 0.709, Loss: 0.442 Epoch 7 Batch 60/538 - Train Accuracy: 0.688, Validation Accuracy: 0.710, Loss: 0.433 Epoch 7 Batch 61/538 - Train Accuracy: 0.678, Validation Accuracy: 0.720, Loss: 0.436 Epoch 7 Batch 62/538 - Train Accuracy: 0.709, Validation Accuracy: 0.720, Loss: 0.420 Epoch 7 Batch 63/538 - Train Accuracy: 0.714, Validation Accuracy: 0.716, Loss: 0.401 Epoch 7 Batch 64/538 - Train Accuracy: 0.697, Validation Accuracy: 0.721, Loss: 0.421 Epoch 7 Batch 65/538 - Train Accuracy: 0.683, Validation Accuracy: 0.724, Loss: 0.441 Epoch 7 Batch 66/538 - Train Accuracy: 0.696, Validation Accuracy: 0.723, Loss: 0.398 Epoch 7 Batch 67/538 - Train Accuracy: 0.697, Validation Accuracy: 0.726, Loss: 0.435 Epoch 7 Batch 68/538 - Train Accuracy: 0.718, Validation Accuracy: 0.715, Loss: 0.397 Epoch 7 Batch 69/538 - Train Accuracy: 0.682, Validation Accuracy: 0.711, Loss: 0.436 Epoch 7 Batch 70/538 - Train Accuracy: 0.709, Validation Accuracy: 0.708, Loss: 0.425 Epoch 7 Batch 71/538 - Train Accuracy: 0.660, Validation Accuracy: 0.710, Loss: 0.440 Epoch 7 Batch 72/538 - Train Accuracy: 0.733, Validation Accuracy: 0.711, Loss: 0.444 Epoch 7 Batch 73/538 - Train Accuracy: 0.665, Validation Accuracy: 0.710, Loss: 0.429 Epoch 7 Batch 74/538 - Train Accuracy: 0.707, Validation Accuracy: 0.708, Loss: 0.414 Epoch 7 Batch 75/538 - Train Accuracy: 0.697, Validation Accuracy: 0.708, Loss: 0.413 Epoch 7 Batch 76/538 - Train Accuracy: 0.686, Validation Accuracy: 0.705, Loss: 0.446 Epoch 7 Batch 77/538 - Train Accuracy: 0.675, Validation Accuracy: 0.706, Loss: 0.426 Epoch 7 Batch 78/538 - Train Accuracy: 0.716, Validation Accuracy: 0.706, Loss: 0.426 Epoch 7 Batch 79/538 - Train Accuracy: 0.712, Validation Accuracy: 0.707, Loss: 0.406 Epoch 7 Batch 80/538 - Train Accuracy: 0.672, Validation Accuracy: 0.710, Loss: 0.458 Epoch 7 Batch 81/538 - Train Accuracy: 0.693, Validation Accuracy: 0.711, Loss: 0.429 Epoch 7 Batch 82/538 - Train Accuracy: 0.679, Validation Accuracy: 0.709, Loss: 0.422 Epoch 7 Batch 83/538 - Train Accuracy: 0.692, Validation Accuracy: 0.712, Loss: 0.447 Epoch 7 Batch 84/538 - Train Accuracy: 0.681, Validation Accuracy: 0.710, Loss: 0.440 Epoch 7 Batch 85/538 - Train Accuracy: 0.698, Validation Accuracy: 0.713, Loss: 0.392 Epoch 7 Batch 86/538 - Train Accuracy: 0.711, Validation Accuracy: 0.710, Loss: 0.430 Epoch 7 Batch 87/538 - Train Accuracy: 0.702, Validation Accuracy: 0.711, Loss: 0.420 Epoch 7 Batch 88/538 - Train Accuracy: 0.703, Validation Accuracy: 0.712, Loss: 0.421 Epoch 7 Batch 89/538 - Train Accuracy: 0.713, Validation Accuracy: 0.713, Loss: 0.423 Epoch 7 Batch 90/538 - Train Accuracy: 0.709, Validation Accuracy: 0.709, Loss: 0.430 Epoch 7 Batch 91/538 - Train Accuracy: 0.703, Validation Accuracy: 0.717, Loss: 0.428 Epoch 7 Batch 92/538 - Train Accuracy: 0.681, Validation Accuracy: 0.720, Loss: 0.429 Epoch 7 Batch 93/538 - Train Accuracy: 0.694, Validation Accuracy: 0.719, Loss: 0.437 Epoch 7 Batch 94/538 - Train Accuracy: 0.700, Validation Accuracy: 0.718, Loss: 0.425 Epoch 7 Batch 95/538 - Train Accuracy: 0.720, Validation Accuracy: 0.714, Loss: 0.400 Epoch 7 Batch 96/538 - Train Accuracy: 0.711, Validation Accuracy: 0.702, Loss: 0.399 Epoch 7 Batch 97/538 - Train Accuracy: 0.676, Validation Accuracy: 0.707, Loss: 0.438 Epoch 7 Batch 98/538 - Train Accuracy: 0.696, Validation Accuracy: 0.714, Loss: 0.431 Epoch 7 Batch 99/538 - Train Accuracy: 0.684, Validation Accuracy: 0.710, Loss: 0.445 Epoch 7 Batch 100/538 - Train Accuracy: 0.687, Validation Accuracy: 0.700, Loss: 0.429 Epoch 7 Batch 101/538 - Train Accuracy: 0.679, Validation Accuracy: 0.710, Loss: 0.461 Epoch 7 Batch 102/538 - Train Accuracy: 0.692, Validation Accuracy: 0.701, Loss: 0.426 Epoch 7 Batch 103/538 - Train Accuracy: 0.665, Validation Accuracy: 0.710, Loss: 0.439 Epoch 7 Batch 104/538 - Train Accuracy: 0.706, Validation Accuracy: 0.718, Loss: 0.435 Epoch 7 Batch 105/538 - Train Accuracy: 0.674, Validation Accuracy: 0.706, Loss: 0.417 Epoch 7 Batch 106/538 - Train Accuracy: 0.687, Validation Accuracy: 0.707, Loss: 0.428 Epoch 7 Batch 107/538 - Train Accuracy: 0.673, Validation Accuracy: 0.706, Loss: 0.455 Epoch 7 Batch 108/538 - Train Accuracy: 0.704, Validation Accuracy: 0.707, Loss: 0.439 Epoch 7 Batch 109/538 - Train Accuracy: 0.707, Validation Accuracy: 0.707, Loss: 0.423 Epoch 7 Batch 110/538 - Train Accuracy: 0.693, Validation Accuracy: 0.712, Loss: 0.448 Epoch 7 Batch 111/538 - Train Accuracy: 0.701, Validation Accuracy: 0.716, Loss: 0.416 Epoch 7 Batch 112/538 - Train Accuracy: 0.709, Validation Accuracy: 0.711, Loss: 0.424 Epoch 7 Batch 113/538 - Train Accuracy: 0.694, Validation Accuracy: 0.711, Loss: 0.441 Epoch 7 Batch 114/538 - Train Accuracy: 0.725, Validation Accuracy: 0.720, Loss: 0.427 Epoch 7 Batch 115/538 - Train Accuracy: 0.690, Validation Accuracy: 0.712, Loss: 0.443 Epoch 7 Batch 116/538 - Train Accuracy: 0.709, Validation Accuracy: 0.709, Loss: 0.433 Epoch 7 Batch 117/538 - Train Accuracy: 0.706, Validation Accuracy: 0.707, Loss: 0.428 Epoch 7 Batch 118/538 - Train Accuracy: 0.706, Validation Accuracy: 0.710, Loss: 0.415 Epoch 7 Batch 119/538 - Train Accuracy: 0.725, Validation Accuracy: 0.713, Loss: 0.397 Epoch 7 Batch 120/538 - Train Accuracy: 0.710, Validation Accuracy: 0.711, Loss: 0.424 Epoch 7 Batch 121/538 - Train Accuracy: 0.699, Validation Accuracy: 0.713, Loss: 0.411 Epoch 7 Batch 122/538 - Train Accuracy: 0.698, Validation Accuracy: 0.717, Loss: 0.407 Epoch 7 Batch 123/538 - Train Accuracy: 0.714, Validation Accuracy: 0.717, Loss: 0.400 Epoch 7 Batch 124/538 - Train Accuracy: 0.686, Validation Accuracy: 0.716, Loss: 0.390 Epoch 7 Batch 125/538 - Train Accuracy: 0.693, Validation Accuracy: 0.719, Loss: 0.424 Epoch 7 Batch 126/538 - Train Accuracy: 0.707, Validation Accuracy: 0.714, Loss: 0.399 Epoch 7 Batch 127/538 - Train Accuracy: 0.688, Validation Accuracy: 0.719, Loss: 0.444 Epoch 7 Batch 128/538 - Train Accuracy: 0.709, Validation Accuracy: 0.713, Loss: 0.422 Epoch 7 Batch 129/538 - Train Accuracy: 0.692, Validation Accuracy: 0.714, Loss: 0.403 Epoch 7 Batch 130/538 - Train Accuracy: 0.696, Validation Accuracy: 0.713, Loss: 0.410 Epoch 7 Batch 131/538 - Train Accuracy: 0.682, Validation Accuracy: 0.715, Loss: 0.432 Epoch 7 Batch 132/538 - Train Accuracy: 0.686, Validation Accuracy: 0.718, Loss: 0.416 Epoch 7 Batch 133/538 - Train Accuracy: 0.708, Validation Accuracy: 0.714, Loss: 0.393 Epoch 7 Batch 134/538 - Train Accuracy: 0.681, Validation Accuracy: 0.712, Loss: 0.447 Epoch 7 Batch 135/538 - Train Accuracy: 0.712, Validation Accuracy: 0.714, Loss: 0.425 Epoch 7 Batch 136/538 - Train Accuracy: 0.696, Validation Accuracy: 0.713, Loss: 0.418 Epoch 7 Batch 137/538 - Train Accuracy: 0.677, Validation Accuracy: 0.716, Loss: 0.426 Epoch 7 Batch 138/538 - Train Accuracy: 0.701, Validation Accuracy: 0.715, Loss: 0.413 Epoch 7 Batch 139/538 - Train Accuracy: 0.696, Validation Accuracy: 0.718, Loss: 0.456 Epoch 7 Batch 140/538 - Train Accuracy: 0.665, Validation Accuracy: 0.713, Loss: 0.458 Epoch 7 Batch 141/538 - Train Accuracy: 0.708, Validation Accuracy: 0.716, Loss: 0.449 Epoch 7 Batch 142/538 - Train Accuracy: 0.735, Validation Accuracy: 0.715, Loss: 0.395 Epoch 7 Batch 143/538 - Train Accuracy: 0.709, Validation Accuracy: 0.714, Loss: 0.429 Epoch 7 Batch 144/538 - Train Accuracy: 0.703, Validation Accuracy: 0.714, Loss: 0.441 Epoch 7 Batch 145/538 - Train Accuracy: 0.706, Validation Accuracy: 0.714, Loss: 0.425 Epoch 7 Batch 146/538 - Train Accuracy: 0.711, Validation Accuracy: 0.712, Loss: 0.398 Epoch 7 Batch 147/538 - Train Accuracy: 0.711, Validation Accuracy: 0.714, Loss: 0.410 Epoch 7 Batch 148/538 - Train Accuracy: 0.670, Validation Accuracy: 0.711, Loss: 0.450 Epoch 7 Batch 149/538 - Train Accuracy: 0.696, Validation Accuracy: 0.713, Loss: 0.405 Epoch 7 Batch 150/538 - Train Accuracy: 0.712, Validation Accuracy: 0.710, Loss: 0.411 Epoch 7 Batch 151/538 - Train Accuracy: 0.683, Validation Accuracy: 0.714, Loss: 0.405 Epoch 7 Batch 152/538 - Train Accuracy: 0.712, Validation Accuracy: 0.719, Loss: 0.417 Epoch 7 Batch 153/538 - Train Accuracy: 0.673, Validation Accuracy: 0.722, Loss: 0.433 Epoch 7 Batch 154/538 - Train Accuracy: 0.713, Validation Accuracy: 0.720, Loss: 0.409 Epoch 7 Batch 155/538 - Train Accuracy: 0.730, Validation Accuracy: 0.721, Loss: 0.420 Epoch 7 Batch 156/538 - Train Accuracy: 0.696, Validation Accuracy: 0.720, Loss: 0.416 Epoch 7 Batch 157/538 - Train Accuracy: 0.701, Validation Accuracy: 0.720, Loss: 0.392 Epoch 7 Batch 158/538 - Train Accuracy: 0.696, Validation Accuracy: 0.719, Loss: 0.432 Epoch 7 Batch 159/538 - Train Accuracy: 0.704, Validation Accuracy: 0.717, Loss: 0.434 Epoch 7 Batch 160/538 - Train Accuracy: 0.693, Validation Accuracy: 0.721, Loss: 0.411 Epoch 7 Batch 161/538 - Train Accuracy: 0.722, Validation Accuracy: 0.718, Loss: 0.420 Epoch 7 Batch 162/538 - Train Accuracy: 0.717, Validation Accuracy: 0.715, Loss: 0.422 Epoch 7 Batch 163/538 - Train Accuracy: 0.700, Validation Accuracy: 0.719, Loss: 0.429 Epoch 7 Batch 164/538 - Train Accuracy: 0.706, Validation Accuracy: 0.723, Loss: 0.435 Epoch 7 Batch 165/538 - Train Accuracy: 0.706, Validation Accuracy: 0.718, Loss: 0.379 Epoch 7 Batch 166/538 - Train Accuracy: 0.722, Validation Accuracy: 0.717, Loss: 0.404 Epoch 7 Batch 167/538 - Train Accuracy: 0.711, Validation Accuracy: 0.716, Loss: 0.424 Epoch 7 Batch 168/538 - Train Accuracy: 0.707, Validation Accuracy: 0.717, Loss: 0.449 Epoch 7 Batch 169/538 - Train Accuracy: 0.704, Validation Accuracy: 0.714, Loss: 0.404 Epoch 7 Batch 170/538 - Train Accuracy: 0.727, Validation Accuracy: 0.708, Loss: 0.418 Epoch 7 Batch 171/538 - Train Accuracy: 0.698, Validation Accuracy: 0.711, Loss: 0.421 Epoch 7 Batch 172/538 - Train Accuracy: 0.698, Validation Accuracy: 0.709, Loss: 0.417 Epoch 7 Batch 173/538 - Train Accuracy: 0.676, Validation Accuracy: 0.712, Loss: 0.405 Epoch 7 Batch 174/538 - Train Accuracy: 0.669, Validation Accuracy: 0.713, Loss: 0.425 Epoch 7 Batch 175/538 - Train Accuracy: 0.697, Validation Accuracy: 0.720, Loss: 0.417 Epoch 7 Batch 176/538 - Train Accuracy: 0.689, Validation Accuracy: 0.720, Loss: 0.436 Epoch 7 Batch 177/538 - Train Accuracy: 0.699, Validation Accuracy: 0.721, Loss: 0.418 Epoch 7 Batch 178/538 - Train Accuracy: 0.707, Validation Accuracy: 0.721, Loss: 0.405 Epoch 7 Batch 179/538 - Train Accuracy: 0.707, Validation Accuracy: 0.718, Loss: 0.428 Epoch 7 Batch 180/538 - Train Accuracy: 0.723, Validation Accuracy: 0.716, Loss: 0.404 Epoch 7 Batch 181/538 - Train Accuracy: 0.673, Validation Accuracy: 0.715, Loss: 0.442 Epoch 7 Batch 182/538 - Train Accuracy: 0.682, Validation Accuracy: 0.716, Loss: 0.415 Epoch 7 Batch 183/538 - Train Accuracy: 0.705, Validation Accuracy: 0.715, Loss: 0.389 Epoch 7 Batch 184/538 - Train Accuracy: 0.698, Validation Accuracy: 0.715, Loss: 0.405 Epoch 7 Batch 185/538 - Train Accuracy: 0.701, Validation Accuracy: 0.720, Loss: 0.407 Epoch 7 Batch 186/538 - Train Accuracy: 0.679, Validation Accuracy: 0.720, Loss: 0.410 Epoch 7 Batch 187/538 - Train Accuracy: 0.710, Validation Accuracy: 0.722, Loss: 0.397 Epoch 7 Batch 188/538 - Train Accuracy: 0.696, Validation Accuracy: 0.722, Loss: 0.409 Epoch 7 Batch 189/538 - Train Accuracy: 0.706, Validation Accuracy: 0.722, Loss: 0.416 Epoch 7 Batch 190/538 - Train Accuracy: 0.696, Validation Accuracy: 0.723, Loss: 0.431 Epoch 7 Batch 191/538 - Train Accuracy: 0.724, Validation Accuracy: 0.729, Loss: 0.398 Epoch 7 Batch 192/538 - Train Accuracy: 0.688, Validation Accuracy: 0.732, Loss: 0.419 Epoch 7 Batch 193/538 - Train Accuracy: 0.715, Validation Accuracy: 0.729, Loss: 0.399 Epoch 7 Batch 194/538 - Train Accuracy: 0.692, Validation Accuracy: 0.723, Loss: 0.427 Epoch 7 Batch 195/538 - Train Accuracy: 0.707, Validation Accuracy: 0.722, Loss: 0.394 Epoch 7 Batch 196/538 - Train Accuracy: 0.697, Validation Accuracy: 0.720, Loss: 0.408 Epoch 7 Batch 197/538 - Train Accuracy: 0.700, Validation Accuracy: 0.723, Loss: 0.410 Epoch 7 Batch 198/538 - Train Accuracy: 0.736, Validation Accuracy: 0.729, Loss: 0.402 Epoch 7 Batch 199/538 - Train Accuracy: 0.684, Validation Accuracy: 0.730, Loss: 0.418 Epoch 7 Batch 200/538 - Train Accuracy: 0.712, Validation Accuracy: 0.732, Loss: 0.404 Epoch 7 Batch 201/538 - Train Accuracy: 0.709, Validation Accuracy: 0.724, Loss: 0.407 Epoch 7 Batch 202/538 - Train Accuracy: 0.730, Validation Accuracy: 0.721, Loss: 0.421 Epoch 7 Batch 203/538 - Train Accuracy: 0.687, Validation Accuracy: 0.719, Loss: 0.434 Epoch 7 Batch 204/538 - Train Accuracy: 0.670, Validation Accuracy: 0.719, Loss: 0.426 Epoch 7 Batch 205/538 - Train Accuracy: 0.725, Validation Accuracy: 0.718, Loss: 0.397 Epoch 7 Batch 206/538 - Train Accuracy: 0.682, Validation Accuracy: 0.724, Loss: 0.421 Epoch 7 Batch 207/538 - Train Accuracy: 0.718, Validation Accuracy: 0.726, Loss: 0.394 Epoch 7 Batch 208/538 - Train Accuracy: 0.687, Validation Accuracy: 0.725, Loss: 0.427 Epoch 7 Batch 209/538 - Train Accuracy: 0.686, Validation Accuracy: 0.724, Loss: 0.417 Epoch 7 Batch 210/538 - Train Accuracy: 0.690, Validation Accuracy: 0.731, Loss: 0.411 Epoch 7 Batch 211/538 - Train Accuracy: 0.694, Validation Accuracy: 0.730, Loss: 0.424 Epoch 7 Batch 212/538 - Train Accuracy: 0.710, Validation Accuracy: 0.728, Loss: 0.412 Epoch 7 Batch 213/538 - Train Accuracy: 0.687, Validation Accuracy: 0.728, Loss: 0.408 Epoch 7 Batch 214/538 - Train Accuracy: 0.707, Validation Accuracy: 0.726, Loss: 0.411 Epoch 7 Batch 215/538 - Train Accuracy: 0.698, Validation Accuracy: 0.729, Loss: 0.409 Epoch 7 Batch 216/538 - Train Accuracy: 0.663, Validation Accuracy: 0.725, Loss: 0.433 Epoch 7 Batch 217/538 - Train Accuracy: 0.723, Validation Accuracy: 0.728, Loss: 0.405 Epoch 7 Batch 218/538 - Train Accuracy: 0.666, Validation Accuracy: 0.724, Loss: 0.417 Epoch 7 Batch 219/538 - Train Accuracy: 0.685, Validation Accuracy: 0.724, Loss: 0.433 Epoch 7 Batch 220/538 - Train Accuracy: 0.663, Validation Accuracy: 0.719, Loss: 0.388 Epoch 7 Batch 221/538 - Train Accuracy: 0.710, Validation Accuracy: 0.721, Loss: 0.402 Epoch 7 Batch 222/538 - Train Accuracy: 0.693, Validation Accuracy: 0.723, Loss: 0.389 Epoch 7 Batch 223/538 - Train Accuracy: 0.691, Validation Accuracy: 0.722, Loss: 0.429 Epoch 7 Batch 224/538 - Train Accuracy: 0.674, Validation Accuracy: 0.722, Loss: 0.434 Epoch 7 Batch 225/538 - Train Accuracy: 0.712, Validation Accuracy: 0.725, Loss: 0.411 Epoch 7 Batch 226/538 - Train Accuracy: 0.729, Validation Accuracy: 0.723, Loss: 0.401 Epoch 7 Batch 227/538 - Train Accuracy: 0.713, Validation Accuracy: 0.724, Loss: 0.391 Epoch 7 Batch 228/538 - Train Accuracy: 0.692, Validation Accuracy: 0.727, Loss: 0.404 Epoch 7 Batch 229/538 - Train Accuracy: 0.704, Validation Accuracy: 0.727, Loss: 0.406 Epoch 7 Batch 230/538 - Train Accuracy: 0.698, Validation Accuracy: 0.728, Loss: 0.416 Epoch 7 Batch 231/538 - Train Accuracy: 0.691, Validation Accuracy: 0.727, Loss: 0.406 Epoch 7 Batch 232/538 - Train Accuracy: 0.703, Validation Accuracy: 0.727, Loss: 0.419 Epoch 7 Batch 233/538 - Train Accuracy: 0.733, Validation Accuracy: 0.723, Loss: 0.416 Epoch 7 Batch 234/538 - Train Accuracy: 0.670, Validation Accuracy: 0.723, Loss: 0.420 Epoch 7 Batch 235/538 - Train Accuracy: 0.700, Validation Accuracy: 0.723, Loss: 0.382 Epoch 7 Batch 236/538 - Train Accuracy: 0.686, Validation Accuracy: 0.724, Loss: 0.423 Epoch 7 Batch 237/538 - Train Accuracy: 0.725, Validation Accuracy: 0.725, Loss: 0.399 Epoch 7 Batch 238/538 - Train Accuracy: 0.758, Validation Accuracy: 0.721, Loss: 0.396 Epoch 7 Batch 239/538 - Train Accuracy: 0.715, Validation Accuracy: 0.727, Loss: 0.415 Epoch 7 Batch 240/538 - Train Accuracy: 0.702, Validation Accuracy: 0.730, Loss: 0.422 Epoch 7 Batch 241/538 - Train Accuracy: 0.700, Validation Accuracy: 0.733, Loss: 0.418 Epoch 7 Batch 242/538 - Train Accuracy: 0.725, Validation Accuracy: 0.732, Loss: 0.403 Epoch 7 Batch 243/538 - Train Accuracy: 0.686, Validation Accuracy: 0.729, Loss: 0.422 Epoch 7 Batch 244/538 - Train Accuracy: 0.695, Validation Accuracy: 0.728, Loss: 0.397 Epoch 7 Batch 245/538 - Train Accuracy: 0.692, Validation Accuracy: 0.725, Loss: 0.419 Epoch 7 Batch 246/538 - Train Accuracy: 0.730, Validation Accuracy: 0.734, Loss: 0.388 Epoch 7 Batch 247/538 - Train Accuracy: 0.696, Validation Accuracy: 0.736, Loss: 0.407 Epoch 7 Batch 248/538 - Train Accuracy: 0.701, Validation Accuracy: 0.738, Loss: 0.407 Epoch 7 Batch 249/538 - Train Accuracy: 0.703, Validation Accuracy: 0.740, Loss: 0.389 Epoch 7 Batch 250/538 - Train Accuracy: 0.705, Validation Accuracy: 0.733, Loss: 0.412 Epoch 7 Batch 251/538 - Train Accuracy: 0.704, Validation Accuracy: 0.730, Loss: 0.423 Epoch 7 Batch 252/538 - Train Accuracy: 0.710, Validation Accuracy: 0.725, Loss: 0.373 Epoch 7 Batch 253/538 - Train Accuracy: 0.697, Validation Accuracy: 0.719, Loss: 0.385 Epoch 7 Batch 254/538 - Train Accuracy: 0.711, Validation Accuracy: 0.714, Loss: 0.417 Epoch 7 Batch 255/538 - Train Accuracy: 0.708, Validation Accuracy: 0.718, Loss: 0.397 Epoch 7 Batch 256/538 - Train Accuracy: 0.697, Validation Accuracy: 0.720, Loss: 0.424 Epoch 7 Batch 257/538 - Train Accuracy: 0.720, Validation Accuracy: 0.721, Loss: 0.407 Epoch 7 Batch 258/538 - Train Accuracy: 0.735, Validation Accuracy: 0.728, Loss: 0.397 Epoch 7 Batch 259/538 - Train Accuracy: 0.729, Validation Accuracy: 0.726, Loss: 0.388 Epoch 7 Batch 260/538 - Train Accuracy: 0.701, Validation Accuracy: 0.729, Loss: 0.412 Epoch 7 Batch 261/538 - Train Accuracy: 0.689, Validation Accuracy: 0.721, Loss: 0.412 Epoch 7 Batch 262/538 - Train Accuracy: 0.715, Validation Accuracy: 0.726, Loss: 0.410 Epoch 7 Batch 263/538 - Train Accuracy: 0.714, Validation Accuracy: 0.725, Loss: 0.411 Epoch 7 Batch 264/538 - Train Accuracy: 0.690, Validation Accuracy: 0.718, Loss: 0.418 Epoch 7 Batch 265/538 - Train Accuracy: 0.660, Validation Accuracy: 0.717, Loss: 0.430 Epoch 7 Batch 266/538 - Train Accuracy: 0.711, Validation Accuracy: 0.710, Loss: 0.415 Epoch 7 Batch 267/538 - Train Accuracy: 0.689, Validation Accuracy: 0.717, Loss: 0.405 Epoch 7 Batch 268/538 - Train Accuracy: 0.713, Validation Accuracy: 0.728, Loss: 0.391 Epoch 7 Batch 269/538 - Train Accuracy: 0.701, Validation Accuracy: 0.730, Loss: 0.402 Epoch 7 Batch 270/538 - Train Accuracy: 0.683, Validation Accuracy: 0.732, Loss: 0.419 Epoch 7 Batch 271/538 - Train Accuracy: 0.704, Validation Accuracy: 0.723, Loss: 0.417 Epoch 7 Batch 272/538 - Train Accuracy: 0.667, Validation Accuracy: 0.716, Loss: 0.443 Epoch 7 Batch 273/538 - Train Accuracy: 0.705, Validation Accuracy: 0.716, Loss: 0.413 Epoch 7 Batch 274/538 - Train Accuracy: 0.656, Validation Accuracy: 0.718, Loss: 0.442 Epoch 7 Batch 275/538 - Train Accuracy: 0.697, Validation Accuracy: 0.719, Loss: 0.423 Epoch 7 Batch 276/538 - Train Accuracy: 0.716, Validation Accuracy: 0.726, Loss: 0.415 Epoch 7 Batch 277/538 - Train Accuracy: 0.701, Validation Accuracy: 0.730, Loss: 0.411 Epoch 7 Batch 278/538 - Train Accuracy: 0.719, Validation Accuracy: 0.732, Loss: 0.402 Epoch 7 Batch 279/538 - Train Accuracy: 0.710, Validation Accuracy: 0.731, Loss: 0.404 Epoch 7 Batch 280/538 - Train Accuracy: 0.735, Validation Accuracy: 0.736, Loss: 0.386 Epoch 7 Batch 281/538 - Train Accuracy: 0.704, Validation Accuracy: 0.732, Loss: 0.430 Epoch 7 Batch 282/538 - Train Accuracy: 0.712, Validation Accuracy: 0.732, Loss: 0.420 Epoch 7 Batch 283/538 - Train Accuracy: 0.714, Validation Accuracy: 0.731, Loss: 0.410 Epoch 7 Batch 284/538 - Train Accuracy: 0.717, Validation Accuracy: 0.727, Loss: 0.418 Epoch 7 Batch 285/538 - Train Accuracy: 0.716, Validation Accuracy: 0.721, Loss: 0.391 Epoch 7 Batch 286/538 - Train Accuracy: 0.685, Validation Accuracy: 0.725, Loss: 0.405 Epoch 7 Batch 287/538 - Train Accuracy: 0.728, Validation Accuracy: 0.726, Loss: 0.383 Epoch 7 Batch 288/538 - Train Accuracy: 0.694, Validation Accuracy: 0.725, Loss: 0.431 Epoch 7 Batch 289/538 - Train Accuracy: 0.730, Validation Accuracy: 0.724, Loss: 0.380 Epoch 7 Batch 290/538 - Train Accuracy: 0.682, Validation Accuracy: 0.729, Loss: 0.400 Epoch 7 Batch 291/538 - Train Accuracy: 0.706, Validation Accuracy: 0.735, Loss: 0.400 Epoch 7 Batch 292/538 - Train Accuracy: 0.733, Validation Accuracy: 0.736, Loss: 0.381 Epoch 7 Batch 293/538 - Train Accuracy: 0.700, Validation Accuracy: 0.735, Loss: 0.397 Epoch 7 Batch 294/538 - Train Accuracy: 0.677, Validation Accuracy: 0.735, Loss: 0.419 Epoch 7 Batch 295/538 - Train Accuracy: 0.720, Validation Accuracy: 0.727, Loss: 0.377 Epoch 7 Batch 296/538 - Train Accuracy: 0.696, Validation Accuracy: 0.728, Loss: 0.398 Epoch 7 Batch 297/538 - Train Accuracy: 0.680, Validation Accuracy: 0.727, Loss: 0.430 Epoch 7 Batch 298/538 - Train Accuracy: 0.701, Validation Accuracy: 0.730, Loss: 0.402 Epoch 7 Batch 299/538 - Train Accuracy: 0.702, Validation Accuracy: 0.725, Loss: 0.418 Epoch 7 Batch 300/538 - Train Accuracy: 0.722, Validation Accuracy: 0.724, Loss: 0.403 Epoch 7 Batch 301/538 - Train Accuracy: 0.699, Validation Accuracy: 0.719, Loss: 0.412 Epoch 7 Batch 302/538 - Train Accuracy: 0.735, Validation Accuracy: 0.722, Loss: 0.379 Epoch 7 Batch 303/538 - Train Accuracy: 0.743, Validation Accuracy: 0.727, Loss: 0.392 Epoch 7 Batch 304/538 - Train Accuracy: 0.709, Validation Accuracy: 0.728, Loss: 0.413 Epoch 7 Batch 305/538 - Train Accuracy: 0.711, Validation Accuracy: 0.734, Loss: 0.393 Epoch 7 Batch 306/538 - Train Accuracy: 0.720, Validation Accuracy: 0.735, Loss: 0.405 Epoch 7 Batch 307/538 - Train Accuracy: 0.721, Validation Accuracy: 0.733, Loss: 0.404 Epoch 7 Batch 308/538 - Train Accuracy: 0.713, Validation Accuracy: 0.730, Loss: 0.390 Epoch 7 Batch 309/538 - Train Accuracy: 0.691, Validation Accuracy: 0.723, Loss: 0.398 Epoch 7 Batch 310/538 - Train Accuracy: 0.704, Validation Accuracy: 0.726, Loss: 0.422 Epoch 7 Batch 311/538 - Train Accuracy: 0.714, Validation Accuracy: 0.724, Loss: 0.393 Epoch 7 Batch 312/538 - Train Accuracy: 0.747, Validation Accuracy: 0.721, Loss: 0.381 Epoch 7 Batch 313/538 - Train Accuracy: 0.706, Validation Accuracy: 0.721, Loss: 0.416 Epoch 7 Batch 314/538 - Train Accuracy: 0.708, Validation Accuracy: 0.730, Loss: 0.395 Epoch 7 Batch 315/538 - Train Accuracy: 0.695, Validation Accuracy: 0.732, Loss: 0.396 Epoch 7 Batch 316/538 - Train Accuracy: 0.717, Validation Accuracy: 0.733, Loss: 0.390 Epoch 7 Batch 317/538 - Train Accuracy: 0.720, Validation Accuracy: 0.732, Loss: 0.414 Epoch 7 Batch 318/538 - Train Accuracy: 0.693, Validation Accuracy: 0.736, Loss: 0.406 Epoch 7 Batch 319/538 - Train Accuracy: 0.715, Validation Accuracy: 0.731, Loss: 0.398 Epoch 7 Batch 320/538 - Train Accuracy: 0.707, Validation Accuracy: 0.736, Loss: 0.400 Epoch 7 Batch 321/538 - Train Accuracy: 0.703, Validation Accuracy: 0.737, Loss: 0.384 Epoch 7 Batch 322/538 - Train Accuracy: 0.720, Validation Accuracy: 0.737, Loss: 0.403 Epoch 7 Batch 323/538 - Train Accuracy: 0.716, Validation Accuracy: 0.740, Loss: 0.395 Epoch 7 Batch 324/538 - Train Accuracy: 0.697, Validation Accuracy: 0.733, Loss: 0.411 Epoch 7 Batch 325/538 - Train Accuracy: 0.713, Validation Accuracy: 0.732, Loss: 0.401 Epoch 7 Batch 326/538 - Train Accuracy: 0.712, Validation Accuracy: 0.728, Loss: 0.403 Epoch 7 Batch 327/538 - Train Accuracy: 0.704, Validation Accuracy: 0.726, Loss: 0.417 Epoch 7 Batch 328/538 - Train Accuracy: 0.726, Validation Accuracy: 0.729, Loss: 0.394 Epoch 7 Batch 329/538 - Train Accuracy: 0.713, Validation Accuracy: 0.729, Loss: 0.397 Epoch 7 Batch 330/538 - Train Accuracy: 0.724, Validation Accuracy: 0.727, Loss: 0.370 Epoch 7 Batch 331/538 - Train Accuracy: 0.690, Validation Accuracy: 0.732, Loss: 0.393 Epoch 7 Batch 332/538 - Train Accuracy: 0.698, Validation Accuracy: 0.731, Loss: 0.414 Epoch 7 Batch 333/538 - Train Accuracy: 0.703, Validation Accuracy: 0.730, Loss: 0.403 Epoch 7 Batch 334/538 - Train Accuracy: 0.733, Validation Accuracy: 0.730, Loss: 0.380 Epoch 7 Batch 335/538 - Train Accuracy: 0.700, Validation Accuracy: 0.731, Loss: 0.406 Epoch 7 Batch 336/538 - Train Accuracy: 0.732, Validation Accuracy: 0.728, Loss: 0.382 Epoch 7 Batch 337/538 - Train Accuracy: 0.722, Validation Accuracy: 0.732, Loss: 0.394 Epoch 7 Batch 338/538 - Train Accuracy: 0.684, Validation Accuracy: 0.736, Loss: 0.405 Epoch 7 Batch 339/538 - Train Accuracy: 0.725, Validation Accuracy: 0.732, Loss: 0.392 Epoch 7 Batch 340/538 - Train Accuracy: 0.698, Validation Accuracy: 0.733, Loss: 0.416 Epoch 7 Batch 341/538 - Train Accuracy: 0.702, Validation Accuracy: 0.737, Loss: 0.403 Epoch 7 Batch 342/538 - Train Accuracy: 0.724, Validation Accuracy: 0.734, Loss: 0.383 Epoch 7 Batch 343/538 - Train Accuracy: 0.729, Validation Accuracy: 0.732, Loss: 0.412 Epoch 7 Batch 344/538 - Train Accuracy: 0.705, Validation Accuracy: 0.730, Loss: 0.390 Epoch 7 Batch 345/538 - Train Accuracy: 0.725, Validation Accuracy: 0.726, Loss: 0.399 Epoch 7 Batch 346/538 - Train Accuracy: 0.696, Validation Accuracy: 0.725, Loss: 0.402 Epoch 7 Batch 347/538 - Train Accuracy: 0.707, Validation Accuracy: 0.727, Loss: 0.399 Epoch 7 Batch 348/538 - Train Accuracy: 0.699, Validation Accuracy: 0.727, Loss: 0.381 Epoch 7 Batch 349/538 - Train Accuracy: 0.683, Validation Accuracy: 0.731, Loss: 0.391 Epoch 7 Batch 350/538 - Train Accuracy: 0.718, Validation Accuracy: 0.732, Loss: 0.419 Epoch 7 Batch 351/538 - Train Accuracy: 0.687, Validation Accuracy: 0.728, Loss: 0.431 Epoch 7 Batch 352/538 - Train Accuracy: 0.710, Validation Accuracy: 0.723, Loss: 0.408 Epoch 7 Batch 353/538 - Train Accuracy: 0.725, Validation Accuracy: 0.726, Loss: 0.422 Epoch 7 Batch 354/538 - Train Accuracy: 0.687, Validation Accuracy: 0.726, Loss: 0.411 Epoch 7 Batch 355/538 - Train Accuracy: 0.703, Validation Accuracy: 0.730, Loss: 0.412 Epoch 7 Batch 356/538 - Train Accuracy: 0.715, Validation Accuracy: 0.741, Loss: 0.383 Epoch 7 Batch 357/538 - Train Accuracy: 0.715, Validation Accuracy: 0.739, Loss: 0.398 Epoch 7 Batch 358/538 - Train Accuracy: 0.702, Validation Accuracy: 0.732, Loss: 0.412 Epoch 7 Batch 359/538 - Train Accuracy: 0.708, Validation Accuracy: 0.725, Loss: 0.390 Epoch 7 Batch 360/538 - Train Accuracy: 0.715, Validation Accuracy: 0.726, Loss: 0.401 Epoch 7 Batch 361/538 - Train Accuracy: 0.720, Validation Accuracy: 0.729, Loss: 0.384 Epoch 7 Batch 362/538 - Train Accuracy: 0.727, Validation Accuracy: 0.730, Loss: 0.371 Epoch 7 Batch 363/538 - Train Accuracy: 0.698, Validation Accuracy: 0.730, Loss: 0.381 Epoch 7 Batch 364/538 - Train Accuracy: 0.678, Validation Accuracy: 0.730, Loss: 0.423 Epoch 7 Batch 365/538 - Train Accuracy: 0.706, Validation Accuracy: 0.733, Loss: 0.397 Epoch 7 Batch 366/538 - Train Accuracy: 0.728, Validation Accuracy: 0.732, Loss: 0.412 Epoch 7 Batch 367/538 - Train Accuracy: 0.719, Validation Accuracy: 0.730, Loss: 0.383 Epoch 7 Batch 368/538 - Train Accuracy: 0.744, Validation Accuracy: 0.730, Loss: 0.356 Epoch 7 Batch 369/538 - Train Accuracy: 0.713, Validation Accuracy: 0.730, Loss: 0.391 Epoch 7 Batch 370/538 - Train Accuracy: 0.688, Validation Accuracy: 0.735, Loss: 0.414 Epoch 7 Batch 371/538 - Train Accuracy: 0.701, Validation Accuracy: 0.733, Loss: 0.386 Epoch 7 Batch 372/538 - Train Accuracy: 0.736, Validation Accuracy: 0.732, Loss: 0.394 Epoch 7 Batch 373/538 - Train Accuracy: 0.711, Validation Accuracy: 0.734, Loss: 0.385 Epoch 7 Batch 374/538 - Train Accuracy: 0.699, Validation Accuracy: 0.729, Loss: 0.402 Epoch 7 Batch 375/538 - Train Accuracy: 0.725, Validation Accuracy: 0.727, Loss: 0.370 Epoch 7 Batch 376/538 - Train Accuracy: 0.712, Validation Accuracy: 0.723, Loss: 0.407 Epoch 7 Batch 377/538 - Train Accuracy: 0.719, Validation Accuracy: 0.724, Loss: 0.381 Epoch 7 Batch 378/538 - Train Accuracy: 0.734, Validation Accuracy: 0.724, Loss: 0.386 Epoch 7 Batch 379/538 - Train Accuracy: 0.725, Validation Accuracy: 0.732, Loss: 0.377 Epoch 7 Batch 380/538 - Train Accuracy: 0.679, Validation Accuracy: 0.730, Loss: 0.388 Epoch 7 Batch 381/538 - Train Accuracy: 0.709, Validation Accuracy: 0.730, Loss: 0.372 Epoch 7 Batch 382/538 - Train Accuracy: 0.708, Validation Accuracy: 0.734, Loss: 0.401 Epoch 7 Batch 383/538 - Train Accuracy: 0.698, Validation Accuracy: 0.735, Loss: 0.396 Epoch 7 Batch 384/538 - Train Accuracy: 0.738, Validation Accuracy: 0.735, Loss: 0.384 Epoch 7 Batch 385/538 - Train Accuracy: 0.724, Validation Accuracy: 0.734, Loss: 0.384 Epoch 7 Batch 386/538 - Train Accuracy: 0.716, Validation Accuracy: 0.732, Loss: 0.405 Epoch 7 Batch 387/538 - Train Accuracy: 0.717, Validation Accuracy: 0.732, Loss: 0.394 Epoch 7 Batch 388/538 - Train Accuracy: 0.718, Validation Accuracy: 0.734, Loss: 0.376 Epoch 7 Batch 389/538 - Train Accuracy: 0.697, Validation Accuracy: 0.730, Loss: 0.414 Epoch 7 Batch 390/538 - Train Accuracy: 0.741, Validation Accuracy: 0.733, Loss: 0.376 Epoch 7 Batch 391/538 - Train Accuracy: 0.717, Validation Accuracy: 0.739, Loss: 0.393 Epoch 7 Batch 392/538 - Train Accuracy: 0.700, Validation Accuracy: 0.740, Loss: 0.387 Epoch 7 Batch 393/538 - Train Accuracy: 0.735, Validation Accuracy: 0.740, Loss: 0.365 Epoch 7 Batch 394/538 - Train Accuracy: 0.668, Validation Accuracy: 0.737, Loss: 0.420 Epoch 7 Batch 395/538 - Train Accuracy: 0.684, Validation Accuracy: 0.739, Loss: 0.412 Epoch 7 Batch 396/538 - Train Accuracy: 0.694, Validation Accuracy: 0.740, Loss: 0.406 Epoch 7 Batch 397/538 - Train Accuracy: 0.705, Validation Accuracy: 0.739, Loss: 0.416 Epoch 7 Batch 398/538 - Train Accuracy: 0.696, Validation Accuracy: 0.742, Loss: 0.409 Epoch 7 Batch 399/538 - Train Accuracy: 0.682, Validation Accuracy: 0.743, Loss: 0.414 Epoch 7 Batch 400/538 - Train Accuracy: 0.710, Validation Accuracy: 0.735, Loss: 0.398 Epoch 7 Batch 401/538 - Train Accuracy: 0.715, Validation Accuracy: 0.729, Loss: 0.407 Epoch 7 Batch 402/538 - Train Accuracy: 0.722, Validation Accuracy: 0.722, Loss: 0.391 Epoch 7 Batch 403/538 - Train Accuracy: 0.696, Validation Accuracy: 0.726, Loss: 0.394 Epoch 7 Batch 404/538 - Train Accuracy: 0.711, Validation Accuracy: 0.725, Loss: 0.384 Epoch 7 Batch 405/538 - Train Accuracy: 0.692, Validation Accuracy: 0.730, Loss: 0.385 Epoch 7 Batch 406/538 - Train Accuracy: 0.704, Validation Accuracy: 0.739, Loss: 0.388 Epoch 7 Batch 407/538 - Train Accuracy: 0.738, Validation Accuracy: 0.744, Loss: 0.394 Epoch 7 Batch 408/538 - Train Accuracy: 0.682, Validation Accuracy: 0.743, Loss: 0.418 Epoch 7 Batch 409/538 - Train Accuracy: 0.710, Validation Accuracy: 0.735, Loss: 0.407 Epoch 7 Batch 410/538 - Train Accuracy: 0.686, Validation Accuracy: 0.728, Loss: 0.397 Epoch 7 Batch 411/538 - Train Accuracy: 0.694, Validation Accuracy: 0.728, Loss: 0.382 Epoch 7 Batch 412/538 - Train Accuracy: 0.717, Validation Accuracy: 0.732, Loss: 0.376 Epoch 7 Batch 413/538 - Train Accuracy: 0.703, Validation Accuracy: 0.733, Loss: 0.389 Epoch 7 Batch 414/538 - Train Accuracy: 0.701, Validation Accuracy: 0.734, Loss: 0.417 Epoch 7 Batch 415/538 - Train Accuracy: 0.701, Validation Accuracy: 0.735, Loss: 0.413 Epoch 7 Batch 416/538 - Train Accuracy: 0.744, Validation Accuracy: 0.730, Loss: 0.381 Epoch 7 Batch 417/538 - Train Accuracy: 0.710, Validation Accuracy: 0.730, Loss: 0.393 Epoch 7 Batch 418/538 - Train Accuracy: 0.700, Validation Accuracy: 0.736, Loss: 0.407 Epoch 7 Batch 419/538 - Train Accuracy: 0.715, Validation Accuracy: 0.737, Loss: 0.397 Epoch 7 Batch 420/538 - Train Accuracy: 0.718, Validation Accuracy: 0.738, Loss: 0.387 Epoch 7 Batch 421/538 - Train Accuracy: 0.703, Validation Accuracy: 0.734, Loss: 0.378 Epoch 7 Batch 422/538 - Train Accuracy: 0.713, Validation Accuracy: 0.738, Loss: 0.388 Epoch 7 Batch 423/538 - Train Accuracy: 0.732, Validation Accuracy: 0.740, Loss: 0.408 Epoch 7 Batch 424/538 - Train Accuracy: 0.708, Validation Accuracy: 0.736, Loss: 0.390 Epoch 7 Batch 425/538 - Train Accuracy: 0.708, Validation Accuracy: 0.734, Loss: 0.395 Epoch 7 Batch 426/538 - Train Accuracy: 0.738, Validation Accuracy: 0.734, Loss: 0.393 Epoch 7 Batch 427/538 - Train Accuracy: 0.696, Validation Accuracy: 0.733, Loss: 0.400 Epoch 7 Batch 428/538 - Train Accuracy: 0.716, Validation Accuracy: 0.735, Loss: 0.385 Epoch 7 Batch 429/538 - Train Accuracy: 0.727, Validation Accuracy: 0.737, Loss: 0.390 Epoch 7 Batch 430/538 - Train Accuracy: 0.725, Validation Accuracy: 0.741, Loss: 0.383 Epoch 7 Batch 431/538 - Train Accuracy: 0.713, Validation Accuracy: 0.739, Loss: 0.392 Epoch 7 Batch 432/538 - Train Accuracy: 0.752, Validation Accuracy: 0.737, Loss: 0.375 Epoch 7 Batch 433/538 - Train Accuracy: 0.696, Validation Accuracy: 0.733, Loss: 0.427 Epoch 7 Batch 434/538 - Train Accuracy: 0.699, Validation Accuracy: 0.738, Loss: 0.402 Epoch 7 Batch 435/538 - Train Accuracy: 0.696, Validation Accuracy: 0.739, Loss: 0.390 Epoch 7 Batch 436/538 - Train Accuracy: 0.684, Validation Accuracy: 0.738, Loss: 0.406 Epoch 7 Batch 437/538 - Train Accuracy: 0.698, Validation Accuracy: 0.737, Loss: 0.396 Epoch 7 Batch 438/538 - Train Accuracy: 0.730, Validation Accuracy: 0.738, Loss: 0.378 Epoch 7 Batch 439/538 - Train Accuracy: 0.740, Validation Accuracy: 0.735, Loss: 0.375 Epoch 7 Batch 440/538 - Train Accuracy: 0.712, Validation Accuracy: 0.733, Loss: 0.417 Epoch 7 Batch 441/538 - Train Accuracy: 0.678, Validation Accuracy: 0.732, Loss: 0.413 Epoch 7 Batch 442/538 - Train Accuracy: 0.730, Validation Accuracy: 0.736, Loss: 0.357 Epoch 7 Batch 443/538 - Train Accuracy: 0.723, Validation Accuracy: 0.734, Loss: 0.394 Epoch 7 Batch 444/538 - Train Accuracy: 0.763, Validation Accuracy: 0.733, Loss: 0.366 Epoch 7 Batch 445/538 - Train Accuracy: 0.734, Validation Accuracy: 0.732, Loss: 0.390 Epoch 7 Batch 446/538 - Train Accuracy: 0.736, Validation Accuracy: 0.730, Loss: 0.375 Epoch 7 Batch 447/538 - Train Accuracy: 0.692, Validation Accuracy: 0.735, Loss: 0.395 Epoch 7 Batch 448/538 - Train Accuracy: 0.727, Validation Accuracy: 0.735, Loss: 0.374 Epoch 7 Batch 449/538 - Train Accuracy: 0.720, Validation Accuracy: 0.734, Loss: 0.419 Epoch 7 Batch 450/538 - Train Accuracy: 0.729, Validation Accuracy: 0.735, Loss: 0.393 Epoch 7 Batch 451/538 - Train Accuracy: 0.715, Validation Accuracy: 0.733, Loss: 0.383 Epoch 7 Batch 452/538 - Train Accuracy: 0.722, Validation Accuracy: 0.728, Loss: 0.379 Epoch 7 Batch 453/538 - Train Accuracy: 0.709, Validation Accuracy: 0.733, Loss: 0.402 Epoch 7 Batch 454/538 - Train Accuracy: 0.719, Validation Accuracy: 0.729, Loss: 0.375 Epoch 7 Batch 455/538 - Train Accuracy: 0.719, Validation Accuracy: 0.728, Loss: 0.371 Epoch 7 Batch 456/538 - Train Accuracy: 0.775, Validation Accuracy: 0.732, Loss: 0.364 Epoch 7 Batch 457/538 - Train Accuracy: 0.704, Validation Accuracy: 0.733, Loss: 0.400 Epoch 7 Batch 458/538 - Train Accuracy: 0.706, Validation Accuracy: 0.733, Loss: 0.374 Epoch 7 Batch 459/538 - Train Accuracy: 0.737, Validation Accuracy: 0.732, Loss: 0.379 Epoch 7 Batch 460/538 - Train Accuracy: 0.691, Validation Accuracy: 0.733, Loss: 0.393 Epoch 7 Batch 461/538 - Train Accuracy: 0.685, Validation Accuracy: 0.735, Loss: 0.410 Epoch 7 Batch 462/538 - Train Accuracy: 0.707, Validation Accuracy: 0.737, Loss: 0.378 Epoch 7 Batch 463/538 - Train Accuracy: 0.701, Validation Accuracy: 0.735, Loss: 0.414 Epoch 7 Batch 464/538 - Train Accuracy: 0.702, Validation Accuracy: 0.741, Loss: 0.409 Epoch 7 Batch 465/538 - Train Accuracy: 0.688, Validation Accuracy: 0.739, Loss: 0.396 Epoch 7 Batch 466/538 - Train Accuracy: 0.693, Validation Accuracy: 0.741, Loss: 0.412 Epoch 7 Batch 467/538 - Train Accuracy: 0.703, Validation Accuracy: 0.743, Loss: 0.394 Epoch 7 Batch 468/538 - Train Accuracy: 0.742, Validation Accuracy: 0.736, Loss: 0.402 Epoch 7 Batch 469/538 - Train Accuracy: 0.708, Validation Accuracy: 0.737, Loss: 0.385 Epoch 7 Batch 470/538 - Train Accuracy: 0.719, Validation Accuracy: 0.733, Loss: 0.378 Epoch 7 Batch 471/538 - Train Accuracy: 0.722, Validation Accuracy: 0.727, Loss: 0.373 Epoch 7 Batch 472/538 - Train Accuracy: 0.733, Validation Accuracy: 0.730, Loss: 0.374 Epoch 7 Batch 473/538 - Train Accuracy: 0.673, Validation Accuracy: 0.740, Loss: 0.405 Epoch 7 Batch 474/538 - Train Accuracy: 0.712, Validation Accuracy: 0.735, Loss: 0.369 Epoch 7 Batch 475/538 - Train Accuracy: 0.709, Validation Accuracy: 0.736, Loss: 0.382 Epoch 7 Batch 476/538 - Train Accuracy: 0.674, Validation Accuracy: 0.740, Loss: 0.394 Epoch 7 Batch 477/538 - Train Accuracy: 0.713, Validation Accuracy: 0.731, Loss: 0.390 Epoch 7 Batch 478/538 - Train Accuracy: 0.733, Validation Accuracy: 0.737, Loss: 0.385 Epoch 7 Batch 479/538 - Train Accuracy: 0.737, Validation Accuracy: 0.740, Loss: 0.377 Epoch 7 Batch 480/538 - Train Accuracy: 0.723, Validation Accuracy: 0.734, Loss: 0.380 Epoch 7 Batch 481/538 - Train Accuracy: 0.720, Validation Accuracy: 0.743, Loss: 0.381 Epoch 7 Batch 482/538 - Train Accuracy: 0.711, Validation Accuracy: 0.737, Loss: 0.351 Epoch 7 Batch 483/538 - Train Accuracy: 0.692, Validation Accuracy: 0.739, Loss: 0.398 Epoch 7 Batch 484/538 - Train Accuracy: 0.719, Validation Accuracy: 0.739, Loss: 0.414 Epoch 7 Batch 485/538 - Train Accuracy: 0.713, Validation Accuracy: 0.735, Loss: 0.366 Epoch 7 Batch 486/538 - Train Accuracy: 0.722, Validation Accuracy: 0.740, Loss: 0.382 Epoch 7 Batch 487/538 - Train Accuracy: 0.719, Validation Accuracy: 0.741, Loss: 0.372 Epoch 7 Batch 488/538 - Train Accuracy: 0.757, Validation Accuracy: 0.738, Loss: 0.375 Epoch 7 Batch 489/538 - Train Accuracy: 0.707, Validation Accuracy: 0.741, Loss: 0.396 Epoch 7 Batch 490/538 - Train Accuracy: 0.711, Validation Accuracy: 0.738, Loss: 0.384 Epoch 7 Batch 491/538 - Train Accuracy: 0.691, Validation Accuracy: 0.738, Loss: 0.419 Epoch 7 Batch 492/538 - Train Accuracy: 0.740, Validation Accuracy: 0.740, Loss: 0.382 Epoch 7 Batch 493/538 - Train Accuracy: 0.691, Validation Accuracy: 0.743, Loss: 0.382 Epoch 7 Batch 494/538 - Train Accuracy: 0.707, Validation Accuracy: 0.740, Loss: 0.396 Epoch 7 Batch 495/538 - Train Accuracy: 0.735, Validation Accuracy: 0.742, Loss: 0.400 Epoch 7 Batch 496/538 - Train Accuracy: 0.725, Validation Accuracy: 0.744, Loss: 0.372 Epoch 7 Batch 497/538 - Train Accuracy: 0.731, Validation Accuracy: 0.738, Loss: 0.368 Epoch 7 Batch 498/538 - Train Accuracy: 0.693, Validation Accuracy: 0.744, Loss: 0.392 Epoch 7 Batch 499/538 - Train Accuracy: 0.743, Validation Accuracy: 0.742, Loss: 0.370 Epoch 7 Batch 500/538 - Train Accuracy: 0.737, Validation Accuracy: 0.744, Loss: 0.350 Epoch 7 Batch 501/538 - Train Accuracy: 0.737, Validation Accuracy: 0.746, Loss: 0.368 Epoch 7 Batch 502/538 - Train Accuracy: 0.696, Validation Accuracy: 0.746, Loss: 0.380 Epoch 7 Batch 503/538 - Train Accuracy: 0.749, Validation Accuracy: 0.745, Loss: 0.374 Epoch 7 Batch 504/538 - Train Accuracy: 0.717, Validation Accuracy: 0.744, Loss: 0.371 Epoch 7 Batch 505/538 - Train Accuracy: 0.712, Validation Accuracy: 0.740, Loss: 0.380 Epoch 7 Batch 506/538 - Train Accuracy: 0.725, Validation Accuracy: 0.739, Loss: 0.383 Epoch 7 Batch 507/538 - Train Accuracy: 0.682, Validation Accuracy: 0.739, Loss: 0.408 Epoch 7 Batch 508/538 - Train Accuracy: 0.733, Validation Accuracy: 0.742, Loss: 0.364 Epoch 7 Batch 509/538 - Train Accuracy: 0.699, Validation Accuracy: 0.743, Loss: 0.385 Epoch 7 Batch 510/538 - Train Accuracy: 0.726, Validation Accuracy: 0.739, Loss: 0.373 Epoch 7 Batch 511/538 - Train Accuracy: 0.725, Validation Accuracy: 0.744, Loss: 0.382 Epoch 7 Batch 512/538 - Train Accuracy: 0.742, Validation Accuracy: 0.743, Loss: 0.375 Epoch 7 Batch 513/538 - Train Accuracy: 0.700, Validation Accuracy: 0.739, Loss: 0.398 Epoch 7 Batch 514/538 - Train Accuracy: 0.703, Validation Accuracy: 0.742, Loss: 0.394 Epoch 7 Batch 515/538 - Train Accuracy: 0.713, Validation Accuracy: 0.741, Loss: 0.390 Epoch 7 Batch 516/538 - Train Accuracy: 0.693, Validation Accuracy: 0.737, Loss: 0.381 Epoch 7 Batch 517/538 - Train Accuracy: 0.709, Validation Accuracy: 0.734, Loss: 0.375 Epoch 7 Batch 518/538 - Train Accuracy: 0.699, Validation Accuracy: 0.739, Loss: 0.405 Epoch 7 Batch 519/538 - Train Accuracy: 0.741, Validation Accuracy: 0.746, Loss: 0.363 Epoch 7 Batch 520/538 - Train Accuracy: 0.711, Validation Accuracy: 0.743, Loss: 0.406 Epoch 7 Batch 521/538 - Train Accuracy: 0.722, Validation Accuracy: 0.733, Loss: 0.393 Epoch 7 Batch 522/538 - Train Accuracy: 0.699, Validation Accuracy: 0.733, Loss: 0.384 Epoch 7 Batch 523/538 - Train Accuracy: 0.715, Validation Accuracy: 0.732, Loss: 0.389 Epoch 7 Batch 524/538 - Train Accuracy: 0.682, Validation Accuracy: 0.732, Loss: 0.393 Epoch 7 Batch 525/538 - Train Accuracy: 0.751, Validation Accuracy: 0.734, Loss: 0.371 Epoch 7 Batch 526/538 - Train Accuracy: 0.714, Validation Accuracy: 0.733, Loss: 0.367 Epoch 7 Batch 527/538 - Train Accuracy: 0.727, Validation Accuracy: 0.732, Loss: 0.386 Epoch 7 Batch 528/538 - Train Accuracy: 0.702, Validation Accuracy: 0.732, Loss: 0.410 Epoch 7 Batch 529/538 - Train Accuracy: 0.714, Validation Accuracy: 0.732, Loss: 0.385 Epoch 7 Batch 530/538 - Train Accuracy: 0.710, Validation Accuracy: 0.734, Loss: 0.401 Epoch 7 Batch 531/538 - Train Accuracy: 0.737, Validation Accuracy: 0.735, Loss: 0.382 Epoch 7 Batch 532/538 - Train Accuracy: 0.688, Validation Accuracy: 0.738, Loss: 0.379 Epoch 7 Batch 533/538 - Train Accuracy: 0.734, Validation Accuracy: 0.737, Loss: 0.388 Epoch 7 Batch 534/538 - Train Accuracy: 0.718, Validation Accuracy: 0.737, Loss: 0.370 Epoch 7 Batch 535/538 - Train Accuracy: 0.729, Validation Accuracy: 0.735, Loss: 0.367 Epoch 7 Batch 536/538 - Train Accuracy: 0.722, Validation Accuracy: 0.736, Loss: 0.394 Epoch 8 Batch 0/538 - Train Accuracy: 0.686, Validation Accuracy: 0.735, Loss: 0.375 Epoch 8 Batch 1/538 - Train Accuracy: 0.719, Validation Accuracy: 0.735, Loss: 0.385 Epoch 8 Batch 2/538 - Train Accuracy: 0.695, Validation Accuracy: 0.735, Loss: 0.401 Epoch 8 Batch 3/538 - Train Accuracy: 0.684, Validation Accuracy: 0.736, Loss: 0.389 Epoch 8 Batch 4/538 - Train Accuracy: 0.726, Validation Accuracy: 0.735, Loss: 0.381 Epoch 8 Batch 5/538 - Train Accuracy: 0.694, Validation Accuracy: 0.732, Loss: 0.402 Epoch 8 Batch 6/538 - Train Accuracy: 0.716, Validation Accuracy: 0.733, Loss: 0.384 Epoch 8 Batch 7/538 - Train Accuracy: 0.725, Validation Accuracy: 0.736, Loss: 0.380 Epoch 8 Batch 8/538 - Train Accuracy: 0.729, Validation Accuracy: 0.736, Loss: 0.389 Epoch 8 Batch 9/538 - Train Accuracy: 0.725, Validation Accuracy: 0.732, Loss: 0.384 Epoch 8 Batch 10/538 - Train Accuracy: 0.688, Validation Accuracy: 0.736, Loss: 0.407 Epoch 8 Batch 11/538 - Train Accuracy: 0.728, Validation Accuracy: 0.737, Loss: 0.379 Epoch 8 Batch 12/538 - Train Accuracy: 0.681, Validation Accuracy: 0.735, Loss: 0.396 Epoch 8 Batch 13/538 - Train Accuracy: 0.761, Validation Accuracy: 0.737, Loss: 0.357 Epoch 8 Batch 14/538 - Train Accuracy: 0.697, Validation Accuracy: 0.733, Loss: 0.383 Epoch 8 Batch 15/538 - Train Accuracy: 0.745, Validation Accuracy: 0.733, Loss: 0.363 Epoch 8 Batch 16/538 - Train Accuracy: 0.719, Validation Accuracy: 0.735, Loss: 0.366 Epoch 8 Batch 17/538 - Train Accuracy: 0.728, Validation Accuracy: 0.735, Loss: 0.374 Epoch 8 Batch 18/538 - Train Accuracy: 0.720, Validation Accuracy: 0.740, Loss: 0.390 Epoch 8 Batch 19/538 - Train Accuracy: 0.703, Validation Accuracy: 0.741, Loss: 0.403 Epoch 8 Batch 20/538 - Train Accuracy: 0.722, Validation Accuracy: 0.742, Loss: 0.393 Epoch 8 Batch 21/538 - Train Accuracy: 0.709, Validation Accuracy: 0.741, Loss: 0.385 Epoch 8 Batch 22/538 - Train Accuracy: 0.722, Validation Accuracy: 0.744, Loss: 0.395 Epoch 8 Batch 23/538 - Train Accuracy: 0.720, Validation Accuracy: 0.740, Loss: 0.401 Epoch 8 Batch 24/538 - Train Accuracy: 0.693, Validation Accuracy: 0.741, Loss: 0.375 Epoch 8 Batch 25/538 - Train Accuracy: 0.696, Validation Accuracy: 0.739, Loss: 0.390 Epoch 8 Batch 26/538 - Train Accuracy: 0.712, Validation Accuracy: 0.741, Loss: 0.398 Epoch 8 Batch 27/538 - Train Accuracy: 0.716, Validation Accuracy: 0.747, Loss: 0.371 Epoch 8 Batch 28/538 - Train Accuracy: 0.733, Validation Accuracy: 0.746, Loss: 0.351 Epoch 8 Batch 29/538 - Train Accuracy: 0.719, Validation Accuracy: 0.744, Loss: 0.366 Epoch 8 Batch 30/538 - Train Accuracy: 0.710, Validation Accuracy: 0.744, Loss: 0.403 Epoch 8 Batch 31/538 - Train Accuracy: 0.703, Validation Accuracy: 0.747, Loss: 0.363 Epoch 8 Batch 32/538 - Train Accuracy: 0.711, Validation Accuracy: 0.742, Loss: 0.361 Epoch 8 Batch 33/538 - Train Accuracy: 0.733, Validation Accuracy: 0.741, Loss: 0.377 Epoch 8 Batch 34/538 - Train Accuracy: 0.722, Validation Accuracy: 0.748, Loss: 0.385 Epoch 8 Batch 35/538 - Train Accuracy: 0.729, Validation Accuracy: 0.747, Loss: 0.377 Epoch 8 Batch 36/538 - Train Accuracy: 0.699, Validation Accuracy: 0.749, Loss: 0.364 Epoch 8 Batch 37/538 - Train Accuracy: 0.727, Validation Accuracy: 0.749, Loss: 0.391 Epoch 8 Batch 38/538 - Train Accuracy: 0.705, Validation Accuracy: 0.742, Loss: 0.377 Epoch 8 Batch 39/538 - Train Accuracy: 0.718, Validation Accuracy: 0.738, Loss: 0.384 Epoch 8 Batch 40/538 - Train Accuracy: 0.749, Validation Accuracy: 0.739, Loss: 0.336 Epoch 8 Batch 41/538 - Train Accuracy: 0.703, Validation Accuracy: 0.741, Loss: 0.400 Epoch 8 Batch 42/538 - Train Accuracy: 0.741, Validation Accuracy: 0.744, Loss: 0.378 Epoch 8 Batch 43/538 - Train Accuracy: 0.733, Validation Accuracy: 0.744, Loss: 0.409 Epoch 8 Batch 44/538 - Train Accuracy: 0.710, Validation Accuracy: 0.741, Loss: 0.402 Epoch 8 Batch 45/538 - Train Accuracy: 0.741, Validation Accuracy: 0.746, Loss: 0.363 Epoch 8 Batch 46/538 - Train Accuracy: 0.747, Validation Accuracy: 0.744, Loss: 0.371 Epoch 8 Batch 47/538 - Train Accuracy: 0.717, Validation Accuracy: 0.744, Loss: 0.384 Epoch 8 Batch 48/538 - Train Accuracy: 0.751, Validation Accuracy: 0.744, Loss: 0.356 Epoch 8 Batch 49/538 - Train Accuracy: 0.720, Validation Accuracy: 0.743, Loss: 0.399 Epoch 8 Batch 50/538 - Train Accuracy: 0.725, Validation Accuracy: 0.743, Loss: 0.372 Epoch 8 Batch 51/538 - Train Accuracy: 0.673, Validation Accuracy: 0.742, Loss: 0.418 Epoch 8 Batch 52/538 - Train Accuracy: 0.714, Validation Accuracy: 0.740, Loss: 0.389 Epoch 8 Batch 53/538 - Train Accuracy: 0.727, Validation Accuracy: 0.742, Loss: 0.355 Epoch 8 Batch 54/538 - Train Accuracy: 0.732, Validation Accuracy: 0.747, Loss: 0.381 Epoch 8 Batch 55/538 - Train Accuracy: 0.717, Validation Accuracy: 0.750, Loss: 0.375 Epoch 8 Batch 56/538 - Train Accuracy: 0.698, Validation Accuracy: 0.746, Loss: 0.377 Epoch 8 Batch 57/538 - Train Accuracy: 0.699, Validation Accuracy: 0.746, Loss: 0.402 Epoch 8 Batch 58/538 - Train Accuracy: 0.675, Validation Accuracy: 0.733, Loss: 0.395 Epoch 8 Batch 59/538 - Train Accuracy: 0.719, Validation Accuracy: 0.735, Loss: 0.399 Epoch 8 Batch 60/538 - Train Accuracy: 0.717, Validation Accuracy: 0.736, Loss: 0.377 Epoch 8 Batch 61/538 - Train Accuracy: 0.720, Validation Accuracy: 0.736, Loss: 0.376 Epoch 8 Batch 62/538 - Train Accuracy: 0.724, Validation Accuracy: 0.738, Loss: 0.389 Epoch 8 Batch 63/538 - Train Accuracy: 0.737, Validation Accuracy: 0.732, Loss: 0.358 Epoch 8 Batch 64/538 - Train Accuracy: 0.716, Validation Accuracy: 0.723, Loss: 0.365 Epoch 8 Batch 65/538 - Train Accuracy: 0.710, Validation Accuracy: 0.727, Loss: 0.398 Epoch 8 Batch 66/538 - Train Accuracy: 0.712, Validation Accuracy: 0.732, Loss: 0.351 Epoch 8 Batch 67/538 - Train Accuracy: 0.728, Validation Accuracy: 0.736, Loss: 0.363 Epoch 8 Batch 68/538 - Train Accuracy: 0.732, Validation Accuracy: 0.740, Loss: 0.354 Epoch 8 Batch 69/538 - Train Accuracy: 0.711, Validation Accuracy: 0.736, Loss: 0.382 Epoch 8 Batch 70/538 - Train Accuracy: 0.720, Validation Accuracy: 0.735, Loss: 0.370 Epoch 8 Batch 71/538 - Train Accuracy: 0.685, Validation Accuracy: 0.736, Loss: 0.400 Epoch 8 Batch 72/538 - Train Accuracy: 0.756, Validation Accuracy: 0.739, Loss: 0.402 Epoch 8 Batch 73/538 - Train Accuracy: 0.704, Validation Accuracy: 0.737, Loss: 0.380 Epoch 8 Batch 74/538 - Train Accuracy: 0.718, Validation Accuracy: 0.740, Loss: 0.351 Epoch 8 Batch 75/538 - Train Accuracy: 0.723, Validation Accuracy: 0.738, Loss: 0.364 Epoch 8 Batch 76/538 - Train Accuracy: 0.711, Validation Accuracy: 0.736, Loss: 0.395 Epoch 8 Batch 77/538 - Train Accuracy: 0.712, Validation Accuracy: 0.736, Loss: 0.385 Epoch 8 Batch 78/538 - Train Accuracy: 0.736, Validation Accuracy: 0.747, Loss: 0.369 Epoch 8 Batch 79/538 - Train Accuracy: 0.735, Validation Accuracy: 0.747, Loss: 0.361 Epoch 8 Batch 80/538 - Train Accuracy: 0.713, Validation Accuracy: 0.744, Loss: 0.395 Epoch 8 Batch 81/538 - Train Accuracy: 0.731, Validation Accuracy: 0.742, Loss: 0.380 Epoch 8 Batch 82/538 - Train Accuracy: 0.720, Validation Accuracy: 0.738, Loss: 0.374 Epoch 8 Batch 83/538 - Train Accuracy: 0.728, Validation Accuracy: 0.737, Loss: 0.390 Epoch 8 Batch 84/538 - Train Accuracy: 0.703, Validation Accuracy: 0.742, Loss: 0.387 Epoch 8 Batch 85/538 - Train Accuracy: 0.714, Validation Accuracy: 0.746, Loss: 0.345 Epoch 8 Batch 86/538 - Train Accuracy: 0.729, Validation Accuracy: 0.746, Loss: 0.388 Epoch 8 Batch 87/538 - Train Accuracy: 0.718, Validation Accuracy: 0.745, Loss: 0.378 Epoch 8 Batch 88/538 - Train Accuracy: 0.738, Validation Accuracy: 0.738, Loss: 0.380 Epoch 8 Batch 89/538 - Train Accuracy: 0.744, Validation Accuracy: 0.739, Loss: 0.366 Epoch 8 Batch 90/538 - Train Accuracy: 0.729, Validation Accuracy: 0.742, Loss: 0.391 Epoch 8 Batch 91/538 - Train Accuracy: 0.728, Validation Accuracy: 0.740, Loss: 0.380 Epoch 8 Batch 92/538 - Train Accuracy: 0.711, Validation Accuracy: 0.746, Loss: 0.380 Epoch 8 Batch 93/538 - Train Accuracy: 0.723, Validation Accuracy: 0.751, Loss: 0.380 Epoch 8 Batch 94/538 - Train Accuracy: 0.737, Validation Accuracy: 0.749, Loss: 0.371 Epoch 8 Batch 95/538 - Train Accuracy: 0.752, Validation Accuracy: 0.750, Loss: 0.349 Epoch 8 Batch 96/538 - Train Accuracy: 0.739, Validation Accuracy: 0.747, Loss: 0.345 Epoch 8 Batch 97/538 - Train Accuracy: 0.722, Validation Accuracy: 0.746, Loss: 0.369 Epoch 8 Batch 98/538 - Train Accuracy: 0.739, Validation Accuracy: 0.746, Loss: 0.358 Epoch 8 Batch 99/538 - Train Accuracy: 0.731, Validation Accuracy: 0.746, Loss: 0.378 Epoch 8 Batch 100/538 - Train Accuracy: 0.715, Validation Accuracy: 0.750, Loss: 0.364 Epoch 8 Batch 101/538 - Train Accuracy: 0.709, Validation Accuracy: 0.744, Loss: 0.390 Epoch 8 Batch 102/538 - Train Accuracy: 0.746, Validation Accuracy: 0.744, Loss: 0.370 Epoch 8 Batch 103/538 - Train Accuracy: 0.722, Validation Accuracy: 0.745, Loss: 0.378 Epoch 8 Batch 104/538 - Train Accuracy: 0.729, Validation Accuracy: 0.745, Loss: 0.365 Epoch 8 Batch 105/538 - Train Accuracy: 0.718, Validation Accuracy: 0.743, Loss: 0.351 Epoch 8 Batch 106/538 - Train Accuracy: 0.711, Validation Accuracy: 0.746, Loss: 0.351 Epoch 8 Batch 107/538 - Train Accuracy: 0.704, Validation Accuracy: 0.749, Loss: 0.393 Epoch 8 Batch 108/538 - Train Accuracy: 0.731, Validation Accuracy: 0.750, Loss: 0.371 Epoch 8 Batch 109/538 - Train Accuracy: 0.747, Validation Accuracy: 0.752, Loss: 0.365 Epoch 8 Batch 110/538 - Train Accuracy: 0.724, Validation Accuracy: 0.755, Loss: 0.388 Epoch 8 Batch 111/538 - Train Accuracy: 0.736, Validation Accuracy: 0.754, Loss: 0.361 Epoch 8 Batch 112/538 - Train Accuracy: 0.735, Validation Accuracy: 0.754, Loss: 0.376 Epoch 8 Batch 113/538 - Train Accuracy: 0.728, Validation Accuracy: 0.751, Loss: 0.380 Epoch 8 Batch 114/538 - Train Accuracy: 0.756, Validation Accuracy: 0.750, Loss: 0.362 Epoch 8 Batch 115/538 - Train Accuracy: 0.721, Validation Accuracy: 0.746, Loss: 0.379 Epoch 8 Batch 116/538 - Train Accuracy: 0.733, Validation Accuracy: 0.744, Loss: 0.377 Epoch 8 Batch 117/538 - Train Accuracy: 0.724, Validation Accuracy: 0.741, Loss: 0.361 Epoch 8 Batch 118/538 - Train Accuracy: 0.737, Validation Accuracy: 0.743, Loss: 0.355 Epoch 8 Batch 119/538 - Train Accuracy: 0.750, Validation Accuracy: 0.746, Loss: 0.337 Epoch 8 Batch 120/538 - Train Accuracy: 0.733, Validation Accuracy: 0.747, Loss: 0.349 Epoch 8 Batch 121/538 - Train Accuracy: 0.718, Validation Accuracy: 0.747, Loss: 0.361 Epoch 8 Batch 122/538 - Train Accuracy: 0.728, Validation Accuracy: 0.750, Loss: 0.358 Epoch 8 Batch 123/538 - Train Accuracy: 0.740, Validation Accuracy: 0.750, Loss: 0.349 Epoch 8 Batch 124/538 - Train Accuracy: 0.712, Validation Accuracy: 0.742, Loss: 0.345 Epoch 8 Batch 125/538 - Train Accuracy: 0.718, Validation Accuracy: 0.739, Loss: 0.368 Epoch 8 Batch 126/538 - Train Accuracy: 0.741, Validation Accuracy: 0.743, Loss: 0.361 Epoch 8 Batch 127/538 - Train Accuracy: 0.712, Validation Accuracy: 0.745, Loss: 0.389 Epoch 8 Batch 128/538 - Train Accuracy: 0.734, Validation Accuracy: 0.746, Loss: 0.375 Epoch 8 Batch 129/538 - Train Accuracy: 0.730, Validation Accuracy: 0.746, Loss: 0.353 Epoch 8 Batch 130/538 - Train Accuracy: 0.718, Validation Accuracy: 0.744, Loss: 0.351 Epoch 8 Batch 131/538 - Train Accuracy: 0.727, Validation Accuracy: 0.744, Loss: 0.365 Epoch 8 Batch 132/538 - Train Accuracy: 0.728, Validation Accuracy: 0.748, Loss: 0.377 Epoch 8 Batch 133/538 - Train Accuracy: 0.722, Validation Accuracy: 0.746, Loss: 0.344 Epoch 8 Batch 134/538 - Train Accuracy: 0.699, Validation Accuracy: 0.744, Loss: 0.396 Epoch 8 Batch 135/538 - Train Accuracy: 0.730, Validation Accuracy: 0.744, Loss: 0.381 Epoch 8 Batch 136/538 - Train Accuracy: 0.715, Validation Accuracy: 0.741, Loss: 0.369 Epoch 8 Batch 137/538 - Train Accuracy: 0.696, Validation Accuracy: 0.741, Loss: 0.373 Epoch 8 Batch 138/538 - Train Accuracy: 0.719, Validation Accuracy: 0.744, Loss: 0.369 Epoch 8 Batch 139/538 - Train Accuracy: 0.728, Validation Accuracy: 0.748, Loss: 0.410 Epoch 8 Batch 140/538 - Train Accuracy: 0.700, Validation Accuracy: 0.746, Loss: 0.413 Epoch 8 Batch 141/538 - Train Accuracy: 0.732, Validation Accuracy: 0.746, Loss: 0.396 Epoch 8 Batch 142/538 - Train Accuracy: 0.753, Validation Accuracy: 0.744, Loss: 0.352 Epoch 8 Batch 143/538 - Train Accuracy: 0.729, Validation Accuracy: 0.742, Loss: 0.381 Epoch 8 Batch 144/538 - Train Accuracy: 0.729, Validation Accuracy: 0.747, Loss: 0.384 Epoch 8 Batch 145/538 - Train Accuracy: 0.721, Validation Accuracy: 0.743, Loss: 0.380 Epoch 8 Batch 146/538 - Train Accuracy: 0.731, Validation Accuracy: 0.743, Loss: 0.357 Epoch 8 Batch 147/538 - Train Accuracy: 0.727, Validation Accuracy: 0.741, Loss: 0.359 Epoch 8 Batch 148/538 - Train Accuracy: 0.699, Validation Accuracy: 0.743, Loss: 0.406 Epoch 8 Batch 149/538 - Train Accuracy: 0.714, Validation Accuracy: 0.742, Loss: 0.356 Epoch 8 Batch 150/538 - Train Accuracy: 0.742, Validation Accuracy: 0.743, Loss: 0.364 Epoch 8 Batch 151/538 - Train Accuracy: 0.722, Validation Accuracy: 0.743, Loss: 0.352 Epoch 8 Batch 152/538 - Train Accuracy: 0.742, Validation Accuracy: 0.743, Loss: 0.364 Epoch 8 Batch 153/538 - Train Accuracy: 0.708, Validation Accuracy: 0.742, Loss: 0.385 Epoch 8 Batch 154/538 - Train Accuracy: 0.738, Validation Accuracy: 0.746, Loss: 0.349 Epoch 8 Batch 155/538 - Train Accuracy: 0.749, Validation Accuracy: 0.748, Loss: 0.373 Epoch 8 Batch 156/538 - Train Accuracy: 0.723, Validation Accuracy: 0.749, Loss: 0.365 Epoch 8 Batch 157/538 - Train Accuracy: 0.728, Validation Accuracy: 0.750, Loss: 0.346 Epoch 8 Batch 158/538 - Train Accuracy: 0.729, Validation Accuracy: 0.750, Loss: 0.376 Epoch 8 Batch 159/538 - Train Accuracy: 0.743, Validation Accuracy: 0.751, Loss: 0.382 Epoch 8 Batch 160/538 - Train Accuracy: 0.714, Validation Accuracy: 0.751, Loss: 0.361 Epoch 8 Batch 161/538 - Train Accuracy: 0.740, Validation Accuracy: 0.744, Loss: 0.382 Epoch 8 Batch 162/538 - Train Accuracy: 0.749, Validation Accuracy: 0.750, Loss: 0.354 Epoch 8 Batch 163/538 - Train Accuracy: 0.738, Validation Accuracy: 0.751, Loss: 0.384 Epoch 8 Batch 164/538 - Train Accuracy: 0.741, Validation Accuracy: 0.745, Loss: 0.373 Epoch 8 Batch 165/538 - Train Accuracy: 0.735, Validation Accuracy: 0.747, Loss: 0.332 Epoch 8 Batch 166/538 - Train Accuracy: 0.743, Validation Accuracy: 0.752, Loss: 0.355 Epoch 8 Batch 167/538 - Train Accuracy: 0.743, Validation Accuracy: 0.751, Loss: 0.373 Epoch 8 Batch 168/538 - Train Accuracy: 0.730, Validation Accuracy: 0.753, Loss: 0.399 Epoch 8 Batch 169/538 - Train Accuracy: 0.726, Validation Accuracy: 0.749, Loss: 0.362 Epoch 8 Batch 170/538 - Train Accuracy: 0.748, Validation Accuracy: 0.744, Loss: 0.381 Epoch 8 Batch 171/538 - Train Accuracy: 0.732, Validation Accuracy: 0.743, Loss: 0.379 Epoch 8 Batch 172/538 - Train Accuracy: 0.718, Validation Accuracy: 0.744, Loss: 0.375 Epoch 8 Batch 173/538 - Train Accuracy: 0.709, Validation Accuracy: 0.744, Loss: 0.351 Epoch 8 Batch 174/538 - Train Accuracy: 0.694, Validation Accuracy: 0.742, Loss: 0.374 Epoch 8 Batch 175/538 - Train Accuracy: 0.712, Validation Accuracy: 0.742, Loss: 0.368 Epoch 8 Batch 176/538 - Train Accuracy: 0.722, Validation Accuracy: 0.744, Loss: 0.386 Epoch 8 Batch 177/538 - Train Accuracy: 0.728, Validation Accuracy: 0.744, Loss: 0.374 Epoch 8 Batch 178/538 - Train Accuracy: 0.727, Validation Accuracy: 0.745, Loss: 0.353 Epoch 8 Batch 179/538 - Train Accuracy: 0.730, Validation Accuracy: 0.748, Loss: 0.378 Epoch 8 Batch 180/538 - Train Accuracy: 0.757, Validation Accuracy: 0.747, Loss: 0.356 Epoch 8 Batch 181/538 - Train Accuracy: 0.715, Validation Accuracy: 0.743, Loss: 0.396 Epoch 8 Batch 182/538 - Train Accuracy: 0.693, Validation Accuracy: 0.741, Loss: 0.374 Epoch 8 Batch 183/538 - Train Accuracy: 0.747, Validation Accuracy: 0.737, Loss: 0.346 Epoch 8 Batch 184/538 - Train Accuracy: 0.723, Validation Accuracy: 0.737, Loss: 0.356 Epoch 8 Batch 185/538 - Train Accuracy: 0.729, Validation Accuracy: 0.741, Loss: 0.364 Epoch 8 Batch 186/538 - Train Accuracy: 0.712, Validation Accuracy: 0.743, Loss: 0.373 Epoch 8 Batch 187/538 - Train Accuracy: 0.741, Validation Accuracy: 0.748, Loss: 0.350 Epoch 8 Batch 188/538 - Train Accuracy: 0.724, Validation Accuracy: 0.747, Loss: 0.363 Epoch 8 Batch 189/538 - Train Accuracy: 0.730, Validation Accuracy: 0.751, Loss: 0.366 Epoch 8 Batch 190/538 - Train Accuracy: 0.715, Validation Accuracy: 0.750, Loss: 0.389 Epoch 8 Batch 191/538 - Train Accuracy: 0.744, Validation Accuracy: 0.749, Loss: 0.352 Epoch 8 Batch 192/538 - Train Accuracy: 0.716, Validation Accuracy: 0.753, Loss: 0.368 Epoch 8 Batch 193/538 - Train Accuracy: 0.755, Validation Accuracy: 0.754, Loss: 0.360 Epoch 8 Batch 194/538 - Train Accuracy: 0.706, Validation Accuracy: 0.751, Loss: 0.383 Epoch 8 Batch 195/538 - Train Accuracy: 0.734, Validation Accuracy: 0.750, Loss: 0.352 Epoch 8 Batch 196/538 - Train Accuracy: 0.725, Validation Accuracy: 0.748, Loss: 0.356 Epoch 8 Batch 197/538 - Train Accuracy: 0.716, Validation Accuracy: 0.744, Loss: 0.349 Epoch 8 Batch 198/538 - Train Accuracy: 0.750, Validation Accuracy: 0.748, Loss: 0.352 Epoch 8 Batch 199/538 - Train Accuracy: 0.722, Validation Accuracy: 0.745, Loss: 0.376 Epoch 8 Batch 200/538 - Train Accuracy: 0.746, Validation Accuracy: 0.748, Loss: 0.345 Epoch 8 Batch 201/538 - Train Accuracy: 0.734, Validation Accuracy: 0.749, Loss: 0.351 Epoch 8 Batch 202/538 - Train Accuracy: 0.762, Validation Accuracy: 0.748, Loss: 0.366 Epoch 8 Batch 203/538 - Train Accuracy: 0.706, Validation Accuracy: 0.749, Loss: 0.391 Epoch 8 Batch 204/538 - Train Accuracy: 0.705, Validation Accuracy: 0.743, Loss: 0.382 Epoch 8 Batch 205/538 - Train Accuracy: 0.754, Validation Accuracy: 0.747, Loss: 0.340 Epoch 8 Batch 206/538 - Train Accuracy: 0.699, Validation Accuracy: 0.751, Loss: 0.371 Epoch 8 Batch 207/538 - Train Accuracy: 0.735, Validation Accuracy: 0.749, Loss: 0.355 Epoch 8 Batch 208/538 - Train Accuracy: 0.719, Validation Accuracy: 0.750, Loss: 0.381 Epoch 8 Batch 209/538 - Train Accuracy: 0.726, Validation Accuracy: 0.757, Loss: 0.359 Epoch 8 Batch 210/538 - Train Accuracy: 0.730, Validation Accuracy: 0.758, Loss: 0.365 Epoch 8 Batch 211/538 - Train Accuracy: 0.706, Validation Accuracy: 0.758, Loss: 0.368 Epoch 8 Batch 212/538 - Train Accuracy: 0.735, Validation Accuracy: 0.755, Loss: 0.358 Epoch 8 Batch 213/538 - Train Accuracy: 0.709, Validation Accuracy: 0.756, Loss: 0.359 Epoch 8 Batch 214/538 - Train Accuracy: 0.727, Validation Accuracy: 0.754, Loss: 0.364 Epoch 8 Batch 215/538 - Train Accuracy: 0.721, Validation Accuracy: 0.755, Loss: 0.361 Epoch 8 Batch 216/538 - Train Accuracy: 0.702, Validation Accuracy: 0.756, Loss: 0.378 Epoch 8 Batch 217/538 - Train Accuracy: 0.746, Validation Accuracy: 0.752, Loss: 0.358 Epoch 8 Batch 218/538 - Train Accuracy: 0.704, Validation Accuracy: 0.751, Loss: 0.369 Epoch 8 Batch 219/538 - Train Accuracy: 0.702, Validation Accuracy: 0.751, Loss: 0.391 Epoch 8 Batch 220/538 - Train Accuracy: 0.705, Validation Accuracy: 0.756, Loss: 0.346 Epoch 8 Batch 221/538 - Train Accuracy: 0.736, Validation Accuracy: 0.754, Loss: 0.352 Epoch 8 Batch 222/538 - Train Accuracy: 0.721, Validation Accuracy: 0.751, Loss: 0.338 Epoch 8 Batch 223/538 - Train Accuracy: 0.720, Validation Accuracy: 0.748, Loss: 0.378 Epoch 8 Batch 224/538 - Train Accuracy: 0.710, Validation Accuracy: 0.750, Loss: 0.380 Epoch 8 Batch 225/538 - Train Accuracy: 0.746, Validation Accuracy: 0.748, Loss: 0.356 Epoch 8 Batch 226/538 - Train Accuracy: 0.752, Validation Accuracy: 0.754, Loss: 0.354 Epoch 8 Batch 227/538 - Train Accuracy: 0.757, Validation Accuracy: 0.751, Loss: 0.342 Epoch 8 Batch 228/538 - Train Accuracy: 0.721, Validation Accuracy: 0.748, Loss: 0.353 Epoch 8 Batch 229/538 - Train Accuracy: 0.726, Validation Accuracy: 0.750, Loss: 0.358 Epoch 8 Batch 230/538 - Train Accuracy: 0.717, Validation Accuracy: 0.748, Loss: 0.374 Epoch 8 Batch 231/538 - Train Accuracy: 0.716, Validation Accuracy: 0.747, Loss: 0.365 Epoch 8 Batch 232/538 - Train Accuracy: 0.721, Validation Accuracy: 0.741, Loss: 0.371 Epoch 8 Batch 233/538 - Train Accuracy: 0.762, Validation Accuracy: 0.743, Loss: 0.364 Epoch 8 Batch 234/538 - Train Accuracy: 0.694, Validation Accuracy: 0.742, Loss: 0.370 Epoch 8 Batch 235/538 - Train Accuracy: 0.719, Validation Accuracy: 0.741, Loss: 0.342 Epoch 8 Batch 236/538 - Train Accuracy: 0.712, Validation Accuracy: 0.742, Loss: 0.379 Epoch 8 Batch 237/538 - Train Accuracy: 0.736, Validation Accuracy: 0.741, Loss: 0.343 Epoch 8 Batch 238/538 - Train Accuracy: 0.786, Validation Accuracy: 0.743, Loss: 0.348 Epoch 8 Batch 239/538 - Train Accuracy: 0.747, Validation Accuracy: 0.746, Loss: 0.375 Epoch 8 Batch 240/538 - Train Accuracy: 0.731, Validation Accuracy: 0.746, Loss: 0.367 Epoch 8 Batch 241/538 - Train Accuracy: 0.721, Validation Accuracy: 0.750, Loss: 0.370 Epoch 8 Batch 242/538 - Train Accuracy: 0.736, Validation Accuracy: 0.748, Loss: 0.356 Epoch 8 Batch 243/538 - Train Accuracy: 0.701, Validation Accuracy: 0.749, Loss: 0.375 Epoch 8 Batch 244/538 - Train Accuracy: 0.733, Validation Accuracy: 0.745, Loss: 0.342 Epoch 8 Batch 245/538 - Train Accuracy: 0.714, Validation Accuracy: 0.743, Loss: 0.379 Epoch 8 Batch 246/538 - Train Accuracy: 0.750, Validation Accuracy: 0.742, Loss: 0.334 Epoch 8 Batch 247/538 - Train Accuracy: 0.720, Validation Accuracy: 0.746, Loss: 0.374 Epoch 8 Batch 248/538 - Train Accuracy: 0.732, Validation Accuracy: 0.746, Loss: 0.356 Epoch 8 Batch 249/538 - Train Accuracy: 0.727, Validation Accuracy: 0.746, Loss: 0.351 Epoch 8 Batch 250/538 - Train Accuracy: 0.723, Validation Accuracy: 0.747, Loss: 0.354 Epoch 8 Batch 251/538 - Train Accuracy: 0.717, Validation Accuracy: 0.743, Loss: 0.376 Epoch 8 Batch 252/538 - Train Accuracy: 0.727, Validation Accuracy: 0.743, Loss: 0.336 Epoch 8 Batch 253/538 - Train Accuracy: 0.722, Validation Accuracy: 0.743, Loss: 0.339 Epoch 8 Batch 254/538 - Train Accuracy: 0.734, Validation Accuracy: 0.745, Loss: 0.380 Epoch 8 Batch 255/538 - Train Accuracy: 0.737, Validation Accuracy: 0.747, Loss: 0.359 Epoch 8 Batch 256/538 - Train Accuracy: 0.710, Validation Accuracy: 0.744, Loss: 0.391 Epoch 8 Batch 257/538 - Train Accuracy: 0.738, Validation Accuracy: 0.740, Loss: 0.354 Epoch 8 Batch 258/538 - Train Accuracy: 0.752, Validation Accuracy: 0.736, Loss: 0.347 Epoch 8 Batch 259/538 - Train Accuracy: 0.753, Validation Accuracy: 0.741, Loss: 0.346 Epoch 8 Batch 260/538 - Train Accuracy: 0.714, Validation Accuracy: 0.746, Loss: 0.360 Epoch 8 Batch 261/538 - Train Accuracy: 0.709, Validation Accuracy: 0.752, Loss: 0.382 Epoch 8 Batch 262/538 - Train Accuracy: 0.730, Validation Accuracy: 0.757, Loss: 0.359 Epoch 8 Batch 263/538 - Train Accuracy: 0.735, Validation Accuracy: 0.758, Loss: 0.352 Epoch 8 Batch 264/538 - Train Accuracy: 0.724, Validation Accuracy: 0.758, Loss: 0.367 Epoch 8 Batch 265/538 - Train Accuracy: 0.693, Validation Accuracy: 0.753, Loss: 0.382 Epoch 8 Batch 266/538 - Train Accuracy: 0.734, Validation Accuracy: 0.752, Loss: 0.360 Epoch 8 Batch 267/538 - Train Accuracy: 0.713, Validation Accuracy: 0.750, Loss: 0.360 Epoch 8 Batch 268/538 - Train Accuracy: 0.742, Validation Accuracy: 0.754, Loss: 0.356 Epoch 8 Batch 269/538 - Train Accuracy: 0.742, Validation Accuracy: 0.752, Loss: 0.354 Epoch 8 Batch 270/538 - Train Accuracy: 0.714, Validation Accuracy: 0.747, Loss: 0.374 Epoch 8 Batch 271/538 - Train Accuracy: 0.733, Validation Accuracy: 0.748, Loss: 0.374 Epoch 8 Batch 272/538 - Train Accuracy: 0.702, Validation Accuracy: 0.751, Loss: 0.390 Epoch 8 Batch 273/538 - Train Accuracy: 0.726, Validation Accuracy: 0.754, Loss: 0.369 Epoch 8 Batch 274/538 - Train Accuracy: 0.685, Validation Accuracy: 0.757, Loss: 0.396 Epoch 8 Batch 275/538 - Train Accuracy: 0.729, Validation Accuracy: 0.755, Loss: 0.388 Epoch 8 Batch 276/538 - Train Accuracy: 0.740, Validation Accuracy: 0.753, Loss: 0.376 Epoch 8 Batch 277/538 - Train Accuracy: 0.731, Validation Accuracy: 0.755, Loss: 0.363 Epoch 8 Batch 278/538 - Train Accuracy: 0.748, Validation Accuracy: 0.756, Loss: 0.355 Epoch 8 Batch 279/538 - Train Accuracy: 0.727, Validation Accuracy: 0.757, Loss: 0.349 Epoch 8 Batch 280/538 - Train Accuracy: 0.765, Validation Accuracy: 0.747, Loss: 0.334 Epoch 8 Batch 281/538 - Train Accuracy: 0.733, Validation Accuracy: 0.752, Loss: 0.385 Epoch 8 Batch 282/538 - Train Accuracy: 0.730, Validation Accuracy: 0.756, Loss: 0.372 Epoch 8 Batch 283/538 - Train Accuracy: 0.723, Validation Accuracy: 0.763, Loss: 0.364 Epoch 8 Batch 284/538 - Train Accuracy: 0.747, Validation Accuracy: 0.762, Loss: 0.370 Epoch 8 Batch 285/538 - Train Accuracy: 0.752, Validation Accuracy: 0.759, Loss: 0.337 Epoch 8 Batch 286/538 - Train Accuracy: 0.725, Validation Accuracy: 0.757, Loss: 0.358 Epoch 8 Batch 287/538 - Train Accuracy: 0.758, Validation Accuracy: 0.754, Loss: 0.341 Epoch 8 Batch 288/538 - Train Accuracy: 0.712, Validation Accuracy: 0.750, Loss: 0.380 Epoch 8 Batch 289/538 - Train Accuracy: 0.746, Validation Accuracy: 0.751, Loss: 0.333 Epoch 8 Batch 290/538 - Train Accuracy: 0.717, Validation Accuracy: 0.753, Loss: 0.354 Epoch 8 Batch 291/538 - Train Accuracy: 0.728, Validation Accuracy: 0.753, Loss: 0.350 Epoch 8 Batch 292/538 - Train Accuracy: 0.749, Validation Accuracy: 0.753, Loss: 0.338 Epoch 8 Batch 293/538 - Train Accuracy: 0.733, Validation Accuracy: 0.751, Loss: 0.344 Epoch 8 Batch 294/538 - Train Accuracy: 0.706, Validation Accuracy: 0.753, Loss: 0.377 Epoch 8 Batch 295/538 - Train Accuracy: 0.760, Validation Accuracy: 0.752, Loss: 0.327 Epoch 8 Batch 296/538 - Train Accuracy: 0.730, Validation Accuracy: 0.754, Loss: 0.351 Epoch 8 Batch 297/538 - Train Accuracy: 0.718, Validation Accuracy: 0.756, Loss: 0.385 Epoch 8 Batch 298/538 - Train Accuracy: 0.725, Validation Accuracy: 0.756, Loss: 0.350 Epoch 8 Batch 299/538 - Train Accuracy: 0.733, Validation Accuracy: 0.755, Loss: 0.377 Epoch 8 Batch 300/538 - Train Accuracy: 0.744, Validation Accuracy: 0.755, Loss: 0.354 Epoch 8 Batch 301/538 - Train Accuracy: 0.721, Validation Accuracy: 0.749, Loss: 0.362 Epoch 8 Batch 302/538 - Train Accuracy: 0.772, Validation Accuracy: 0.753, Loss: 0.343 Epoch 8 Batch 303/538 - Train Accuracy: 0.774, Validation Accuracy: 0.752, Loss: 0.343 Epoch 8 Batch 304/538 - Train Accuracy: 0.734, Validation Accuracy: 0.751, Loss: 0.366 Epoch 8 Batch 305/538 - Train Accuracy: 0.732, Validation Accuracy: 0.755, Loss: 0.347 Epoch 8 Batch 306/538 - Train Accuracy: 0.735, Validation Accuracy: 0.753, Loss: 0.360 Epoch 8 Batch 307/538 - Train Accuracy: 0.740, Validation Accuracy: 0.750, Loss: 0.363 Epoch 8 Batch 308/538 - Train Accuracy: 0.729, Validation Accuracy: 0.750, Loss: 0.350 Epoch 8 Batch 309/538 - Train Accuracy: 0.711, Validation Accuracy: 0.757, Loss: 0.350 Epoch 8 Batch 310/538 - Train Accuracy: 0.734, Validation Accuracy: 0.757, Loss: 0.374 Epoch 8 Batch 311/538 - Train Accuracy: 0.739, Validation Accuracy: 0.757, Loss: 0.353 Epoch 8 Batch 312/538 - Train Accuracy: 0.771, Validation Accuracy: 0.755, Loss: 0.333 Epoch 8 Batch 313/538 - Train Accuracy: 0.727, Validation Accuracy: 0.756, Loss: 0.373 Epoch 8 Batch 314/538 - Train Accuracy: 0.737, Validation Accuracy: 0.752, Loss: 0.357 Epoch 8 Batch 315/538 - Train Accuracy: 0.731, Validation Accuracy: 0.754, Loss: 0.357 Epoch 8 Batch 316/538 - Train Accuracy: 0.743, Validation Accuracy: 0.753, Loss: 0.354 Epoch 8 Batch 317/538 - Train Accuracy: 0.738, Validation Accuracy: 0.753, Loss: 0.372 Epoch 8 Batch 318/538 - Train Accuracy: 0.730, Validation Accuracy: 0.758, Loss: 0.358 Epoch 8 Batch 319/538 - Train Accuracy: 0.738, Validation Accuracy: 0.757, Loss: 0.361 Epoch 8 Batch 320/538 - Train Accuracy: 0.738, Validation Accuracy: 0.758, Loss: 0.351 Epoch 8 Batch 321/538 - Train Accuracy: 0.730, Validation Accuracy: 0.757, Loss: 0.346 Epoch 8 Batch 322/538 - Train Accuracy: 0.744, Validation Accuracy: 0.754, Loss: 0.350 Epoch 8 Batch 323/538 - Train Accuracy: 0.728, Validation Accuracy: 0.754, Loss: 0.350 Epoch 8 Batch 324/538 - Train Accuracy: 0.718, Validation Accuracy: 0.754, Loss: 0.375 Epoch 8 Batch 325/538 - Train Accuracy: 0.740, Validation Accuracy: 0.753, Loss: 0.353 Epoch 8 Batch 326/538 - Train Accuracy: 0.733, Validation Accuracy: 0.753, Loss: 0.368 Epoch 8 Batch 327/538 - Train Accuracy: 0.724, Validation Accuracy: 0.752, Loss: 0.362 Epoch 8 Batch 328/538 - Train Accuracy: 0.750, Validation Accuracy: 0.753, Loss: 0.346 Epoch 8 Batch 329/538 - Train Accuracy: 0.738, Validation Accuracy: 0.754, Loss: 0.361 Epoch 8 Batch 330/538 - Train Accuracy: 0.741, Validation Accuracy: 0.754, Loss: 0.329 Epoch 8 Batch 331/538 - Train Accuracy: 0.712, Validation Accuracy: 0.757, Loss: 0.338 Epoch 8 Batch 332/538 - Train Accuracy: 0.724, Validation Accuracy: 0.755, Loss: 0.364 Epoch 8 Batch 333/538 - Train Accuracy: 0.728, Validation Accuracy: 0.748, Loss: 0.343 Epoch 8 Batch 334/538 - Train Accuracy: 0.747, Validation Accuracy: 0.743, Loss: 0.331 Epoch 8 Batch 335/538 - Train Accuracy: 0.745, Validation Accuracy: 0.738, Loss: 0.355 Epoch 8 Batch 336/538 - Train Accuracy: 0.742, Validation Accuracy: 0.743, Loss: 0.331 Epoch 8 Batch 337/538 - Train Accuracy: 0.750, Validation Accuracy: 0.745, Loss: 0.355 Epoch 8 Batch 338/538 - Train Accuracy: 0.716, Validation Accuracy: 0.752, Loss: 0.358 Epoch 8 Batch 339/538 - Train Accuracy: 0.744, Validation Accuracy: 0.758, Loss: 0.353 Epoch 8 Batch 340/538 - Train Accuracy: 0.714, Validation Accuracy: 0.762, Loss: 0.375 Epoch 8 Batch 341/538 - Train Accuracy: 0.740, Validation Accuracy: 0.762, Loss: 0.350 Epoch 8 Batch 342/538 - Train Accuracy: 0.744, Validation Accuracy: 0.753, Loss: 0.347 Epoch 8 Batch 343/538 - Train Accuracy: 0.753, Validation Accuracy: 0.750, Loss: 0.367 Epoch 8 Batch 344/538 - Train Accuracy: 0.733, Validation Accuracy: 0.757, Loss: 0.364 Epoch 8 Batch 345/538 - Train Accuracy: 0.750, Validation Accuracy: 0.755, Loss: 0.348 Epoch 8 Batch 346/538 - Train Accuracy: 0.726, Validation Accuracy: 0.756, Loss: 0.361 Epoch 8 Batch 347/538 - Train Accuracy: 0.730, Validation Accuracy: 0.758, Loss: 0.359 Epoch 8 Batch 348/538 - Train Accuracy: 0.730, Validation Accuracy: 0.756, Loss: 0.343 Epoch 8 Batch 349/538 - Train Accuracy: 0.712, Validation Accuracy: 0.754, Loss: 0.345 Epoch 8 Batch 350/538 - Train Accuracy: 0.743, Validation Accuracy: 0.759, Loss: 0.373 Epoch 8 Batch 351/538 - Train Accuracy: 0.723, Validation Accuracy: 0.755, Loss: 0.383 Epoch 8 Batch 352/538 - Train Accuracy: 0.731, Validation Accuracy: 0.753, Loss: 0.379 Epoch 8 Batch 353/538 - Train Accuracy: 0.748, Validation Accuracy: 0.759, Loss: 0.364 Epoch 8 Batch 354/538 - Train Accuracy: 0.716, Validation Accuracy: 0.761, Loss: 0.373 Epoch 8 Batch 355/538 - Train Accuracy: 0.744, Validation Accuracy: 0.756, Loss: 0.377 Epoch 8 Batch 356/538 - Train Accuracy: 0.742, Validation Accuracy: 0.752, Loss: 0.334 Epoch 8 Batch 357/538 - Train Accuracy: 0.743, Validation Accuracy: 0.757, Loss: 0.361 Epoch 8 Batch 358/538 - Train Accuracy: 0.722, Validation Accuracy: 0.760, Loss: 0.371 Epoch 8 Batch 359/538 - Train Accuracy: 0.738, Validation Accuracy: 0.758, Loss: 0.349 Epoch 8 Batch 360/538 - Train Accuracy: 0.741, Validation Accuracy: 0.756, Loss: 0.359 Epoch 8 Batch 361/538 - Train Accuracy: 0.746, Validation Accuracy: 0.757, Loss: 0.351 Epoch 8 Batch 362/538 - Train Accuracy: 0.751, Validation Accuracy: 0.761, Loss: 0.327 Epoch 8 Batch 363/538 - Train Accuracy: 0.722, Validation Accuracy: 0.758, Loss: 0.334 Epoch 8 Batch 364/538 - Train Accuracy: 0.695, Validation Accuracy: 0.758, Loss: 0.385 Epoch 8 Batch 365/538 - Train Accuracy: 0.740, Validation Accuracy: 0.757, Loss: 0.358 Epoch 8 Batch 366/538 - Train Accuracy: 0.754, Validation Accuracy: 0.757, Loss: 0.361 Epoch 8 Batch 367/538 - Train Accuracy: 0.749, Validation Accuracy: 0.761, Loss: 0.344 Epoch 8 Batch 368/538 - Train Accuracy: 0.770, Validation Accuracy: 0.760, Loss: 0.328 Epoch 8 Batch 369/538 - Train Accuracy: 0.729, Validation Accuracy: 0.756, Loss: 0.349 Epoch 8 Batch 370/538 - Train Accuracy: 0.723, Validation Accuracy: 0.756, Loss: 0.363 Epoch 8 Batch 371/538 - Train Accuracy: 0.732, Validation Accuracy: 0.759, Loss: 0.344 Epoch 8 Batch 372/538 - Train Accuracy: 0.759, Validation Accuracy: 0.757, Loss: 0.351 Epoch 8 Batch 373/538 - Train Accuracy: 0.722, Validation Accuracy: 0.760, Loss: 0.342 Epoch 8 Batch 374/538 - Train Accuracy: 0.745, Validation Accuracy: 0.757, Loss: 0.361 Epoch 8 Batch 375/538 - Train Accuracy: 0.744, Validation Accuracy: 0.759, Loss: 0.327 Epoch 8 Batch 376/538 - Train Accuracy: 0.736, Validation Accuracy: 0.759, Loss: 0.376 Epoch 8 Batch 377/538 - Train Accuracy: 0.747, Validation Accuracy: 0.757, Loss: 0.344 Epoch 8 Batch 378/538 - Train Accuracy: 0.751, Validation Accuracy: 0.760, Loss: 0.341 Epoch 8 Batch 379/538 - Train Accuracy: 0.749, Validation Accuracy: 0.754, Loss: 0.339 Epoch 8 Batch 380/538 - Train Accuracy: 0.701, Validation Accuracy: 0.751, Loss: 0.353 Epoch 8 Batch 381/538 - Train Accuracy: 0.734, Validation Accuracy: 0.752, Loss: 0.332 Epoch 8 Batch 382/538 - Train Accuracy: 0.730, Validation Accuracy: 0.751, Loss: 0.360 Epoch 8 Batch 383/538 - Train Accuracy: 0.718, Validation Accuracy: 0.750, Loss: 0.361 Epoch 8 Batch 384/538 - Train Accuracy: 0.765, Validation Accuracy: 0.743, Loss: 0.336 Epoch 8 Batch 385/538 - Train Accuracy: 0.735, Validation Accuracy: 0.741, Loss: 0.344 Epoch 8 Batch 386/538 - Train Accuracy: 0.745, Validation Accuracy: 0.741, Loss: 0.361 Epoch 8 Batch 387/538 - Train Accuracy: 0.741, Validation Accuracy: 0.744, Loss: 0.350 Epoch 8 Batch 388/538 - Train Accuracy: 0.743, Validation Accuracy: 0.756, Loss: 0.332 Epoch 8 Batch 389/538 - Train Accuracy: 0.736, Validation Accuracy: 0.763, Loss: 0.370 Epoch 8 Batch 390/538 - Train Accuracy: 0.772, Validation Accuracy: 0.755, Loss: 0.339 Epoch 8 Batch 391/538 - Train Accuracy: 0.730, Validation Accuracy: 0.760, Loss: 0.349 Epoch 8 Batch 392/538 - Train Accuracy: 0.720, Validation Accuracy: 0.762, Loss: 0.350 Epoch 8 Batch 393/538 - Train Accuracy: 0.750, Validation Accuracy: 0.763, Loss: 0.322 Epoch 8 Batch 394/538 - Train Accuracy: 0.688, Validation Accuracy: 0.763, Loss: 0.372 Epoch 8 Batch 395/538 - Train Accuracy: 0.712, Validation Accuracy: 0.763, Loss: 0.358 Epoch 8 Batch 396/538 - Train Accuracy: 0.712, Validation Accuracy: 0.757, Loss: 0.354 Epoch 8 Batch 397/538 - Train Accuracy: 0.735, Validation Accuracy: 0.761, Loss: 0.370 Epoch 8 Batch 398/538 - Train Accuracy: 0.714, Validation Accuracy: 0.757, Loss: 0.365 Epoch 8 Batch 399/538 - Train Accuracy: 0.706, Validation Accuracy: 0.754, Loss: 0.366 Epoch 8 Batch 400/538 - Train Accuracy: 0.748, Validation Accuracy: 0.752, Loss: 0.354 Epoch 8 Batch 401/538 - Train Accuracy: 0.743, Validation Accuracy: 0.752, Loss: 0.360 Epoch 8 Batch 402/538 - Train Accuracy: 0.759, Validation Accuracy: 0.757, Loss: 0.343 Epoch 8 Batch 403/538 - Train Accuracy: 0.717, Validation Accuracy: 0.762, Loss: 0.365 Epoch 8 Batch 404/538 - Train Accuracy: 0.733, Validation Accuracy: 0.760, Loss: 0.343 Epoch 8 Batch 405/538 - Train Accuracy: 0.724, Validation Accuracy: 0.754, Loss: 0.337 Epoch 8 Batch 406/538 - Train Accuracy: 0.745, Validation Accuracy: 0.755, Loss: 0.347 Epoch 8 Batch 407/538 - Train Accuracy: 0.753, Validation Accuracy: 0.756, Loss: 0.358 Epoch 8 Batch 408/538 - Train Accuracy: 0.728, Validation Accuracy: 0.755, Loss: 0.367 Epoch 8 Batch 409/538 - Train Accuracy: 0.722, Validation Accuracy: 0.761, Loss: 0.374 Epoch 8 Batch 410/538 - Train Accuracy: 0.716, Validation Accuracy: 0.758, Loss: 0.354 Epoch 8 Batch 411/538 - Train Accuracy: 0.719, Validation Accuracy: 0.751, Loss: 0.331 Epoch 8 Batch 412/538 - Train Accuracy: 0.737, Validation Accuracy: 0.749, Loss: 0.336 Epoch 8 Batch 413/538 - Train Accuracy: 0.742, Validation Accuracy: 0.749, Loss: 0.353 Epoch 8 Batch 414/538 - Train Accuracy: 0.722, Validation Accuracy: 0.748, Loss: 0.369 Epoch 8 Batch 415/538 - Train Accuracy: 0.713, Validation Accuracy: 0.747, Loss: 0.356 Epoch 8 Batch 416/538 - Train Accuracy: 0.768, Validation Accuracy: 0.748, Loss: 0.341 Epoch 8 Batch 417/538 - Train Accuracy: 0.735, Validation Accuracy: 0.748, Loss: 0.347 Epoch 8 Batch 418/538 - Train Accuracy: 0.731, Validation Accuracy: 0.753, Loss: 0.367 Epoch 8 Batch 419/538 - Train Accuracy: 0.751, Validation Accuracy: 0.762, Loss: 0.350 Epoch 8 Batch 420/538 - Train Accuracy: 0.751, Validation Accuracy: 0.760, Loss: 0.338 Epoch 8 Batch 421/538 - Train Accuracy: 0.740, Validation Accuracy: 0.758, Loss: 0.341 Epoch 8 Batch 422/538 - Train Accuracy: 0.753, Validation Accuracy: 0.758, Loss: 0.356 Epoch 8 Batch 423/538 - Train Accuracy: 0.758, Validation Accuracy: 0.761, Loss: 0.353 Epoch 8 Batch 424/538 - Train Accuracy: 0.740, Validation Accuracy: 0.762, Loss: 0.349 Epoch 8 Batch 425/538 - Train Accuracy: 0.745, Validation Accuracy: 0.761, Loss: 0.349 Epoch 8 Batch 426/538 - Train Accuracy: 0.758, Validation Accuracy: 0.762, Loss: 0.354 Epoch 8 Batch 427/538 - Train Accuracy: 0.724, Validation Accuracy: 0.762, Loss: 0.357 Epoch 8 Batch 428/538 - Train Accuracy: 0.732, Validation Accuracy: 0.758, Loss: 0.336 Epoch 8 Batch 429/538 - Train Accuracy: 0.753, Validation Accuracy: 0.760, Loss: 0.347 Epoch 8 Batch 430/538 - Train Accuracy: 0.762, Validation Accuracy: 0.757, Loss: 0.346 Epoch 8 Batch 431/538 - Train Accuracy: 0.748, Validation Accuracy: 0.754, Loss: 0.340 Epoch 8 Batch 432/538 - Train Accuracy: 0.770, Validation Accuracy: 0.755, Loss: 0.340 Epoch 8 Batch 433/538 - Train Accuracy: 0.731, Validation Accuracy: 0.755, Loss: 0.387 Epoch 8 Batch 434/538 - Train Accuracy: 0.745, Validation Accuracy: 0.757, Loss: 0.355 Epoch 8 Batch 435/538 - Train Accuracy: 0.713, Validation Accuracy: 0.761, Loss: 0.352 Epoch 8 Batch 436/538 - Train Accuracy: 0.710, Validation Accuracy: 0.762, Loss: 0.361 Epoch 8 Batch 437/538 - Train Accuracy: 0.725, Validation Accuracy: 0.760, Loss: 0.366 Epoch 8 Batch 438/538 - Train Accuracy: 0.753, Validation Accuracy: 0.756, Loss: 0.345 Epoch 8 Batch 439/538 - Train Accuracy: 0.773, Validation Accuracy: 0.758, Loss: 0.336 Epoch 8 Batch 440/538 - Train Accuracy: 0.738, Validation Accuracy: 0.760, Loss: 0.379 Epoch 8 Batch 441/538 - Train Accuracy: 0.705, Validation Accuracy: 0.761, Loss: 0.366 Epoch 8 Batch 442/538 - Train Accuracy: 0.752, Validation Accuracy: 0.760, Loss: 0.315 Epoch 8 Batch 443/538 - Train Accuracy: 0.750, Validation Accuracy: 0.758, Loss: 0.350 Epoch 8 Batch 444/538 - Train Accuracy: 0.789, Validation Accuracy: 0.757, Loss: 0.336 Epoch 8 Batch 445/538 - Train Accuracy: 0.761, Validation Accuracy: 0.753, Loss: 0.332 Epoch 8 Batch 446/538 - Train Accuracy: 0.764, Validation Accuracy: 0.752, Loss: 0.345 Epoch 8 Batch 447/538 - Train Accuracy: 0.714, Validation Accuracy: 0.751, Loss: 0.353 Epoch 8 Batch 448/538 - Train Accuracy: 0.758, Validation Accuracy: 0.752, Loss: 0.321 Epoch 8 Batch 449/538 - Train Accuracy: 0.743, Validation Accuracy: 0.755, Loss: 0.368 Epoch 8 Batch 450/538 - Train Accuracy: 0.758, Validation Accuracy: 0.753, Loss: 0.354 Epoch 8 Batch 451/538 - Train Accuracy: 0.734, Validation Accuracy: 0.756, Loss: 0.340 Epoch 8 Batch 452/538 - Train Accuracy: 0.750, Validation Accuracy: 0.755, Loss: 0.330 Epoch 8 Batch 453/538 - Train Accuracy: 0.724, Validation Accuracy: 0.755, Loss: 0.351 Epoch 8 Batch 454/538 - Train Accuracy: 0.735, Validation Accuracy: 0.758, Loss: 0.340 Epoch 8 Batch 455/538 - Train Accuracy: 0.740, Validation Accuracy: 0.760, Loss: 0.325 Epoch 8 Batch 456/538 - Train Accuracy: 0.795, Validation Accuracy: 0.760, Loss: 0.337 Epoch 8 Batch 457/538 - Train Accuracy: 0.719, Validation Accuracy: 0.762, Loss: 0.356 Epoch 8 Batch 458/538 - Train Accuracy: 0.742, Validation Accuracy: 0.765, Loss: 0.325 Epoch 8 Batch 459/538 - Train Accuracy: 0.781, Validation Accuracy: 0.765, Loss: 0.341 Epoch 8 Batch 460/538 - Train Accuracy: 0.714, Validation Accuracy: 0.759, Loss: 0.357 Epoch 8 Batch 461/538 - Train Accuracy: 0.726, Validation Accuracy: 0.759, Loss: 0.370 Epoch 8 Batch 462/538 - Train Accuracy: 0.739, Validation Accuracy: 0.762, Loss: 0.345 Epoch 8 Batch 463/538 - Train Accuracy: 0.726, Validation Accuracy: 0.760, Loss: 0.360 Epoch 8 Batch 464/538 - Train Accuracy: 0.720, Validation Accuracy: 0.752, Loss: 0.360 Epoch 8 Batch 465/538 - Train Accuracy: 0.706, Validation Accuracy: 0.757, Loss: 0.364 Epoch 8 Batch 466/538 - Train Accuracy: 0.716, Validation Accuracy: 0.758, Loss: 0.365 Epoch 8 Batch 467/538 - Train Accuracy: 0.725, Validation Accuracy: 0.760, Loss: 0.349 Epoch 8 Batch 468/538 - Train Accuracy: 0.770, Validation Accuracy: 0.763, Loss: 0.358 Epoch 8 Batch 469/538 - Train Accuracy: 0.741, Validation Accuracy: 0.759, Loss: 0.346 Epoch 8 Batch 470/538 - Train Accuracy: 0.752, Validation Accuracy: 0.759, Loss: 0.333 Epoch 8 Batch 471/538 - Train Accuracy: 0.754, Validation Accuracy: 0.760, Loss: 0.342 Epoch 8 Batch 472/538 - Train Accuracy: 0.768, Validation Accuracy: 0.766, Loss: 0.329 Epoch 8 Batch 473/538 - Train Accuracy: 0.711, Validation Accuracy: 0.766, Loss: 0.360 Epoch 8 Batch 474/538 - Train Accuracy: 0.738, Validation Accuracy: 0.762, Loss: 0.321 Epoch 8 Batch 475/538 - Train Accuracy: 0.750, Validation Accuracy: 0.759, Loss: 0.332 Epoch 8 Batch 476/538 - Train Accuracy: 0.702, Validation Accuracy: 0.760, Loss: 0.355 Epoch 8 Batch 477/538 - Train Accuracy: 0.743, Validation Accuracy: 0.765, Loss: 0.344 Epoch 8 Batch 478/538 - Train Accuracy: 0.764, Validation Accuracy: 0.766, Loss: 0.334 Epoch 8 Batch 479/538 - Train Accuracy: 0.752, Validation Accuracy: 0.762, Loss: 0.335 Epoch 8 Batch 480/538 - Train Accuracy: 0.763, Validation Accuracy: 0.761, Loss: 0.340 Epoch 8 Batch 481/538 - Train Accuracy: 0.752, Validation Accuracy: 0.763, Loss: 0.333 Epoch 8 Batch 482/538 - Train Accuracy: 0.749, Validation Accuracy: 0.760, Loss: 0.307 Epoch 8 Batch 483/538 - Train Accuracy: 0.706, Validation Accuracy: 0.755, Loss: 0.345 Epoch 8 Batch 484/538 - Train Accuracy: 0.742, Validation Accuracy: 0.752, Loss: 0.368 Epoch 8 Batch 485/538 - Train Accuracy: 0.730, Validation Accuracy: 0.754, Loss: 0.327 Epoch 8 Batch 486/538 - Train Accuracy: 0.746, Validation Accuracy: 0.747, Loss: 0.334 Epoch 8 Batch 487/538 - Train Accuracy: 0.737, Validation Accuracy: 0.749, Loss: 0.337 Epoch 8 Batch 488/538 - Train Accuracy: 0.790, Validation Accuracy: 0.748, Loss: 0.338 Epoch 8 Batch 489/538 - Train Accuracy: 0.727, Validation Accuracy: 0.744, Loss: 0.346 Epoch 8 Batch 490/538 - Train Accuracy: 0.747, Validation Accuracy: 0.756, Loss: 0.348 Epoch 8 Batch 491/538 - Train Accuracy: 0.703, Validation Accuracy: 0.752, Loss: 0.368 Epoch 8 Batch 492/538 - Train Accuracy: 0.743, Validation Accuracy: 0.752, Loss: 0.351 Epoch 8 Batch 493/538 - Train Accuracy: 0.722, Validation Accuracy: 0.760, Loss: 0.352 Epoch 8 Batch 494/538 - Train Accuracy: 0.741, Validation Accuracy: 0.754, Loss: 0.361 Epoch 8 Batch 495/538 - Train Accuracy: 0.745, Validation Accuracy: 0.751, Loss: 0.360 Epoch 8 Batch 496/538 - Train Accuracy: 0.748, Validation Accuracy: 0.749, Loss: 0.332 Epoch 8 Batch 497/538 - Train Accuracy: 0.758, Validation Accuracy: 0.749, Loss: 0.330 Epoch 8 Batch 498/538 - Train Accuracy: 0.720, Validation Accuracy: 0.749, Loss: 0.352 Epoch 8 Batch 499/538 - Train Accuracy: 0.759, Validation Accuracy: 0.748, Loss: 0.331 Epoch 8 Batch 500/538 - Train Accuracy: 0.753, Validation Accuracy: 0.753, Loss: 0.313 Epoch 8 Batch 501/538 - Train Accuracy: 0.759, Validation Accuracy: 0.753, Loss: 0.344 Epoch 8 Batch 502/538 - Train Accuracy: 0.729, Validation Accuracy: 0.752, Loss: 0.347 Epoch 8 Batch 503/538 - Train Accuracy: 0.768, Validation Accuracy: 0.757, Loss: 0.341 Epoch 8 Batch 504/538 - Train Accuracy: 0.758, Validation Accuracy: 0.753, Loss: 0.335 Epoch 8 Batch 505/538 - Train Accuracy: 0.732, Validation Accuracy: 0.754, Loss: 0.339 Epoch 8 Batch 506/538 - Train Accuracy: 0.750, Validation Accuracy: 0.752, Loss: 0.340 Epoch 8 Batch 507/538 - Train Accuracy: 0.712, Validation Accuracy: 0.754, Loss: 0.378 Epoch 8 Batch 508/538 - Train Accuracy: 0.749, Validation Accuracy: 0.756, Loss: 0.331 Epoch 8 Batch 509/538 - Train Accuracy: 0.722, Validation Accuracy: 0.752, Loss: 0.356 Epoch 8 Batch 510/538 - Train Accuracy: 0.734, Validation Accuracy: 0.753, Loss: 0.347 Epoch 8 Batch 511/538 - Train Accuracy: 0.744, Validation Accuracy: 0.746, Loss: 0.331 Epoch 8 Batch 512/538 - Train Accuracy: 0.758, Validation Accuracy: 0.748, Loss: 0.332 Epoch 8 Batch 513/538 - Train Accuracy: 0.707, Validation Accuracy: 0.754, Loss: 0.354 Epoch 8 Batch 514/538 - Train Accuracy: 0.720, Validation Accuracy: 0.754, Loss: 0.354 Epoch 8 Batch 515/538 - Train Accuracy: 0.736, Validation Accuracy: 0.752, Loss: 0.365 Epoch 8 Batch 516/538 - Train Accuracy: 0.714, Validation Accuracy: 0.752, Loss: 0.347 Epoch 8 Batch 517/538 - Train Accuracy: 0.730, Validation Accuracy: 0.757, Loss: 0.341 Epoch 8 Batch 518/538 - Train Accuracy: 0.729, Validation Accuracy: 0.760, Loss: 0.370 Epoch 8 Batch 519/538 - Train Accuracy: 0.762, Validation Accuracy: 0.759, Loss: 0.334 Epoch 8 Batch 520/538 - Train Accuracy: 0.737, Validation Accuracy: 0.755, Loss: 0.360 Epoch 8 Batch 521/538 - Train Accuracy: 0.752, Validation Accuracy: 0.751, Loss: 0.361 Epoch 8 Batch 522/538 - Train Accuracy: 0.715, Validation Accuracy: 0.752, Loss: 0.342 Epoch 8 Batch 523/538 - Train Accuracy: 0.739, Validation Accuracy: 0.760, Loss: 0.344 Epoch 8 Batch 524/538 - Train Accuracy: 0.719, Validation Accuracy: 0.761, Loss: 0.361 Epoch 8 Batch 525/538 - Train Accuracy: 0.758, Validation Accuracy: 0.762, Loss: 0.334 Epoch 8 Batch 526/538 - Train Accuracy: 0.745, Validation Accuracy: 0.765, Loss: 0.338 Epoch 8 Batch 527/538 - Train Accuracy: 0.755, Validation Accuracy: 0.768, Loss: 0.349 Epoch 8 Batch 528/538 - Train Accuracy: 0.723, Validation Accuracy: 0.762, Loss: 0.373 Epoch 8 Batch 529/538 - Train Accuracy: 0.733, Validation Accuracy: 0.761, Loss: 0.336 Epoch 8 Batch 530/538 - Train Accuracy: 0.738, Validation Accuracy: 0.764, Loss: 0.349 Epoch 8 Batch 531/538 - Train Accuracy: 0.769, Validation Accuracy: 0.760, Loss: 0.337 Epoch 8 Batch 532/538 - Train Accuracy: 0.724, Validation Accuracy: 0.755, Loss: 0.348 Epoch 8 Batch 533/538 - Train Accuracy: 0.760, Validation Accuracy: 0.757, Loss: 0.353 Epoch 8 Batch 534/538 - Train Accuracy: 0.729, Validation Accuracy: 0.749, Loss: 0.331 Epoch 8 Batch 535/538 - Train Accuracy: 0.766, Validation Accuracy: 0.750, Loss: 0.329 Epoch 8 Batch 536/538 - Train Accuracy: 0.744, Validation Accuracy: 0.750, Loss: 0.357 Epoch 9 Batch 0/538 - Train Accuracy: 0.733, Validation Accuracy: 0.757, Loss: 0.338 Epoch 9 Batch 1/538 - Train Accuracy: 0.754, Validation Accuracy: 0.756, Loss: 0.353 Epoch 9 Batch 2/538 - Train Accuracy: 0.741, Validation Accuracy: 0.753, Loss: 0.361 Epoch 9 Batch 3/538 - Train Accuracy: 0.718, Validation Accuracy: 0.755, Loss: 0.356 Epoch 9 Batch 4/538 - Train Accuracy: 0.743, Validation Accuracy: 0.752, Loss: 0.335 Epoch 9 Batch 5/538 - Train Accuracy: 0.735, Validation Accuracy: 0.752, Loss: 0.366 Epoch 9 Batch 6/538 - Train Accuracy: 0.757, Validation Accuracy: 0.748, Loss: 0.330 Epoch 9 Batch 7/538 - Train Accuracy: 0.735, Validation Accuracy: 0.758, Loss: 0.348 Epoch 9 Batch 8/538 - Train Accuracy: 0.752, Validation Accuracy: 0.757, Loss: 0.346 Epoch 9 Batch 9/538 - Train Accuracy: 0.741, Validation Accuracy: 0.759, Loss: 0.348 Epoch 9 Batch 10/538 - Train Accuracy: 0.703, Validation Accuracy: 0.760, Loss: 0.361 Epoch 9 Batch 11/538 - Train Accuracy: 0.753, Validation Accuracy: 0.761, Loss: 0.352 Epoch 9 Batch 12/538 - Train Accuracy: 0.700, Validation Accuracy: 0.759, Loss: 0.359 Epoch 9 Batch 13/538 - Train Accuracy: 0.778, Validation Accuracy: 0.759, Loss: 0.321 Epoch 9 Batch 14/538 - Train Accuracy: 0.716, Validation Accuracy: 0.758, Loss: 0.336 Epoch 9 Batch 15/538 - Train Accuracy: 0.760, Validation Accuracy: 0.754, Loss: 0.330 Epoch 9 Batch 16/538 - Train Accuracy: 0.742, Validation Accuracy: 0.758, Loss: 0.330 Epoch 9 Batch 17/538 - Train Accuracy: 0.749, Validation Accuracy: 0.761, Loss: 0.335 Epoch 9 Batch 18/538 - Train Accuracy: 0.718, Validation Accuracy: 0.760, Loss: 0.351 Epoch 9 Batch 19/538 - Train Accuracy: 0.733, Validation Accuracy: 0.762, Loss: 0.355 Epoch 9 Batch 20/538 - Train Accuracy: 0.745, Validation Accuracy: 0.760, Loss: 0.354 Epoch 9 Batch 21/538 - Train Accuracy: 0.739, Validation Accuracy: 0.754, Loss: 0.341 Epoch 9 Batch 22/538 - Train Accuracy: 0.737, Validation Accuracy: 0.753, Loss: 0.348 Epoch 9 Batch 23/538 - Train Accuracy: 0.747, Validation Accuracy: 0.754, Loss: 0.370 Epoch 9 Batch 24/538 - Train Accuracy: 0.718, Validation Accuracy: 0.757, Loss: 0.329 Epoch 9 Batch 25/538 - Train Accuracy: 0.722, Validation Accuracy: 0.758, Loss: 0.341 Epoch 9 Batch 26/538 - Train Accuracy: 0.728, Validation Accuracy: 0.765, Loss: 0.358 Epoch 9 Batch 27/538 - Train Accuracy: 0.755, Validation Accuracy: 0.765, Loss: 0.335 Epoch 9 Batch 28/538 - Train Accuracy: 0.763, Validation Accuracy: 0.764, Loss: 0.310 Epoch 9 Batch 29/538 - Train Accuracy: 0.746, Validation Accuracy: 0.766, Loss: 0.335 Epoch 9 Batch 30/538 - Train Accuracy: 0.720, Validation Accuracy: 0.762, Loss: 0.354 Epoch 9 Batch 31/538 - Train Accuracy: 0.722, Validation Accuracy: 0.760, Loss: 0.317 Epoch 9 Batch 32/538 - Train Accuracy: 0.734, Validation Accuracy: 0.761, Loss: 0.331 Epoch 9 Batch 33/538 - Train Accuracy: 0.757, Validation Accuracy: 0.761, Loss: 0.341 Epoch 9 Batch 34/538 - Train Accuracy: 0.748, Validation Accuracy: 0.769, Loss: 0.356 Epoch 9 Batch 35/538 - Train Accuracy: 0.753, Validation Accuracy: 0.764, Loss: 0.327 Epoch 9 Batch 36/538 - Train Accuracy: 0.719, Validation Accuracy: 0.768, Loss: 0.334 Epoch 9 Batch 37/538 - Train Accuracy: 0.751, Validation Accuracy: 0.762, Loss: 0.343 Epoch 9 Batch 38/538 - Train Accuracy: 0.727, Validation Accuracy: 0.759, Loss: 0.341 Epoch 9 Batch 39/538 - Train Accuracy: 0.742, Validation Accuracy: 0.755, Loss: 0.341 Epoch 9 Batch 40/538 - Train Accuracy: 0.772, Validation Accuracy: 0.752, Loss: 0.303 Epoch 9 Batch 41/538 - Train Accuracy: 0.742, Validation Accuracy: 0.756, Loss: 0.349 Epoch 9 Batch 42/538 - Train Accuracy: 0.756, Validation Accuracy: 0.760, Loss: 0.345 Epoch 9 Batch 43/538 - Train Accuracy: 0.751, Validation Accuracy: 0.760, Loss: 0.367 Epoch 9 Batch 44/538 - Train Accuracy: 0.727, Validation Accuracy: 0.758, Loss: 0.362 Epoch 9 Batch 45/538 - Train Accuracy: 0.753, Validation Accuracy: 0.758, Loss: 0.321 Epoch 9 Batch 46/538 - Train Accuracy: 0.760, Validation Accuracy: 0.756, Loss: 0.335 Epoch 9 Batch 47/538 - Train Accuracy: 0.737, Validation Accuracy: 0.756, Loss: 0.329 Epoch 9 Batch 48/538 - Train Accuracy: 0.776, Validation Accuracy: 0.756, Loss: 0.317 Epoch 9 Batch 49/538 - Train Accuracy: 0.745, Validation Accuracy: 0.755, Loss: 0.346 Epoch 9 Batch 50/538 - Train Accuracy: 0.746, Validation Accuracy: 0.756, Loss: 0.332 Epoch 9 Batch 51/538 - Train Accuracy: 0.686, Validation Accuracy: 0.759, Loss: 0.367 Epoch 9 Batch 52/538 - Train Accuracy: 0.733, Validation Accuracy: 0.759, Loss: 0.352 Epoch 9 Batch 53/538 - Train Accuracy: 0.745, Validation Accuracy: 0.758, Loss: 0.318 Epoch 9 Batch 54/538 - Train Accuracy: 0.752, Validation Accuracy: 0.761, Loss: 0.319 Epoch 9 Batch 55/538 - Train Accuracy: 0.728, Validation Accuracy: 0.758, Loss: 0.330 Epoch 9 Batch 56/538 - Train Accuracy: 0.722, Validation Accuracy: 0.755, Loss: 0.331 Epoch 9 Batch 57/538 - Train Accuracy: 0.702, Validation Accuracy: 0.749, Loss: 0.357 Epoch 9 Batch 58/538 - Train Accuracy: 0.696, Validation Accuracy: 0.749, Loss: 0.366 Epoch 9 Batch 59/538 - Train Accuracy: 0.757, Validation Accuracy: 0.756, Loss: 0.351 Epoch 9 Batch 60/538 - Train Accuracy: 0.744, Validation Accuracy: 0.753, Loss: 0.339 Epoch 9 Batch 61/538 - Train Accuracy: 0.737, Validation Accuracy: 0.755, Loss: 0.348 Epoch 9 Batch 62/538 - Train Accuracy: 0.756, Validation Accuracy: 0.757, Loss: 0.330 Epoch 9 Batch 63/538 - Train Accuracy: 0.761, Validation Accuracy: 0.765, Loss: 0.308 Epoch 9 Batch 64/538 - Train Accuracy: 0.748, Validation Accuracy: 0.765, Loss: 0.321 Epoch 9 Batch 65/538 - Train Accuracy: 0.740, Validation Accuracy: 0.764, Loss: 0.343 Epoch 9 Batch 66/538 - Train Accuracy: 0.724, Validation Accuracy: 0.764, Loss: 0.309 Epoch 9 Batch 67/538 - Train Accuracy: 0.752, Validation Accuracy: 0.759, Loss: 0.325 Epoch 9 Batch 68/538 - Train Accuracy: 0.763, Validation Accuracy: 0.764, Loss: 0.306 Epoch 9 Batch 69/538 - Train Accuracy: 0.744, Validation Accuracy: 0.759, Loss: 0.349 Epoch 9 Batch 70/538 - Train Accuracy: 0.742, Validation Accuracy: 0.761, Loss: 0.329 Epoch 9 Batch 71/538 - Train Accuracy: 0.720, Validation Accuracy: 0.763, Loss: 0.358 Epoch 9 Batch 72/538 - Train Accuracy: 0.773, Validation Accuracy: 0.761, Loss: 0.363 Epoch 9 Batch 73/538 - Train Accuracy: 0.738, Validation Accuracy: 0.765, Loss: 0.339 Epoch 9 Batch 74/538 - Train Accuracy: 0.748, Validation Accuracy: 0.766, Loss: 0.320 Epoch 9 Batch 75/538 - Train Accuracy: 0.762, Validation Accuracy: 0.769, Loss: 0.330 Epoch 9 Batch 76/538 - Train Accuracy: 0.737, Validation Accuracy: 0.767, Loss: 0.353 Epoch 9 Batch 77/538 - Train Accuracy: 0.740, Validation Accuracy: 0.767, Loss: 0.332 Epoch 9 Batch 78/538 - Train Accuracy: 0.757, Validation Accuracy: 0.770, Loss: 0.331 Epoch 9 Batch 79/538 - Train Accuracy: 0.750, Validation Accuracy: 0.772, Loss: 0.314 Epoch 9 Batch 80/538 - Train Accuracy: 0.738, Validation Accuracy: 0.773, Loss: 0.350 Epoch 9 Batch 81/538 - Train Accuracy: 0.754, Validation Accuracy: 0.769, Loss: 0.336 Epoch 9 Batch 82/538 - Train Accuracy: 0.748, Validation Accuracy: 0.771, Loss: 0.330 Epoch 9 Batch 83/538 - Train Accuracy: 0.749, Validation Accuracy: 0.767, Loss: 0.351 Epoch 9 Batch 84/538 - Train Accuracy: 0.732, Validation Accuracy: 0.764, Loss: 0.353 Epoch 9 Batch 85/538 - Train Accuracy: 0.744, Validation Accuracy: 0.763, Loss: 0.306 Epoch 9 Batch 86/538 - Train Accuracy: 0.758, Validation Accuracy: 0.760, Loss: 0.347 Epoch 9 Batch 87/538 - Train Accuracy: 0.729, Validation Accuracy: 0.758, Loss: 0.343 Epoch 9 Batch 88/538 - Train Accuracy: 0.761, Validation Accuracy: 0.765, Loss: 0.336 Epoch 9 Batch 89/538 - Train Accuracy: 0.766, Validation Accuracy: 0.762, Loss: 0.319 Epoch 9 Batch 90/538 - Train Accuracy: 0.745, Validation Accuracy: 0.761, Loss: 0.329 Epoch 9 Batch 91/538 - Train Accuracy: 0.757, Validation Accuracy: 0.760, Loss: 0.334 Epoch 9 Batch 92/538 - Train Accuracy: 0.732, Validation Accuracy: 0.760, Loss: 0.336 Epoch 9 Batch 93/538 - Train Accuracy: 0.751, Validation Accuracy: 0.766, Loss: 0.347 Epoch 9 Batch 94/538 - Train Accuracy: 0.757, Validation Accuracy: 0.765, Loss: 0.335 Epoch 9 Batch 95/538 - Train Accuracy: 0.782, Validation Accuracy: 0.767, Loss: 0.313 Epoch 9 Batch 96/538 - Train Accuracy: 0.768, Validation Accuracy: 0.764, Loss: 0.312 Epoch 9 Batch 97/538 - Train Accuracy: 0.737, Validation Accuracy: 0.761, Loss: 0.327 Epoch 9 Batch 98/538 - Train Accuracy: 0.753, Validation Accuracy: 0.765, Loss: 0.316 Epoch 9 Batch 99/538 - Train Accuracy: 0.743, Validation Accuracy: 0.763, Loss: 0.328 Epoch 9 Batch 100/538 - Train Accuracy: 0.741, Validation Accuracy: 0.762, Loss: 0.318 Epoch 9 Batch 101/538 - Train Accuracy: 0.724, Validation Accuracy: 0.758, Loss: 0.347 Epoch 9 Batch 102/538 - Train Accuracy: 0.779, Validation Accuracy: 0.760, Loss: 0.331 Epoch 9 Batch 103/538 - Train Accuracy: 0.742, Validation Accuracy: 0.761, Loss: 0.328 Epoch 9 Batch 104/538 - Train Accuracy: 0.747, Validation Accuracy: 0.764, Loss: 0.321 Epoch 9 Batch 105/538 - Train Accuracy: 0.739, Validation Accuracy: 0.764, Loss: 0.305 Epoch 9 Batch 106/538 - Train Accuracy: 0.739, Validation Accuracy: 0.761, Loss: 0.317 Epoch 9 Batch 107/538 - Train Accuracy: 0.708, Validation Accuracy: 0.761, Loss: 0.345 Epoch 9 Batch 108/538 - Train Accuracy: 0.762, Validation Accuracy: 0.757, Loss: 0.325 Epoch 9 Batch 109/538 - Train Accuracy: 0.774, Validation Accuracy: 0.763, Loss: 0.323 Epoch 9 Batch 110/538 - Train Accuracy: 0.729, Validation Accuracy: 0.766, Loss: 0.339 Epoch 9 Batch 111/538 - Train Accuracy: 0.756, Validation Accuracy: 0.760, Loss: 0.324 Epoch 9 Batch 112/538 - Train Accuracy: 0.742, Validation Accuracy: 0.761, Loss: 0.331 Epoch 9 Batch 113/538 - Train Accuracy: 0.747, Validation Accuracy: 0.753, Loss: 0.346 Epoch 9 Batch 114/538 - Train Accuracy: 0.778, Validation Accuracy: 0.756, Loss: 0.323 Epoch 9 Batch 115/538 - Train Accuracy: 0.740, Validation Accuracy: 0.757, Loss: 0.342 Epoch 9 Batch 116/538 - Train Accuracy: 0.753, Validation Accuracy: 0.761, Loss: 0.341 Epoch 9 Batch 117/538 - Train Accuracy: 0.735, Validation Accuracy: 0.763, Loss: 0.336 Epoch 9 Batch 118/538 - Train Accuracy: 0.751, Validation Accuracy: 0.761, Loss: 0.309 Epoch 9 Batch 119/538 - Train Accuracy: 0.778, Validation Accuracy: 0.755, Loss: 0.305 Epoch 9 Batch 120/538 - Train Accuracy: 0.751, Validation Accuracy: 0.761, Loss: 0.316 Epoch 9 Batch 121/538 - Train Accuracy: 0.740, Validation Accuracy: 0.763, Loss: 0.327 Epoch 9 Batch 122/538 - Train Accuracy: 0.733, Validation Accuracy: 0.763, Loss: 0.317 Epoch 9 Batch 123/538 - Train Accuracy: 0.750, Validation Accuracy: 0.766, Loss: 0.306 Epoch 9 Batch 124/538 - Train Accuracy: 0.732, Validation Accuracy: 0.769, Loss: 0.301 Epoch 9 Batch 125/538 - Train Accuracy: 0.750, Validation Accuracy: 0.761, Loss: 0.317 Epoch 9 Batch 126/538 - Train Accuracy: 0.745, Validation Accuracy: 0.761, Loss: 0.306 Epoch 9 Batch 127/538 - Train Accuracy: 0.738, Validation Accuracy: 0.756, Loss: 0.339 Epoch 9 Batch 128/538 - Train Accuracy: 0.748, Validation Accuracy: 0.752, Loss: 0.327 Epoch 9 Batch 129/538 - Train Accuracy: 0.739, Validation Accuracy: 0.750, Loss: 0.309 Epoch 9 Batch 130/538 - Train Accuracy: 0.732, Validation Accuracy: 0.756, Loss: 0.312 Epoch 9 Batch 131/538 - Train Accuracy: 0.742, Validation Accuracy: 0.759, Loss: 0.320 Epoch 9 Batch 132/538 - Train Accuracy: 0.735, Validation Accuracy: 0.763, Loss: 0.332 Epoch 9 Batch 133/538 - Train Accuracy: 0.740, Validation Accuracy: 0.760, Loss: 0.306 Epoch 9 Batch 134/538 - Train Accuracy: 0.725, Validation Accuracy: 0.759, Loss: 0.345 Epoch 9 Batch 135/538 - Train Accuracy: 0.758, Validation Accuracy: 0.760, Loss: 0.333 Epoch 9 Batch 136/538 - Train Accuracy: 0.745, Validation Accuracy: 0.763, Loss: 0.321 Epoch 9 Batch 137/538 - Train Accuracy: 0.729, Validation Accuracy: 0.766, Loss: 0.340 Epoch 9 Batch 138/538 - Train Accuracy: 0.735, Validation Accuracy: 0.761, Loss: 0.326 Epoch 9 Batch 139/538 - Train Accuracy: 0.743, Validation Accuracy: 0.759, Loss: 0.357 Epoch 9 Batch 140/538 - Train Accuracy: 0.702, Validation Accuracy: 0.760, Loss: 0.367 Epoch 9 Batch 141/538 - Train Accuracy: 0.749, Validation Accuracy: 0.758, Loss: 0.343 Epoch 9 Batch 142/538 - Train Accuracy: 0.771, Validation Accuracy: 0.761, Loss: 0.318 Epoch 9 Batch 143/538 - Train Accuracy: 0.746, Validation Accuracy: 0.757, Loss: 0.333 Epoch 9 Batch 144/538 - Train Accuracy: 0.751, Validation Accuracy: 0.755, Loss: 0.343 Epoch 9 Batch 145/538 - Train Accuracy: 0.728, Validation Accuracy: 0.755, Loss: 0.339 Epoch 9 Batch 146/538 - Train Accuracy: 0.746, Validation Accuracy: 0.760, Loss: 0.314 Epoch 9 Batch 147/538 - Train Accuracy: 0.774, Validation Accuracy: 0.754, Loss: 0.323 Epoch 9 Batch 148/538 - Train Accuracy: 0.730, Validation Accuracy: 0.754, Loss: 0.364 Epoch 9 Batch 149/538 - Train Accuracy: 0.755, Validation Accuracy: 0.757, Loss: 0.313 Epoch 9 Batch 150/538 - Train Accuracy: 0.765, Validation Accuracy: 0.760, Loss: 0.322 Epoch 9 Batch 151/538 - Train Accuracy: 0.735, Validation Accuracy: 0.760, Loss: 0.314 Epoch 9 Batch 152/538 - Train Accuracy: 0.757, Validation Accuracy: 0.762, Loss: 0.325 Epoch 9 Batch 153/538 - Train Accuracy: 0.727, Validation Accuracy: 0.757, Loss: 0.337 Epoch 9 Batch 154/538 - Train Accuracy: 0.763, Validation Accuracy: 0.759, Loss: 0.311 Epoch 9 Batch 155/538 - Train Accuracy: 0.761, Validation Accuracy: 0.758, Loss: 0.324 Epoch 9 Batch 156/538 - Train Accuracy: 0.755, Validation Accuracy: 0.759, Loss: 0.323 Epoch 9 Batch 157/538 - Train Accuracy: 0.757, Validation Accuracy: 0.757, Loss: 0.310 Epoch 9 Batch 158/538 - Train Accuracy: 0.743, Validation Accuracy: 0.761, Loss: 0.337 Epoch 9 Batch 159/538 - Train Accuracy: 0.777, Validation Accuracy: 0.755, Loss: 0.339 Epoch 9 Batch 160/538 - Train Accuracy: 0.719, Validation Accuracy: 0.753, Loss: 0.313 Epoch 9 Batch 161/538 - Train Accuracy: 0.753, Validation Accuracy: 0.755, Loss: 0.328 Epoch 9 Batch 162/538 - Train Accuracy: 0.756, Validation Accuracy: 0.758, Loss: 0.317 Epoch 9 Batch 163/538 - Train Accuracy: 0.754, Validation Accuracy: 0.760, Loss: 0.340 Epoch 9 Batch 164/538 - Train Accuracy: 0.762, Validation Accuracy: 0.763, Loss: 0.326 Epoch 9 Batch 165/538 - Train Accuracy: 0.746, Validation Accuracy: 0.764, Loss: 0.293 Epoch 9 Batch 166/538 - Train Accuracy: 0.765, Validation Accuracy: 0.766, Loss: 0.318 Epoch 9 Batch 167/538 - Train Accuracy: 0.769, Validation Accuracy: 0.762, Loss: 0.333 Epoch 9 Batch 168/538 - Train Accuracy: 0.735, Validation Accuracy: 0.764, Loss: 0.350 Epoch 9 Batch 169/538 - Train Accuracy: 0.730, Validation Accuracy: 0.763, Loss: 0.321 Epoch 9 Batch 170/538 - Train Accuracy: 0.767, Validation Accuracy: 0.758, Loss: 0.339 Epoch 9 Batch 171/538 - Train Accuracy: 0.757, Validation Accuracy: 0.755, Loss: 0.334 Epoch 9 Batch 172/538 - Train Accuracy: 0.748, Validation Accuracy: 0.758, Loss: 0.321 Epoch 9 Batch 173/538 - Train Accuracy: 0.745, Validation Accuracy: 0.759, Loss: 0.308 Epoch 9 Batch 174/538 - Train Accuracy: 0.726, Validation Accuracy: 0.760, Loss: 0.334 Epoch 9 Batch 175/538 - Train Accuracy: 0.733, Validation Accuracy: 0.752, Loss: 0.331 Epoch 9 Batch 176/538 - Train Accuracy: 0.756, Validation Accuracy: 0.761, Loss: 0.338 Epoch 9 Batch 177/538 - Train Accuracy: 0.748, Validation Accuracy: 0.767, Loss: 0.323 Epoch 9 Batch 178/538 - Train Accuracy: 0.748, Validation Accuracy: 0.767, Loss: 0.324 Epoch 9 Batch 179/538 - Train Accuracy: 0.750, Validation Accuracy: 0.765, Loss: 0.324 Epoch 9 Batch 180/538 - Train Accuracy: 0.779, Validation Accuracy: 0.761, Loss: 0.312 Epoch 9 Batch 181/538 - Train Accuracy: 0.735, Validation Accuracy: 0.767, Loss: 0.346 Epoch 9 Batch 182/538 - Train Accuracy: 0.732, Validation Accuracy: 0.767, Loss: 0.324 Epoch 9 Batch 183/538 - Train Accuracy: 0.785, Validation Accuracy: 0.764, Loss: 0.298 Epoch 9 Batch 184/538 - Train Accuracy: 0.755, Validation Accuracy: 0.766, Loss: 0.317 Epoch 9 Batch 185/538 - Train Accuracy: 0.754, Validation Accuracy: 0.769, Loss: 0.326 Epoch 9 Batch 186/538 - Train Accuracy: 0.728, Validation Accuracy: 0.772, Loss: 0.331 Epoch 9 Batch 187/538 - Train Accuracy: 0.757, Validation Accuracy: 0.770, Loss: 0.318 Epoch 9 Batch 188/538 - Train Accuracy: 0.758, Validation Accuracy: 0.767, Loss: 0.316 Epoch 9 Batch 189/538 - Train Accuracy: 0.754, Validation Accuracy: 0.763, Loss: 0.325 Epoch 9 Batch 190/538 - Train Accuracy: 0.744, Validation Accuracy: 0.761, Loss: 0.346 Epoch 9 Batch 191/538 - Train Accuracy: 0.769, Validation Accuracy: 0.757, Loss: 0.306 Epoch 9 Batch 192/538 - Train Accuracy: 0.746, Validation Accuracy: 0.760, Loss: 0.320 Epoch 9 Batch 193/538 - Train Accuracy: 0.765, Validation Accuracy: 0.764, Loss: 0.308 Epoch 9 Batch 194/538 - Train Accuracy: 0.734, Validation Accuracy: 0.765, Loss: 0.337 Epoch 9 Batch 195/538 - Train Accuracy: 0.756, Validation Accuracy: 0.760, Loss: 0.306 Epoch 9 Batch 196/538 - Train Accuracy: 0.754, Validation Accuracy: 0.760, Loss: 0.316 Epoch 9 Batch 197/538 - Train Accuracy: 0.743, Validation Accuracy: 0.761, Loss: 0.312 Epoch 9 Batch 198/538 - Train Accuracy: 0.774, Validation Accuracy: 0.758, Loss: 0.314 Epoch 9 Batch 199/538 - Train Accuracy: 0.754, Validation Accuracy: 0.766, Loss: 0.326 Epoch 9 Batch 200/538 - Train Accuracy: 0.755, Validation Accuracy: 0.764, Loss: 0.311 Epoch 9 Batch 201/538 - Train Accuracy: 0.752, Validation Accuracy: 0.762, Loss: 0.318 Epoch 9 Batch 202/538 - Train Accuracy: 0.785, Validation Accuracy: 0.767, Loss: 0.318 Epoch 9 Batch 203/538 - Train Accuracy: 0.755, Validation Accuracy: 0.768, Loss: 0.331 Epoch 9 Batch 204/538 - Train Accuracy: 0.738, Validation Accuracy: 0.765, Loss: 0.330 Epoch 9 Batch 205/538 - Train Accuracy: 0.782, Validation Accuracy: 0.759, Loss: 0.310 Epoch 9 Batch 206/538 - Train Accuracy: 0.724, Validation Accuracy: 0.765, Loss: 0.331 Epoch 9 Batch 207/538 - Train Accuracy: 0.771, Validation Accuracy: 0.759, Loss: 0.310 Epoch 9 Batch 208/538 - Train Accuracy: 0.750, Validation Accuracy: 0.757, Loss: 0.336 Epoch 9 Batch 209/538 - Train Accuracy: 0.746, Validation Accuracy: 0.759, Loss: 0.321 Epoch 9 Batch 210/538 - Train Accuracy: 0.729, Validation Accuracy: 0.757, Loss: 0.321 Epoch 9 Batch 211/538 - Train Accuracy: 0.736, Validation Accuracy: 0.761, Loss: 0.327 Epoch 9 Batch 212/538 - Train Accuracy: 0.765, Validation Accuracy: 0.761, Loss: 0.313 Epoch 9 Batch 213/538 - Train Accuracy: 0.760, Validation Accuracy: 0.759, Loss: 0.311 Epoch 9 Batch 214/538 - Train Accuracy: 0.740, Validation Accuracy: 0.766, Loss: 0.319 Epoch 9 Batch 215/538 - Train Accuracy: 0.761, Validation Accuracy: 0.768, Loss: 0.309 Epoch 9 Batch 216/538 - Train Accuracy: 0.777, Validation Accuracy: 0.759, Loss: 0.341 Epoch 9 Batch 217/538 - Train Accuracy: 0.771, Validation Accuracy: 0.759, Loss: 0.320 Epoch 9 Batch 218/538 - Train Accuracy: 0.741, Validation Accuracy: 0.757, Loss: 0.328 Epoch 9 Batch 219/538 - Train Accuracy: 0.740, Validation Accuracy: 0.756, Loss: 0.344 Epoch 9 Batch 220/538 - Train Accuracy: 0.733, Validation Accuracy: 0.772, Loss: 0.307 Epoch 9 Batch 221/538 - Train Accuracy: 0.766, Validation Accuracy: 0.768, Loss: 0.311 Epoch 9 Batch 222/538 - Train Accuracy: 0.749, Validation Accuracy: 0.769, Loss: 0.313 Epoch 9 Batch 223/538 - Train Accuracy: 0.750, Validation Accuracy: 0.759, Loss: 0.331 Epoch 9 Batch 224/538 - Train Accuracy: 0.750, Validation Accuracy: 0.749, Loss: 0.328 Epoch 9 Batch 225/538 - Train Accuracy: 0.781, Validation Accuracy: 0.747, Loss: 0.325 Epoch 9 Batch 226/538 - Train Accuracy: 0.764, Validation Accuracy: 0.747, Loss: 0.314 Epoch 9 Batch 227/538 - Train Accuracy: 0.773, Validation Accuracy: 0.752, Loss: 0.305 Epoch 9 Batch 228/538 - Train Accuracy: 0.740, Validation Accuracy: 0.754, Loss: 0.319 Epoch 9 Batch 229/538 - Train Accuracy: 0.766, Validation Accuracy: 0.755, Loss: 0.309 Epoch 9 Batch 230/538 - Train Accuracy: 0.750, Validation Accuracy: 0.756, Loss: 0.329 Epoch 9 Batch 231/538 - Train Accuracy: 0.749, Validation Accuracy: 0.749, Loss: 0.323 Epoch 9 Batch 232/538 - Train Accuracy: 0.729, Validation Accuracy: 0.747, Loss: 0.332 Epoch 9 Batch 233/538 - Train Accuracy: 0.778, Validation Accuracy: 0.749, Loss: 0.330 Epoch 9 Batch 234/538 - Train Accuracy: 0.754, Validation Accuracy: 0.748, Loss: 0.330 Epoch 9 Batch 235/538 - Train Accuracy: 0.769, Validation Accuracy: 0.751, Loss: 0.297 Epoch 9 Batch 236/538 - Train Accuracy: 0.755, Validation Accuracy: 0.763, Loss: 0.337 Epoch 9 Batch 237/538 - Train Accuracy: 0.764, Validation Accuracy: 0.764, Loss: 0.307 Epoch 9 Batch 238/538 - Train Accuracy: 0.812, Validation Accuracy: 0.766, Loss: 0.305 Epoch 9 Batch 239/538 - Train Accuracy: 0.754, Validation Accuracy: 0.768, Loss: 0.327 Epoch 9 Batch 240/538 - Train Accuracy: 0.757, Validation Accuracy: 0.765, Loss: 0.318 Epoch 9 Batch 241/538 - Train Accuracy: 0.729, Validation Accuracy: 0.755, Loss: 0.332 Epoch 9 Batch 242/538 - Train Accuracy: 0.781, Validation Accuracy: 0.755, Loss: 0.310 Epoch 9 Batch 243/538 - Train Accuracy: 0.731, Validation Accuracy: 0.758, Loss: 0.330 Epoch 9 Batch 244/538 - Train Accuracy: 0.753, Validation Accuracy: 0.761, Loss: 0.319 Epoch 9 Batch 245/538 - Train Accuracy: 0.750, Validation Accuracy: 0.761, Loss: 0.342 Epoch 9 Batch 246/538 - Train Accuracy: 0.779, Validation Accuracy: 0.757, Loss: 0.295 Epoch 9 Batch 247/538 - Train Accuracy: 0.750, Validation Accuracy: 0.762, Loss: 0.333 Epoch 9 Batch 248/538 - Train Accuracy: 0.765, Validation Accuracy: 0.752, Loss: 0.308 Epoch 9 Batch 249/538 - Train Accuracy: 0.757, Validation Accuracy: 0.750, Loss: 0.305 Epoch 9 Batch 250/538 - Train Accuracy: 0.777, Validation Accuracy: 0.754, Loss: 0.319 Epoch 9 Batch 251/538 - Train Accuracy: 0.743, Validation Accuracy: 0.764, Loss: 0.330 Epoch 9 Batch 252/538 - Train Accuracy: 0.764, Validation Accuracy: 0.769, Loss: 0.292 Epoch 9 Batch 253/538 - Train Accuracy: 0.742, Validation Accuracy: 0.764, Loss: 0.306 Epoch 9 Batch 254/538 - Train Accuracy: 0.762, Validation Accuracy: 0.763, Loss: 0.326 Epoch 9 Batch 255/538 - Train Accuracy: 0.764, Validation Accuracy: 0.757, Loss: 0.307 Epoch 9 Batch 256/538 - Train Accuracy: 0.729, Validation Accuracy: 0.756, Loss: 0.336 Epoch 9 Batch 257/538 - Train Accuracy: 0.756, Validation Accuracy: 0.748, Loss: 0.313 Epoch 9 Batch 258/538 - Train Accuracy: 0.771, Validation Accuracy: 0.752, Loss: 0.314 Epoch 9 Batch 259/538 - Train Accuracy: 0.806, Validation Accuracy: 0.759, Loss: 0.298 Epoch 9 Batch 260/538 - Train Accuracy: 0.737, Validation Accuracy: 0.766, Loss: 0.322 Epoch 9 Batch 261/538 - Train Accuracy: 0.746, Validation Accuracy: 0.762, Loss: 0.323 Epoch 9 Batch 262/538 - Train Accuracy: 0.775, Validation Accuracy: 0.750, Loss: 0.313 Epoch 9 Batch 263/538 - Train Accuracy: 0.748, Validation Accuracy: 0.744, Loss: 0.312 Epoch 9 Batch 264/538 - Train Accuracy: 0.745, Validation Accuracy: 0.746, Loss: 0.320 Epoch 9 Batch 265/538 - Train Accuracy: 0.740, Validation Accuracy: 0.752, Loss: 0.331 Epoch 9 Batch 266/538 - Train Accuracy: 0.739, Validation Accuracy: 0.750, Loss: 0.329 Epoch 9 Batch 267/538 - Train Accuracy: 0.762, Validation Accuracy: 0.749, Loss: 0.311 Epoch 9 Batch 268/538 - Train Accuracy: 0.773, Validation Accuracy: 0.752, Loss: 0.310 Epoch 9 Batch 269/538 - Train Accuracy: 0.771, Validation Accuracy: 0.760, Loss: 0.304 Epoch 9 Batch 270/538 - Train Accuracy: 0.750, Validation Accuracy: 0.758, Loss: 0.316 Epoch 9 Batch 271/538 - Train Accuracy: 0.761, Validation Accuracy: 0.762, Loss: 0.328 Epoch 9 Batch 272/538 - Train Accuracy: 0.746, Validation Accuracy: 0.755, Loss: 0.340 Epoch 9 Batch 273/538 - Train Accuracy: 0.763, Validation Accuracy: 0.760, Loss: 0.320 Epoch 9 Batch 274/538 - Train Accuracy: 0.710, Validation Accuracy: 0.756, Loss: 0.339 Epoch 9 Batch 275/538 - Train Accuracy: 0.749, Validation Accuracy: 0.759, Loss: 0.343 Epoch 9 Batch 276/538 - Train Accuracy: 0.764, Validation Accuracy: 0.757, Loss: 0.327 Epoch 9 Batch 277/538 - Train Accuracy: 0.739, Validation Accuracy: 0.760, Loss: 0.317 Epoch 9 Batch 278/538 - Train Accuracy: 0.767, Validation Accuracy: 0.768, Loss: 0.306 Epoch 9 Batch 279/538 - Train Accuracy: 0.767, Validation Accuracy: 0.771, Loss: 0.311 Epoch 9 Batch 280/538 - Train Accuracy: 0.792, Validation Accuracy: 0.773, Loss: 0.298 Epoch 9 Batch 281/538 - Train Accuracy: 0.751, Validation Accuracy: 0.767, Loss: 0.329 Epoch 9 Batch 282/538 - Train Accuracy: 0.752, Validation Accuracy: 0.769, Loss: 0.331 Epoch 9 Batch 283/538 - Train Accuracy: 0.758, Validation Accuracy: 0.770, Loss: 0.310 Epoch 9 Batch 284/538 - Train Accuracy: 0.751, Validation Accuracy: 0.778, Loss: 0.323 Epoch 9 Batch 285/538 - Train Accuracy: 0.770, Validation Accuracy: 0.781, Loss: 0.296 Epoch 9 Batch 286/538 - Train Accuracy: 0.768, Validation Accuracy: 0.777, Loss: 0.312 Epoch 9 Batch 287/538 - Train Accuracy: 0.785, Validation Accuracy: 0.762, Loss: 0.296 Epoch 9 Batch 288/538 - Train Accuracy: 0.748, Validation Accuracy: 0.760, Loss: 0.338 Epoch 9 Batch 289/538 - Train Accuracy: 0.772, Validation Accuracy: 0.769, Loss: 0.299 Epoch 9 Batch 290/538 - Train Accuracy: 0.772, Validation Accuracy: 0.781, Loss: 0.302 Epoch 9 Batch 291/538 - Train Accuracy: 0.762, Validation Accuracy: 0.774, Loss: 0.313 Epoch 9 Batch 292/538 - Train Accuracy: 0.764, Validation Accuracy: 0.773, Loss: 0.289 Epoch 9 Batch 293/538 - Train Accuracy: 0.763, Validation Accuracy: 0.776, Loss: 0.301 Epoch 9 Batch 294/538 - Train Accuracy: 0.758, Validation Accuracy: 0.767, Loss: 0.336 Epoch 9 Batch 295/538 - Train Accuracy: 0.791, Validation Accuracy: 0.766, Loss: 0.295 Epoch 9 Batch 296/538 - Train Accuracy: 0.753, Validation Accuracy: 0.758, Loss: 0.315 Epoch 9 Batch 297/538 - Train Accuracy: 0.752, Validation Accuracy: 0.769, Loss: 0.337 Epoch 9 Batch 298/538 - Train Accuracy: 0.750, Validation Accuracy: 0.777, Loss: 0.317 Epoch 9 Batch 299/538 - Train Accuracy: 0.756, Validation Accuracy: 0.764, Loss: 0.335 Epoch 9 Batch 300/538 - Train Accuracy: 0.759, Validation Accuracy: 0.767, Loss: 0.320 Epoch 9 Batch 301/538 - Train Accuracy: 0.754, Validation Accuracy: 0.764, Loss: 0.317 Epoch 9 Batch 302/538 - Train Accuracy: 0.783, Validation Accuracy: 0.752, Loss: 0.294 Epoch 9 Batch 303/538 - Train Accuracy: 0.775, Validation Accuracy: 0.748, Loss: 0.306 Epoch 9 Batch 304/538 - Train Accuracy: 0.755, Validation Accuracy: 0.759, Loss: 0.331 Epoch 9 Batch 305/538 - Train Accuracy: 0.789, Validation Accuracy: 0.768, Loss: 0.305 Epoch 9 Batch 306/538 - Train Accuracy: 0.762, Validation Accuracy: 0.767, Loss: 0.317 Epoch 9 Batch 307/538 - Train Accuracy: 0.769, Validation Accuracy: 0.765, Loss: 0.316 Epoch 9 Batch 308/538 - Train Accuracy: 0.759, Validation Accuracy: 0.760, Loss: 0.311 Epoch 9 Batch 309/538 - Train Accuracy: 0.735, Validation Accuracy: 0.752, Loss: 0.310 Epoch 9 Batch 310/538 - Train Accuracy: 0.762, Validation Accuracy: 0.749, Loss: 0.332 Epoch 9 Batch 311/538 - Train Accuracy: 0.766, Validation Accuracy: 0.755, Loss: 0.312 Epoch 9 Batch 312/538 - Train Accuracy: 0.785, Validation Accuracy: 0.773, Loss: 0.292 Epoch 9 Batch 313/538 - Train Accuracy: 0.752, Validation Accuracy: 0.771, Loss: 0.330 Epoch 9 Batch 314/538 - Train Accuracy: 0.758, Validation Accuracy: 0.767, Loss: 0.315 Epoch 9 Batch 315/538 - Train Accuracy: 0.763, Validation Accuracy: 0.776, Loss: 0.308 Epoch 9 Batch 316/538 - Train Accuracy: 0.762, Validation Accuracy: 0.748, Loss: 0.298 Epoch 9 Batch 317/538 - Train Accuracy: 0.767, Validation Accuracy: 0.747, Loss: 0.328 Epoch 9 Batch 318/538 - Train Accuracy: 0.758, Validation Accuracy: 0.764, Loss: 0.321 Epoch 9 Batch 319/538 - Train Accuracy: 0.755, Validation Accuracy: 0.769, Loss: 0.308 Epoch 9 Batch 320/538 - Train Accuracy: 0.763, Validation Accuracy: 0.764, Loss: 0.313 Epoch 9 Batch 321/538 - Train Accuracy: 0.759, Validation Accuracy: 0.758, Loss: 0.303 Epoch 9 Batch 322/538 - Train Accuracy: 0.757, Validation Accuracy: 0.762, Loss: 0.315 Epoch 9 Batch 323/538 - Train Accuracy: 0.751, Validation Accuracy: 0.777, Loss: 0.300 Epoch 9 Batch 324/538 - Train Accuracy: 0.733, Validation Accuracy: 0.762, Loss: 0.335 Epoch 9 Batch 325/538 - Train Accuracy: 0.757, Validation Accuracy: 0.765, Loss: 0.314 Epoch 9 Batch 326/538 - Train Accuracy: 0.754, Validation Accuracy: 0.771, Loss: 0.313 Epoch 9 Batch 327/538 - Train Accuracy: 0.750, Validation Accuracy: 0.772, Loss: 0.328 Epoch 9 Batch 328/538 - Train Accuracy: 0.783, Validation Accuracy: 0.760, Loss: 0.297 Epoch 9 Batch 329/538 - Train Accuracy: 0.775, Validation Accuracy: 0.761, Loss: 0.317 Epoch 9 Batch 330/538 - Train Accuracy: 0.763, Validation Accuracy: 0.754, Loss: 0.286 Epoch 9 Batch 331/538 - Train Accuracy: 0.759, Validation Accuracy: 0.748, Loss: 0.297 Epoch 9 Batch 332/538 - Train Accuracy: 0.747, Validation Accuracy: 0.759, Loss: 0.313 Epoch 9 Batch 333/538 - Train Accuracy: 0.745, Validation Accuracy: 0.763, Loss: 0.305 Epoch 9 Batch 334/538 - Train Accuracy: 0.783, Validation Accuracy: 0.763, Loss: 0.293 Epoch 9 Batch 335/538 - Train Accuracy: 0.777, Validation Accuracy: 0.757, Loss: 0.308 Epoch 9 Batch 336/538 - Train Accuracy: 0.770, Validation Accuracy: 0.762, Loss: 0.292 Epoch 9 Batch 337/538 - Train Accuracy: 0.771, Validation Accuracy: 0.751, Loss: 0.311 Epoch 9 Batch 338/538 - Train Accuracy: 0.734, Validation Accuracy: 0.751, Loss: 0.308 Epoch 9 Batch 339/538 - Train Accuracy: 0.768, Validation Accuracy: 0.749, Loss: 0.299 Epoch 9 Batch 340/538 - Train Accuracy: 0.713, Validation Accuracy: 0.751, Loss: 0.327 Epoch 9 Batch 341/538 - Train Accuracy: 0.757, Validation Accuracy: 0.766, Loss: 0.304 Epoch 9 Batch 342/538 - Train Accuracy: 0.778, Validation Accuracy: 0.766, Loss: 0.308 Epoch 9 Batch 343/538 - Train Accuracy: 0.780, Validation Accuracy: 0.768, Loss: 0.319 Epoch 9 Batch 344/538 - Train Accuracy: 0.765, Validation Accuracy: 0.759, Loss: 0.304 Epoch 9 Batch 345/538 - Train Accuracy: 0.773, Validation Accuracy: 0.755, Loss: 0.316 Epoch 9 Batch 346/538 - Train Accuracy: 0.760, Validation Accuracy: 0.738, Loss: 0.317 Epoch 9 Batch 347/538 - Train Accuracy: 0.758, Validation Accuracy: 0.734, Loss: 0.300 Epoch 9 Batch 348/538 - Train Accuracy: 0.754, Validation Accuracy: 0.736, Loss: 0.292 Epoch 9 Batch 349/538 - Train Accuracy: 0.751, Validation Accuracy: 0.746, Loss: 0.301 Epoch 9 Batch 350/538 - Train Accuracy: 0.769, Validation Accuracy: 0.759, Loss: 0.321 Epoch 9 Batch 351/538 - Train Accuracy: 0.732, Validation Accuracy: 0.760, Loss: 0.344 Epoch 9 Batch 352/538 - Train Accuracy: 0.770, Validation Accuracy: 0.765, Loss: 0.322 Epoch 9 Batch 353/538 - Train Accuracy: 0.768, Validation Accuracy: 0.763, Loss: 0.320 Epoch 9 Batch 354/538 - Train Accuracy: 0.751, Validation Accuracy: 0.761, Loss: 0.315 Epoch 9 Batch 355/538 - Train Accuracy: 0.761, Validation Accuracy: 0.756, Loss: 0.323 Epoch 9 Batch 356/538 - Train Accuracy: 0.752, Validation Accuracy: 0.761, Loss: 0.290 Epoch 9 Batch 357/538 - Train Accuracy: 0.766, Validation Accuracy: 0.762, Loss: 0.300 Epoch 9 Batch 358/538 - Train Accuracy: 0.741, Validation Accuracy: 0.774, Loss: 0.308 Epoch 9 Batch 359/538 - Train Accuracy: 0.786, Validation Accuracy: 0.767, Loss: 0.293 Epoch 9 Batch 360/538 - Train Accuracy: 0.752, Validation Accuracy: 0.762, Loss: 0.315 Epoch 9 Batch 361/538 - Train Accuracy: 0.775, Validation Accuracy: 0.762, Loss: 0.304 Epoch 9 Batch 362/538 - Train Accuracy: 0.772, Validation Accuracy: 0.764, Loss: 0.290 Epoch 9 Batch 363/538 - Train Accuracy: 0.768, Validation Accuracy: 0.783, Loss: 0.290 Epoch 9 Batch 364/538 - Train Accuracy: 0.745, Validation Accuracy: 0.774, Loss: 0.333 Epoch 9 Batch 365/538 - Train Accuracy: 0.760, Validation Accuracy: 0.771, Loss: 0.318 Epoch 9 Batch 366/538 - Train Accuracy: 0.784, Validation Accuracy: 0.764, Loss: 0.315 Epoch 9 Batch 367/538 - Train Accuracy: 0.775, Validation Accuracy: 0.761, Loss: 0.302 Epoch 9 Batch 368/538 - Train Accuracy: 0.773, Validation Accuracy: 0.762, Loss: 0.284 Epoch 9 Batch 369/538 - Train Accuracy: 0.748, Validation Accuracy: 0.770, Loss: 0.301 Epoch 9 Batch 370/538 - Train Accuracy: 0.757, Validation Accuracy: 0.773, Loss: 0.319 Epoch 9 Batch 371/538 - Train Accuracy: 0.750, Validation Accuracy: 0.769, Loss: 0.300 Epoch 9 Batch 372/538 - Train Accuracy: 0.787, Validation Accuracy: 0.769, Loss: 0.307 Epoch 9 Batch 373/538 - Train Accuracy: 0.768, Validation Accuracy: 0.752, Loss: 0.303 Epoch 9 Batch 374/538 - Train Accuracy: 0.769, Validation Accuracy: 0.740, Loss: 0.306 Epoch 9 Batch 375/538 - Train Accuracy: 0.783, Validation Accuracy: 0.739, Loss: 0.294 Epoch 9 Batch 376/538 - Train Accuracy: 0.754, Validation Accuracy: 0.744, Loss: 0.329 Epoch 9 Batch 377/538 - Train Accuracy: 0.761, Validation Accuracy: 0.764, Loss: 0.298 Epoch 9 Batch 378/538 - Train Accuracy: 0.785, Validation Accuracy: 0.775, Loss: 0.297 Epoch 9 Batch 379/538 - Train Accuracy: 0.770, Validation Accuracy: 0.764, Loss: 0.292 Epoch 9 Batch 380/538 - Train Accuracy: 0.744, Validation Accuracy: 0.764, Loss: 0.300 Epoch 9 Batch 381/538 - Train Accuracy: 0.765, Validation Accuracy: 0.764, Loss: 0.291 Epoch 9 Batch 382/538 - Train Accuracy: 0.743, Validation Accuracy: 0.758, Loss: 0.311 Epoch 9 Batch 383/538 - Train Accuracy: 0.757, Validation Accuracy: 0.764, Loss: 0.308 Epoch 9 Batch 384/538 - Train Accuracy: 0.773, Validation Accuracy: 0.759, Loss: 0.291 Epoch 9 Batch 385/538 - Train Accuracy: 0.757, Validation Accuracy: 0.751, Loss: 0.305 Epoch 9 Batch 386/538 - Train Accuracy: 0.772, Validation Accuracy: 0.755, Loss: 0.301 Epoch 9 Batch 387/538 - Train Accuracy: 0.763, Validation Accuracy: 0.763, Loss: 0.306 Epoch 9 Batch 388/538 - Train Accuracy: 0.777, Validation Accuracy: 0.763, Loss: 0.286 Epoch 9 Batch 389/538 - Train Accuracy: 0.774, Validation Accuracy: 0.760, Loss: 0.326 Epoch 9 Batch 390/538 - Train Accuracy: 0.784, Validation Accuracy: 0.760, Loss: 0.294 Epoch 9 Batch 391/538 - Train Accuracy: 0.766, Validation Accuracy: 0.761, Loss: 0.313 Epoch 9 Batch 392/538 - Train Accuracy: 0.710, Validation Accuracy: 0.754, Loss: 0.304 Epoch 9 Batch 393/538 - Train Accuracy: 0.770, Validation Accuracy: 0.760, Loss: 0.292 Epoch 9 Batch 394/538 - Train Accuracy: 0.733, Validation Accuracy: 0.759, Loss: 0.324 Epoch 9 Batch 395/538 - Train Accuracy: 0.731, Validation Accuracy: 0.766, Loss: 0.315 Epoch 9 Batch 396/538 - Train Accuracy: 0.733, Validation Accuracy: 0.770, Loss: 0.307 Epoch 9 Batch 397/538 - Train Accuracy: 0.769, Validation Accuracy: 0.766, Loss: 0.335 Epoch 9 Batch 398/538 - Train Accuracy: 0.758, Validation Accuracy: 0.762, Loss: 0.314 Epoch 9 Batch 399/538 - Train Accuracy: 0.734, Validation Accuracy: 0.757, Loss: 0.333 Epoch 9 Batch 400/538 - Train Accuracy: 0.783, Validation Accuracy: 0.764, Loss: 0.318 Epoch 9 Batch 401/538 - Train Accuracy: 0.778, Validation Accuracy: 0.763, Loss: 0.316 Epoch 9 Batch 402/538 - Train Accuracy: 0.785, Validation Accuracy: 0.767, Loss: 0.296 Epoch 9 Batch 403/538 - Train Accuracy: 0.749, Validation Accuracy: 0.759, Loss: 0.305 Epoch 9 Batch 404/538 - Train Accuracy: 0.738, Validation Accuracy: 0.758, Loss: 0.294 Epoch 9 Batch 405/538 - Train Accuracy: 0.761, Validation Accuracy: 0.763, Loss: 0.296 Epoch 9 Batch 406/538 - Train Accuracy: 0.766, Validation Accuracy: 0.771, Loss: 0.306 Epoch 9 Batch 407/538 - Train Accuracy: 0.784, Validation Accuracy: 0.767, Loss: 0.310 Epoch 9 Batch 408/538 - Train Accuracy: 0.748, Validation Accuracy: 0.763, Loss: 0.320 Epoch 9 Batch 409/538 - Train Accuracy: 0.752, Validation Accuracy: 0.770, Loss: 0.323 Epoch 9 Batch 410/538 - Train Accuracy: 0.766, Validation Accuracy: 0.769, Loss: 0.316 Epoch 9 Batch 411/538 - Train Accuracy: 0.766, Validation Accuracy: 0.762, Loss: 0.290 Epoch 9 Batch 412/538 - Train Accuracy: 0.761, Validation Accuracy: 0.764, Loss: 0.295 Epoch 9 Batch 413/538 - Train Accuracy: 0.760, Validation Accuracy: 0.767, Loss: 0.314 Epoch 9 Batch 414/538 - Train Accuracy: 0.734, Validation Accuracy: 0.768, Loss: 0.332 Epoch 9 Batch 415/538 - Train Accuracy: 0.747, Validation Accuracy: 0.763, Loss: 0.311 Epoch 9 Batch 416/538 - Train Accuracy: 0.794, Validation Accuracy: 0.769, Loss: 0.291 Epoch 9 Batch 417/538 - Train Accuracy: 0.784, Validation Accuracy: 0.769, Loss: 0.305 Epoch 9 Batch 418/538 - Train Accuracy: 0.748, Validation Accuracy: 0.764, Loss: 0.314 Epoch 9 Batch 419/538 - Train Accuracy: 0.771, Validation Accuracy: 0.764, Loss: 0.310 Epoch 9 Batch 420/538 - Train Accuracy: 0.770, Validation Accuracy: 0.755, Loss: 0.293 Epoch 9 Batch 421/538 - Train Accuracy: 0.773, Validation Accuracy: 0.765, Loss: 0.293 Epoch 9 Batch 422/538 - Train Accuracy: 0.777, Validation Accuracy: 0.766, Loss: 0.298 Epoch 9 Batch 423/538 - Train Accuracy: 0.779, Validation Accuracy: 0.768, Loss: 0.315 Epoch 9 Batch 424/538 - Train Accuracy: 0.759, Validation Accuracy: 0.768, Loss: 0.304 Epoch 9 Batch 425/538 - Train Accuracy: 0.775, Validation Accuracy: 0.766, Loss: 0.309 Epoch 9 Batch 426/538 - Train Accuracy: 0.781, Validation Accuracy: 0.770, Loss: 0.308 Epoch 9 Batch 427/538 - Train Accuracy: 0.746, Validation Accuracy: 0.770, Loss: 0.315 Epoch 9 Batch 428/538 - Train Accuracy: 0.783, Validation Accuracy: 0.770, Loss: 0.292 Epoch 9 Batch 429/538 - Train Accuracy: 0.783, Validation Accuracy: 0.777, Loss: 0.314 Epoch 9 Batch 430/538 - Train Accuracy: 0.787, Validation Accuracy: 0.775, Loss: 0.303 Epoch 9 Batch 431/538 - Train Accuracy: 0.754, Validation Accuracy: 0.773, Loss: 0.287 Epoch 9 Batch 432/538 - Train Accuracy: 0.804, Validation Accuracy: 0.768, Loss: 0.289 Epoch 9 Batch 433/538 - Train Accuracy: 0.753, Validation Accuracy: 0.766, Loss: 0.350 Epoch 9 Batch 434/538 - Train Accuracy: 0.745, Validation Accuracy: 0.769, Loss: 0.315 Epoch 9 Batch 435/538 - Train Accuracy: 0.758, Validation Accuracy: 0.773, Loss: 0.311 Epoch 9 Batch 436/538 - Train Accuracy: 0.734, Validation Accuracy: 0.775, Loss: 0.318 Epoch 9 Batch 437/538 - Train Accuracy: 0.743, Validation Accuracy: 0.773, Loss: 0.333 Epoch 9 Batch 438/538 - Train Accuracy: 0.776, Validation Accuracy: 0.768, Loss: 0.301 Epoch 9 Batch 439/538 - Train Accuracy: 0.794, Validation Accuracy: 0.768, Loss: 0.298 Epoch 9 Batch 440/538 - Train Accuracy: 0.760, Validation Accuracy: 0.771, Loss: 0.334 Epoch 9 Batch 441/538 - Train Accuracy: 0.747, Validation Accuracy: 0.767, Loss: 0.316 Epoch 9 Batch 442/538 - Train Accuracy: 0.782, Validation Accuracy: 0.771, Loss: 0.283 Epoch 9 Batch 443/538 - Train Accuracy: 0.774, Validation Accuracy: 0.773, Loss: 0.310 Epoch 9 Batch 444/538 - Train Accuracy: 0.790, Validation Accuracy: 0.770, Loss: 0.292 Epoch 9 Batch 445/538 - Train Accuracy: 0.784, Validation Accuracy: 0.771, Loss: 0.294 Epoch 9 Batch 446/538 - Train Accuracy: 0.782, Validation Accuracy: 0.768, Loss: 0.292 Epoch 9 Batch 447/538 - Train Accuracy: 0.742, Validation Accuracy: 0.762, Loss: 0.307 Epoch 9 Batch 448/538 - Train Accuracy: 0.764, Validation Accuracy: 0.764, Loss: 0.280 Epoch 9 Batch 449/538 - Train Accuracy: 0.771, Validation Accuracy: 0.768, Loss: 0.314 Epoch 9 Batch 450/538 - Train Accuracy: 0.776, Validation Accuracy: 0.768, Loss: 0.306 Epoch 9 Batch 451/538 - Train Accuracy: 0.756, Validation Accuracy: 0.776, Loss: 0.287 Epoch 9 Batch 452/538 - Train Accuracy: 0.779, Validation Accuracy: 0.779, Loss: 0.291 Epoch 9 Batch 453/538 - Train Accuracy: 0.771, Validation Accuracy: 0.768, Loss: 0.302 Epoch 9 Batch 454/538 - Train Accuracy: 0.778, Validation Accuracy: 0.765, Loss: 0.297 Epoch 9 Batch 455/538 - Train Accuracy: 0.760, Validation Accuracy: 0.773, Loss: 0.289 Epoch 9 Batch 456/538 - Train Accuracy: 0.820, Validation Accuracy: 0.768, Loss: 0.288 Epoch 9 Batch 457/538 - Train Accuracy: 0.738, Validation Accuracy: 0.774, Loss: 0.310 Epoch 9 Batch 458/538 - Train Accuracy: 0.751, Validation Accuracy: 0.767, Loss: 0.278 Epoch 9 Batch 459/538 - Train Accuracy: 0.777, Validation Accuracy: 0.760, Loss: 0.290 Epoch 9 Batch 460/538 - Train Accuracy: 0.740, Validation Accuracy: 0.768, Loss: 0.294 Epoch 9 Batch 461/538 - Train Accuracy: 0.730, Validation Accuracy: 0.766, Loss: 0.323 Epoch 9 Batch 462/538 - Train Accuracy: 0.760, Validation Accuracy: 0.765, Loss: 0.306 Epoch 9 Batch 463/538 - Train Accuracy: 0.750, Validation Accuracy: 0.787, Loss: 0.322 Epoch 9 Batch 464/538 - Train Accuracy: 0.754, Validation Accuracy: 0.786, Loss: 0.311 Epoch 9 Batch 465/538 - Train Accuracy: 0.727, Validation Accuracy: 0.772, Loss: 0.308 Epoch 9 Batch 466/538 - Train Accuracy: 0.737, Validation Accuracy: 0.770, Loss: 0.316 Epoch 9 Batch 467/538 - Train Accuracy: 0.762, Validation Accuracy: 0.766, Loss: 0.307 Epoch 9 Batch 468/538 - Train Accuracy: 0.771, Validation Accuracy: 0.772, Loss: 0.326 Epoch 9 Batch 469/538 - Train Accuracy: 0.769, Validation Accuracy: 0.765, Loss: 0.311 Epoch 9 Batch 470/538 - Train Accuracy: 0.764, Validation Accuracy: 0.772, Loss: 0.295 Epoch 9 Batch 471/538 - Train Accuracy: 0.770, Validation Accuracy: 0.767, Loss: 0.288 Epoch 9 Batch 472/538 - Train Accuracy: 0.798, Validation Accuracy: 0.773, Loss: 0.287 Epoch 9 Batch 473/538 - Train Accuracy: 0.735, Validation Accuracy: 0.768, Loss: 0.314 Epoch 9 Batch 474/538 - Train Accuracy: 0.775, Validation Accuracy: 0.775, Loss: 0.279 Epoch 9 Batch 475/538 - Train Accuracy: 0.774, Validation Accuracy: 0.776, Loss: 0.299 Epoch 9 Batch 476/538 - Train Accuracy: 0.746, Validation Accuracy: 0.762, Loss: 0.309 Epoch 9 Batch 477/538 - Train Accuracy: 0.760, Validation Accuracy: 0.752, Loss: 0.304 Epoch 9 Batch 478/538 - Train Accuracy: 0.805, Validation Accuracy: 0.750, Loss: 0.293 Epoch 9 Batch 479/538 - Train Accuracy: 0.776, Validation Accuracy: 0.754, Loss: 0.290 Epoch 9 Batch 480/538 - Train Accuracy: 0.772, Validation Accuracy: 0.767, Loss: 0.301 Epoch 9 Batch 481/538 - Train Accuracy: 0.795, Validation Accuracy: 0.766, Loss: 0.289 Epoch 9 Batch 482/538 - Train Accuracy: 0.787, Validation Accuracy: 0.767, Loss: 0.271 Epoch 9 Batch 483/538 - Train Accuracy: 0.752, Validation Accuracy: 0.751, Loss: 0.301 Epoch 9 Batch 484/538 - Train Accuracy: 0.771, Validation Accuracy: 0.741, Loss: 0.320 Epoch 9 Batch 485/538 - Train Accuracy: 0.761, Validation Accuracy: 0.730, Loss: 0.287 Epoch 9 Batch 486/538 - Train Accuracy: 0.758, Validation Accuracy: 0.734, Loss: 0.280 Epoch 9 Batch 487/538 - Train Accuracy: 0.765, Validation Accuracy: 0.748, Loss: 0.285 Epoch 9 Batch 488/538 - Train Accuracy: 0.788, Validation Accuracy: 0.758, Loss: 0.294 Epoch 9 Batch 489/538 - Train Accuracy: 0.746, Validation Accuracy: 0.767, Loss: 0.302 Epoch 9 Batch 490/538 - Train Accuracy: 0.770, Validation Accuracy: 0.766, Loss: 0.307 Epoch 9 Batch 491/538 - Train Accuracy: 0.726, Validation Accuracy: 0.754, Loss: 0.325 Epoch 9 Batch 492/538 - Train Accuracy: 0.761, Validation Accuracy: 0.744, Loss: 0.304 Epoch 9 Batch 493/538 - Train Accuracy: 0.745, Validation Accuracy: 0.744, Loss: 0.286 Epoch 9 Batch 494/538 - Train Accuracy: 0.758, Validation Accuracy: 0.742, Loss: 0.316 Epoch 9 Batch 495/538 - Train Accuracy: 0.761, Validation Accuracy: 0.760, Loss: 0.310 Epoch 9 Batch 496/538 - Train Accuracy: 0.762, Validation Accuracy: 0.764, Loss: 0.285 Epoch 9 Batch 497/538 - Train Accuracy: 0.782, Validation Accuracy: 0.768, Loss: 0.285 Epoch 9 Batch 498/538 - Train Accuracy: 0.749, Validation Accuracy: 0.771, Loss: 0.299 Epoch 9 Batch 499/538 - Train Accuracy: 0.774, Validation Accuracy: 0.765, Loss: 0.287 Epoch 9 Batch 500/538 - Train Accuracy: 0.779, Validation Accuracy: 0.751, Loss: 0.275 Epoch 9 Batch 501/538 - Train Accuracy: 0.782, Validation Accuracy: 0.756, Loss: 0.293 Epoch 9 Batch 502/538 - Train Accuracy: 0.773, Validation Accuracy: 0.752, Loss: 0.288 Epoch 9 Batch 503/538 - Train Accuracy: 0.781, Validation Accuracy: 0.756, Loss: 0.293 Epoch 9 Batch 504/538 - Train Accuracy: 0.776, Validation Accuracy: 0.769, Loss: 0.291 Epoch 9 Batch 505/538 - Train Accuracy: 0.764, Validation Accuracy: 0.769, Loss: 0.287 Epoch 9 Batch 506/538 - Train Accuracy: 0.757, Validation Accuracy: 0.772, Loss: 0.297 Epoch 9 Batch 507/538 - Train Accuracy: 0.735, Validation Accuracy: 0.765, Loss: 0.326 Epoch 9 Batch 508/538 - Train Accuracy: 0.768, Validation Accuracy: 0.755, Loss: 0.278 Epoch 9 Batch 509/538 - Train Accuracy: 0.749, Validation Accuracy: 0.745, Loss: 0.296 Epoch 9 Batch 510/538 - Train Accuracy: 0.761, Validation Accuracy: 0.749, Loss: 0.306 Epoch 9 Batch 511/538 - Train Accuracy: 0.774, Validation Accuracy: 0.760, Loss: 0.279 Epoch 9 Batch 512/538 - Train Accuracy: 0.776, Validation Accuracy: 0.768, Loss: 0.306 Epoch 9 Batch 513/538 - Train Accuracy: 0.746, Validation Accuracy: 0.767, Loss: 0.307 Epoch 9 Batch 514/538 - Train Accuracy: 0.750, Validation Accuracy: 0.769, Loss: 0.300 Epoch 9 Batch 515/538 - Train Accuracy: 0.770, Validation Accuracy: 0.775, Loss: 0.309 Epoch 9 Batch 516/538 - Train Accuracy: 0.747, Validation Accuracy: 0.779, Loss: 0.298 Epoch 9 Batch 517/538 - Train Accuracy: 0.773, Validation Accuracy: 0.779, Loss: 0.292 Epoch 9 Batch 518/538 - Train Accuracy: 0.756, Validation Accuracy: 0.774, Loss: 0.321 Epoch 9 Batch 519/538 - Train Accuracy: 0.768, Validation Accuracy: 0.773, Loss: 0.283 Epoch 9 Batch 520/538 - Train Accuracy: 0.759, Validation Accuracy: 0.775, Loss: 0.302 Epoch 9 Batch 521/538 - Train Accuracy: 0.766, Validation Accuracy: 0.765, Loss: 0.309 Epoch 9 Batch 522/538 - Train Accuracy: 0.757, Validation Accuracy: 0.758, Loss: 0.300 Epoch 9 Batch 523/538 - Train Accuracy: 0.754, Validation Accuracy: 0.755, Loss: 0.299 Epoch 9 Batch 524/538 - Train Accuracy: 0.756, Validation Accuracy: 0.779, Loss: 0.312 Epoch 9 Batch 525/538 - Train Accuracy: 0.794, Validation Accuracy: 0.782, Loss: 0.285 Epoch 9 Batch 526/538 - Train Accuracy: 0.781, Validation Accuracy: 0.778, Loss: 0.283 Epoch 9 Batch 527/538 - Train Accuracy: 0.789, Validation Accuracy: 0.777, Loss: 0.296 Epoch 9 Batch 528/538 - Train Accuracy: 0.759, Validation Accuracy: 0.784, Loss: 0.313 Epoch 9 Batch 529/538 - Train Accuracy: 0.767, Validation Accuracy: 0.772, Loss: 0.297 Epoch 9 Batch 530/538 - Train Accuracy: 0.783, Validation Accuracy: 0.766, Loss: 0.309 Epoch 9 Batch 531/538 - Train Accuracy: 0.763, Validation Accuracy: 0.759, Loss: 0.286 Epoch 9 Batch 532/538 - Train Accuracy: 0.760, Validation Accuracy: 0.760, Loss: 0.297 Epoch 9 Batch 533/538 - Train Accuracy: 0.803, Validation Accuracy: 0.768, Loss: 0.311 Epoch 9 Batch 534/538 - Train Accuracy: 0.772, Validation Accuracy: 0.768, Loss: 0.277 Epoch 9 Batch 535/538 - Train Accuracy: 0.776, Validation Accuracy: 0.765, Loss: 0.290 Epoch 9 Batch 536/538 - Train Accuracy: 0.786, Validation Accuracy: 0.759, Loss: 0.312 Epoch 10 Batch 0/538 - Train Accuracy: 0.772, Validation Accuracy: 0.749, Loss: 0.299 Epoch 10 Batch 1/538 - Train Accuracy: 0.757, Validation Accuracy: 0.751, Loss: 0.301 Epoch 10 Batch 2/538 - Train Accuracy: 0.767, Validation Accuracy: 0.768, Loss: 0.311 Epoch 10 Batch 3/538 - Train Accuracy: 0.753, Validation Accuracy: 0.768, Loss: 0.297 Epoch 10 Batch 4/538 - Train Accuracy: 0.775, Validation Accuracy: 0.773, Loss: 0.290 Epoch 10 Batch 5/538 - Train Accuracy: 0.745, Validation Accuracy: 0.759, Loss: 0.309 Epoch 10 Batch 6/538 - Train Accuracy: 0.778, Validation Accuracy: 0.754, Loss: 0.287 Epoch 10 Batch 7/538 - Train Accuracy: 0.764, Validation Accuracy: 0.753, Loss: 0.290 Epoch 10 Batch 8/538 - Train Accuracy: 0.804, Validation Accuracy: 0.769, Loss: 0.302 Epoch 10 Batch 9/538 - Train Accuracy: 0.777, Validation Accuracy: 0.776, Loss: 0.290 Epoch 10 Batch 10/538 - Train Accuracy: 0.737, Validation Accuracy: 0.772, Loss: 0.309 Epoch 10 Batch 11/538 - Train Accuracy: 0.773, Validation Accuracy: 0.759, Loss: 0.300 Epoch 10 Batch 12/538 - Train Accuracy: 0.739, Validation Accuracy: 0.759, Loss: 0.308 Epoch 10 Batch 13/538 - Train Accuracy: 0.786, Validation Accuracy: 0.763, Loss: 0.274 Epoch 10 Batch 14/538 - Train Accuracy: 0.770, Validation Accuracy: 0.773, Loss: 0.295 Epoch 10 Batch 15/538 - Train Accuracy: 0.788, Validation Accuracy: 0.773, Loss: 0.284 Epoch 10 Batch 16/538 - Train Accuracy: 0.769, Validation Accuracy: 0.767, Loss: 0.280 Epoch 10 Batch 17/538 - Train Accuracy: 0.775, Validation Accuracy: 0.772, Loss: 0.294 Epoch 10 Batch 18/538 - Train Accuracy: 0.746, Validation Accuracy: 0.767, Loss: 0.309 Epoch 10 Batch 19/538 - Train Accuracy: 0.749, Validation Accuracy: 0.766, Loss: 0.310 Epoch 10 Batch 20/538 - Train Accuracy: 0.765, Validation Accuracy: 0.773, Loss: 0.309 Epoch 10 Batch 21/538 - Train Accuracy: 0.779, Validation Accuracy: 0.777, Loss: 0.293 Epoch 10 Batch 22/538 - Train Accuracy: 0.772, Validation Accuracy: 0.781, Loss: 0.297 Epoch 10 Batch 23/538 - Train Accuracy: 0.768, Validation Accuracy: 0.774, Loss: 0.320 Epoch 10 Batch 24/538 - Train Accuracy: 0.772, Validation Accuracy: 0.774, Loss: 0.291 Epoch 10 Batch 25/538 - Train Accuracy: 0.774, Validation Accuracy: 0.769, Loss: 0.289 Epoch 10 Batch 26/538 - Train Accuracy: 0.774, Validation Accuracy: 0.767, Loss: 0.311 Epoch 10 Batch 27/538 - Train Accuracy: 0.764, Validation Accuracy: 0.779, Loss: 0.285 Epoch 10 Batch 28/538 - Train Accuracy: 0.793, Validation Accuracy: 0.785, Loss: 0.265 Epoch 10 Batch 29/538 - Train Accuracy: 0.765, Validation Accuracy: 0.789, Loss: 0.287 Epoch 10 Batch 30/538 - Train Accuracy: 0.767, Validation Accuracy: 0.796, Loss: 0.306 Epoch 10 Batch 31/538 - Train Accuracy: 0.755, Validation Accuracy: 0.781, Loss: 0.279 Epoch 10 Batch 32/538 - Train Accuracy: 0.745, Validation Accuracy: 0.782, Loss: 0.275 Epoch 10 Batch 33/538 - Train Accuracy: 0.773, Validation Accuracy: 0.792, Loss: 0.298 Epoch 10 Batch 34/538 - Train Accuracy: 0.777, Validation Accuracy: 0.785, Loss: 0.300 Epoch 10 Batch 35/538 - Train Accuracy: 0.790, Validation Accuracy: 0.786, Loss: 0.280 Epoch 10 Batch 36/538 - Train Accuracy: 0.775, Validation Accuracy: 0.776, Loss: 0.281 Epoch 10 Batch 37/538 - Train Accuracy: 0.790, Validation Accuracy: 0.770, Loss: 0.300 Epoch 10 Batch 38/538 - Train Accuracy: 0.762, Validation Accuracy: 0.767, Loss: 0.298 Epoch 10 Batch 39/538 - Train Accuracy: 0.763, Validation Accuracy: 0.768, Loss: 0.297 Epoch 10 Batch 40/538 - Train Accuracy: 0.783, Validation Accuracy: 0.764, Loss: 0.270 Epoch 10 Batch 41/538 - Train Accuracy: 0.792, Validation Accuracy: 0.761, Loss: 0.305 Epoch 10 Batch 42/538 - Train Accuracy: 0.784, Validation Accuracy: 0.765, Loss: 0.297 Epoch 10 Batch 43/538 - Train Accuracy: 0.777, Validation Accuracy: 0.770, Loss: 0.316 Epoch 10 Batch 44/538 - Train Accuracy: 0.743, Validation Accuracy: 0.774, Loss: 0.308 Epoch 10 Batch 45/538 - Train Accuracy: 0.780, Validation Accuracy: 0.770, Loss: 0.278 Epoch 10 Batch 46/538 - Train Accuracy: 0.798, Validation Accuracy: 0.771, Loss: 0.287 Epoch 10 Batch 47/538 - Train Accuracy: 0.760, Validation Accuracy: 0.773, Loss: 0.286 Epoch 10 Batch 48/538 - Train Accuracy: 0.801, Validation Accuracy: 0.769, Loss: 0.271 Epoch 10 Batch 49/538 - Train Accuracy: 0.778, Validation Accuracy: 0.771, Loss: 0.312 Epoch 10 Batch 50/538 - Train Accuracy: 0.771, Validation Accuracy: 0.773, Loss: 0.297 Epoch 10 Batch 51/538 - Train Accuracy: 0.727, Validation Accuracy: 0.769, Loss: 0.328 Epoch 10 Batch 52/538 - Train Accuracy: 0.765, Validation Accuracy: 0.775, Loss: 0.302 Epoch 10 Batch 53/538 - Train Accuracy: 0.784, Validation Accuracy: 0.779, Loss: 0.274 Epoch 10 Batch 54/538 - Train Accuracy: 0.786, Validation Accuracy: 0.772, Loss: 0.289 Epoch 10 Batch 55/538 - Train Accuracy: 0.763, Validation Accuracy: 0.767, Loss: 0.290 Epoch 10 Batch 56/538 - Train Accuracy: 0.766, Validation Accuracy: 0.764, Loss: 0.272 Epoch 10 Batch 57/538 - Train Accuracy: 0.733, Validation Accuracy: 0.766, Loss: 0.321 Epoch 10 Batch 58/538 - Train Accuracy: 0.757, Validation Accuracy: 0.763, Loss: 0.314 Epoch 10 Batch 59/538 - Train Accuracy: 0.764, Validation Accuracy: 0.760, Loss: 0.310 Epoch 10 Batch 60/538 - Train Accuracy: 0.760, Validation Accuracy: 0.761, Loss: 0.297 Epoch 10 Batch 61/538 - Train Accuracy: 0.762, Validation Accuracy: 0.774, Loss: 0.298 Epoch 10 Batch 62/538 - Train Accuracy: 0.790, Validation Accuracy: 0.781, Loss: 0.288 Epoch 10 Batch 63/538 - Train Accuracy: 0.808, Validation Accuracy: 0.777, Loss: 0.265 Epoch 10 Batch 64/538 - Train Accuracy: 0.780, Validation Accuracy: 0.778, Loss: 0.273 Epoch 10 Batch 65/538 - Train Accuracy: 0.758, Validation Accuracy: 0.763, Loss: 0.306 Epoch 10 Batch 66/538 - Train Accuracy: 0.769, Validation Accuracy: 0.756, Loss: 0.263 Epoch 10 Batch 67/538 - Train Accuracy: 0.780, Validation Accuracy: 0.760, Loss: 0.288 Epoch 10 Batch 68/538 - Train Accuracy: 0.789, Validation Accuracy: 0.773, Loss: 0.268 Epoch 10 Batch 69/538 - Train Accuracy: 0.770, Validation Accuracy: 0.771, Loss: 0.299 Epoch 10 Batch 70/538 - Train Accuracy: 0.765, Validation Accuracy: 0.776, Loss: 0.280 Epoch 10 Batch 71/538 - Train Accuracy: 0.761, Validation Accuracy: 0.773, Loss: 0.314 Epoch 10 Batch 72/538 - Train Accuracy: 0.791, Validation Accuracy: 0.769, Loss: 0.316 Epoch 10 Batch 73/538 - Train Accuracy: 0.774, Validation Accuracy: 0.767, Loss: 0.301 Epoch 10 Batch 74/538 - Train Accuracy: 0.775, Validation Accuracy: 0.766, Loss: 0.283 Epoch 10 Batch 75/538 - Train Accuracy: 0.790, Validation Accuracy: 0.777, Loss: 0.285 Epoch 10 Batch 76/538 - Train Accuracy: 0.778, Validation Accuracy: 0.783, Loss: 0.311 Epoch 10 Batch 77/538 - Train Accuracy: 0.792, Validation Accuracy: 0.782, Loss: 0.288 Epoch 10 Batch 78/538 - Train Accuracy: 0.788, Validation Accuracy: 0.773, Loss: 0.281 Epoch 10 Batch 79/538 - Train Accuracy: 0.764, Validation Accuracy: 0.770, Loss: 0.279 Epoch 10 Batch 80/538 - Train Accuracy: 0.762, Validation Accuracy: 0.774, Loss: 0.305 Epoch 10 Batch 81/538 - Train Accuracy: 0.769, Validation Accuracy: 0.785, Loss: 0.291 Epoch 10 Batch 82/538 - Train Accuracy: 0.773, Validation Accuracy: 0.785, Loss: 0.285 Epoch 10 Batch 83/538 - Train Accuracy: 0.781, Validation Accuracy: 0.780, Loss: 0.306 Epoch 10 Batch 84/538 - Train Accuracy: 0.765, Validation Accuracy: 0.778, Loss: 0.303 Epoch 10 Batch 85/538 - Train Accuracy: 0.792, Validation Accuracy: 0.774, Loss: 0.260 Epoch 10 Batch 86/538 - Train Accuracy: 0.787, Validation Accuracy: 0.774, Loss: 0.297 Epoch 10 Batch 87/538 - Train Accuracy: 0.778, Validation Accuracy: 0.779, Loss: 0.299 Epoch 10 Batch 88/538 - Train Accuracy: 0.817, Validation Accuracy: 0.774, Loss: 0.290 Epoch 10 Batch 89/538 - Train Accuracy: 0.781, Validation Accuracy: 0.777, Loss: 0.289 Epoch 10 Batch 90/538 - Train Accuracy: 0.781, Validation Accuracy: 0.774, Loss: 0.294 Epoch 10 Batch 91/538 - Train Accuracy: 0.772, Validation Accuracy: 0.762, Loss: 0.288 Epoch 10 Batch 92/538 - Train Accuracy: 0.764, Validation Accuracy: 0.772, Loss: 0.300 Epoch 10 Batch 93/538 - Train Accuracy: 0.762, Validation Accuracy: 0.768, Loss: 0.298 Epoch 10 Batch 94/538 - Train Accuracy: 0.780, Validation Accuracy: 0.762, Loss: 0.288 Epoch 10 Batch 95/538 - Train Accuracy: 0.786, Validation Accuracy: 0.765, Loss: 0.271 Epoch 10 Batch 96/538 - Train Accuracy: 0.797, Validation Accuracy: 0.762, Loss: 0.270 Epoch 10 Batch 97/538 - Train Accuracy: 0.752, Validation Accuracy: 0.752, Loss: 0.285 Epoch 10 Batch 98/538 - Train Accuracy: 0.784, Validation Accuracy: 0.751, Loss: 0.278 Epoch 10 Batch 99/538 - Train Accuracy: 0.765, Validation Accuracy: 0.773, Loss: 0.274 Epoch 10 Batch 100/538 - Train Accuracy: 0.777, Validation Accuracy: 0.773, Loss: 0.281 Epoch 10 Batch 101/538 - Train Accuracy: 0.733, Validation Accuracy: 0.774, Loss: 0.297 Epoch 10 Batch 102/538 - Train Accuracy: 0.800, Validation Accuracy: 0.776, Loss: 0.299 Epoch 10 Batch 103/538 - Train Accuracy: 0.786, Validation Accuracy: 0.767, Loss: 0.285 Epoch 10 Batch 104/538 - Train Accuracy: 0.761, Validation Accuracy: 0.761, Loss: 0.287 Epoch 10 Batch 105/538 - Train Accuracy: 0.758, Validation Accuracy: 0.762, Loss: 0.269 Epoch 10 Batch 106/538 - Train Accuracy: 0.762, Validation Accuracy: 0.773, Loss: 0.278 Epoch 10 Batch 107/538 - Train Accuracy: 0.771, Validation Accuracy: 0.779, Loss: 0.299 Epoch 10 Batch 108/538 - Train Accuracy: 0.769, Validation Accuracy: 0.776, Loss: 0.284 Epoch 10 Batch 109/538 - Train Accuracy: 0.808, Validation Accuracy: 0.777, Loss: 0.288 Epoch 10 Batch 110/538 - Train Accuracy: 0.768, Validation Accuracy: 0.776, Loss: 0.292 Epoch 10 Batch 111/538 - Train Accuracy: 0.777, Validation Accuracy: 0.778, Loss: 0.279 Epoch 10 Batch 112/538 - Train Accuracy: 0.792, Validation Accuracy: 0.789, Loss: 0.284 Epoch 10 Batch 113/538 - Train Accuracy: 0.775, Validation Accuracy: 0.795, Loss: 0.302 Epoch 10 Batch 114/538 - Train Accuracy: 0.807, Validation Accuracy: 0.803, Loss: 0.278 Epoch 10 Batch 115/538 - Train Accuracy: 0.782, Validation Accuracy: 0.793, Loss: 0.296 Epoch 10 Batch 116/538 - Train Accuracy: 0.772, Validation Accuracy: 0.784, Loss: 0.294 Epoch 10 Batch 117/538 - Train Accuracy: 0.777, Validation Accuracy: 0.775, Loss: 0.296 Epoch 10 Batch 118/538 - Train Accuracy: 0.783, Validation Accuracy: 0.785, Loss: 0.271 Epoch 10 Batch 119/538 - Train Accuracy: 0.814, Validation Accuracy: 0.791, Loss: 0.261 Epoch 10 Batch 120/538 - Train Accuracy: 0.771, Validation Accuracy: 0.782, Loss: 0.274 Epoch 10 Batch 121/538 - Train Accuracy: 0.764, Validation Accuracy: 0.772, Loss: 0.293 Epoch 10 Batch 122/538 - Train Accuracy: 0.769, Validation Accuracy: 0.769, Loss: 0.268 Epoch 10 Batch 123/538 - Train Accuracy: 0.795, Validation Accuracy: 0.773, Loss: 0.269 Epoch 10 Batch 124/538 - Train Accuracy: 0.769, Validation Accuracy: 0.778, Loss: 0.269 Epoch 10 Batch 125/538 - Train Accuracy: 0.792, Validation Accuracy: 0.778, Loss: 0.273 Epoch 10 Batch 126/538 - Train Accuracy: 0.787, Validation Accuracy: 0.779, Loss: 0.269 Epoch 10 Batch 127/538 - Train Accuracy: 0.772, Validation Accuracy: 0.774, Loss: 0.300 Epoch 10 Batch 128/538 - Train Accuracy: 0.784, Validation Accuracy: 0.767, Loss: 0.284 Epoch 10 Batch 129/538 - Train Accuracy: 0.772, Validation Accuracy: 0.766, Loss: 0.269 Epoch 10 Batch 130/538 - Train Accuracy: 0.783, Validation Accuracy: 0.775, Loss: 0.270 Epoch 10 Batch 131/538 - Train Accuracy: 0.791, Validation Accuracy: 0.776, Loss: 0.293 Epoch 10 Batch 132/538 - Train Accuracy: 0.765, Validation Accuracy: 0.782, Loss: 0.291 Epoch 10 Batch 133/538 - Train Accuracy: 0.791, Validation Accuracy: 0.781, Loss: 0.263 Epoch 10 Batch 134/538 - Train Accuracy: 0.760, Validation Accuracy: 0.778, Loss: 0.311 Epoch 10 Batch 135/538 - Train Accuracy: 0.776, Validation Accuracy: 0.771, Loss: 0.296 Epoch 10 Batch 136/538 - Train Accuracy: 0.773, Validation Accuracy: 0.768, Loss: 0.292 Epoch 10 Batch 137/538 - Train Accuracy: 0.744, Validation Accuracy: 0.764, Loss: 0.290 Epoch 10 Batch 138/538 - Train Accuracy: 0.757, Validation Accuracy: 0.773, Loss: 0.288 Epoch 10 Batch 139/538 - Train Accuracy: 0.786, Validation Accuracy: 0.782, Loss: 0.315 Epoch 10 Batch 140/538 - Train Accuracy: 0.735, Validation Accuracy: 0.782, Loss: 0.318 Epoch 10 Batch 141/538 - Train Accuracy: 0.774, Validation Accuracy: 0.780, Loss: 0.300 Epoch 10 Batch 142/538 - Train Accuracy: 0.818, Validation Accuracy: 0.783, Loss: 0.275 Epoch 10 Batch 143/538 - Train Accuracy: 0.774, Validation Accuracy: 0.791, Loss: 0.294 Epoch 10 Batch 144/538 - Train Accuracy: 0.790, Validation Accuracy: 0.788, Loss: 0.306 Epoch 10 Batch 145/538 - Train Accuracy: 0.781, Validation Accuracy: 0.780, Loss: 0.294 Epoch 10 Batch 146/538 - Train Accuracy: 0.786, Validation Accuracy: 0.759, Loss: 0.284 Epoch 10 Batch 147/538 - Train Accuracy: 0.798, Validation Accuracy: 0.780, Loss: 0.286 Epoch 10 Batch 148/538 - Train Accuracy: 0.774, Validation Accuracy: 0.784, Loss: 0.318 Epoch 10 Batch 149/538 - Train Accuracy: 0.778, Validation Accuracy: 0.789, Loss: 0.271 Epoch 10 Batch 150/538 - Train Accuracy: 0.794, Validation Accuracy: 0.787, Loss: 0.282 Epoch 10 Batch 151/538 - Train Accuracy: 0.777, Validation Accuracy: 0.777, Loss: 0.266 Epoch 10 Batch 152/538 - Train Accuracy: 0.778, Validation Accuracy: 0.774, Loss: 0.285 Epoch 10 Batch 153/538 - Train Accuracy: 0.759, Validation Accuracy: 0.781, Loss: 0.296 Epoch 10 Batch 154/538 - Train Accuracy: 0.774, Validation Accuracy: 0.771, Loss: 0.276 Epoch 10 Batch 155/538 - Train Accuracy: 0.777, Validation Accuracy: 0.768, Loss: 0.286 Epoch 10 Batch 156/538 - Train Accuracy: 0.781, Validation Accuracy: 0.765, Loss: 0.280 Epoch 10 Batch 157/538 - Train Accuracy: 0.790, Validation Accuracy: 0.771, Loss: 0.265 Epoch 10 Batch 158/538 - Train Accuracy: 0.764, Validation Accuracy: 0.777, Loss: 0.294 Epoch 10 Batch 159/538 - Train Accuracy: 0.800, Validation Accuracy: 0.790, Loss: 0.297 Epoch 10 Batch 160/538 - Train Accuracy: 0.772, Validation Accuracy: 0.794, Loss: 0.280 Epoch 10 Batch 161/538 - Train Accuracy: 0.783, Validation Accuracy: 0.783, Loss: 0.279 Epoch 10 Batch 162/538 - Train Accuracy: 0.787, Validation Accuracy: 0.792, Loss: 0.283 Epoch 10 Batch 163/538 - Train Accuracy: 0.784, Validation Accuracy: 0.798, Loss: 0.297 Epoch 10 Batch 164/538 - Train Accuracy: 0.803, Validation Accuracy: 0.798, Loss: 0.285 Epoch 10 Batch 165/538 - Train Accuracy: 0.777, Validation Accuracy: 0.792, Loss: 0.270 Epoch 10 Batch 166/538 - Train Accuracy: 0.810, Validation Accuracy: 0.785, Loss: 0.277 Epoch 10 Batch 167/538 - Train Accuracy: 0.792, Validation Accuracy: 0.787, Loss: 0.287 Epoch 10 Batch 168/538 - Train Accuracy: 0.767, Validation Accuracy: 0.792, Loss: 0.312 Epoch 10 Batch 169/538 - Train Accuracy: 0.797, Validation Accuracy: 0.794, Loss: 0.281 Epoch 10 Batch 170/538 - Train Accuracy: 0.785, Validation Accuracy: 0.790, Loss: 0.295 Epoch 10 Batch 171/538 - Train Accuracy: 0.792, Validation Accuracy: 0.783, Loss: 0.283 Epoch 10 Batch 172/538 - Train Accuracy: 0.814, Validation Accuracy: 0.777, Loss: 0.279 Epoch 10 Batch 173/538 - Train Accuracy: 0.786, Validation Accuracy: 0.774, Loss: 0.270 Epoch 10 Batch 174/538 - Train Accuracy: 0.770, Validation Accuracy: 0.768, Loss: 0.292 Epoch 10 Batch 175/538 - Train Accuracy: 0.772, Validation Accuracy: 0.774, Loss: 0.283 Epoch 10 Batch 176/538 - Train Accuracy: 0.795, Validation Accuracy: 0.773, Loss: 0.310 Epoch 10 Batch 177/538 - Train Accuracy: 0.775, Validation Accuracy: 0.772, Loss: 0.284 Epoch 10 Batch 178/538 - Train Accuracy: 0.773, Validation Accuracy: 0.769, Loss: 0.275 Epoch 10 Batch 179/538 - Train Accuracy: 0.778, Validation Accuracy: 0.761, Loss: 0.289 Epoch 10 Batch 180/538 - Train Accuracy: 0.783, Validation Accuracy: 0.759, Loss: 0.277 Epoch 10 Batch 181/538 - Train Accuracy: 0.760, Validation Accuracy: 0.773, Loss: 0.310 Epoch 10 Batch 182/538 - Train Accuracy: 0.746, Validation Accuracy: 0.773, Loss: 0.275 Epoch 10 Batch 183/538 - Train Accuracy: 0.808, Validation Accuracy: 0.781, Loss: 0.268 Epoch 10 Batch 184/538 - Train Accuracy: 0.790, Validation Accuracy: 0.778, Loss: 0.275 Epoch 10 Batch 185/538 - Train Accuracy: 0.787, Validation Accuracy: 0.776, Loss: 0.275 Epoch 10 Batch 186/538 - Train Accuracy: 0.769, Validation Accuracy: 0.769, Loss: 0.282 Epoch 10 Batch 187/538 - Train Accuracy: 0.786, Validation Accuracy: 0.769, Loss: 0.278 Epoch 10 Batch 188/538 - Train Accuracy: 0.781, Validation Accuracy: 0.782, Loss: 0.280 Epoch 10 Batch 189/538 - Train Accuracy: 0.779, Validation Accuracy: 0.780, Loss: 0.289 Epoch 10 Batch 190/538 - Train Accuracy: 0.770, Validation Accuracy: 0.783, Loss: 0.312 Epoch 10 Batch 191/538 - Train Accuracy: 0.797, Validation Accuracy: 0.780, Loss: 0.280 Epoch 10 Batch 192/538 - Train Accuracy: 0.806, Validation Accuracy: 0.760, Loss: 0.281 Epoch 10 Batch 193/538 - Train Accuracy: 0.776, Validation Accuracy: 0.759, Loss: 0.269 Epoch 10 Batch 194/538 - Train Accuracy: 0.766, Validation Accuracy: 0.767, Loss: 0.303 Epoch 10 Batch 195/538 - Train Accuracy: 0.805, Validation Accuracy: 0.775, Loss: 0.272 Epoch 10 Batch 196/538 - Train Accuracy: 0.785, Validation Accuracy: 0.784, Loss: 0.266 Epoch 10 Batch 197/538 - Train Accuracy: 0.772, Validation Accuracy: 0.779, Loss: 0.277 Epoch 10 Batch 198/538 - Train Accuracy: 0.809, Validation Accuracy: 0.787, Loss: 0.279 Epoch 10 Batch 199/538 - Train Accuracy: 0.777, Validation Accuracy: 0.772, Loss: 0.287 Epoch 10 Batch 200/538 - Train Accuracy: 0.783, Validation Accuracy: 0.771, Loss: 0.275 Epoch 10 Batch 201/538 - Train Accuracy: 0.767, Validation Accuracy: 0.775, Loss: 0.278 Epoch 10 Batch 202/538 - Train Accuracy: 0.797, Validation Accuracy: 0.788, Loss: 0.282 Epoch 10 Batch 203/538 - Train Accuracy: 0.781, Validation Accuracy: 0.790, Loss: 0.304 Epoch 10 Batch 204/538 - Train Accuracy: 0.778, Validation Accuracy: 0.781, Loss: 0.298 Epoch 10 Batch 205/538 - Train Accuracy: 0.797, Validation Accuracy: 0.769, Loss: 0.261 Epoch 10 Batch 206/538 - Train Accuracy: 0.755, Validation Accuracy: 0.771, Loss: 0.286 Epoch 10 Batch 207/538 - Train Accuracy: 0.791, Validation Accuracy: 0.775, Loss: 0.279 Epoch 10 Batch 208/538 - Train Accuracy: 0.772, Validation Accuracy: 0.783, Loss: 0.302 Epoch 10 Batch 209/538 - Train Accuracy: 0.786, Validation Accuracy: 0.784, Loss: 0.274 Epoch 10 Batch 210/538 - Train Accuracy: 0.765, Validation Accuracy: 0.782, Loss: 0.279 Epoch 10 Batch 211/538 - Train Accuracy: 0.768, Validation Accuracy: 0.787, Loss: 0.282 Epoch 10 Batch 212/538 - Train Accuracy: 0.792, Validation Accuracy: 0.782, Loss: 0.282 Epoch 10 Batch 213/538 - Train Accuracy: 0.774, Validation Accuracy: 0.779, Loss: 0.275 Epoch 10 Batch 214/538 - Train Accuracy: 0.779, Validation Accuracy: 0.771, Loss: 0.284 Epoch 10 Batch 215/538 - Train Accuracy: 0.792, Validation Accuracy: 0.779, Loss: 0.274 Epoch 10 Batch 216/538 - Train Accuracy: 0.813, Validation Accuracy: 0.789, Loss: 0.296 Epoch 10 Batch 217/538 - Train Accuracy: 0.804, Validation Accuracy: 0.782, Loss: 0.273 Epoch 10 Batch 218/538 - Train Accuracy: 0.778, Validation Accuracy: 0.774, Loss: 0.289 Epoch 10 Batch 219/538 - Train Accuracy: 0.746, Validation Accuracy: 0.767, Loss: 0.307 Epoch 10 Batch 220/538 - Train Accuracy: 0.767, Validation Accuracy: 0.779, Loss: 0.271 Epoch 10 Batch 221/538 - Train Accuracy: 0.780, Validation Accuracy: 0.784, Loss: 0.271 Epoch 10 Batch 222/538 - Train Accuracy: 0.786, Validation Accuracy: 0.784, Loss: 0.267 Epoch 10 Batch 223/538 - Train Accuracy: 0.774, Validation Accuracy: 0.781, Loss: 0.299 Epoch 10 Batch 224/538 - Train Accuracy: 0.761, Validation Accuracy: 0.766, Loss: 0.291 Epoch 10 Batch 225/538 - Train Accuracy: 0.794, Validation Accuracy: 0.757, Loss: 0.282 Epoch 10 Batch 226/538 - Train Accuracy: 0.782, Validation Accuracy: 0.767, Loss: 0.282 Epoch 10 Batch 227/538 - Train Accuracy: 0.784, Validation Accuracy: 0.773, Loss: 0.267 Epoch 10 Batch 228/538 - Train Accuracy: 0.773, Validation Accuracy: 0.769, Loss: 0.292 Epoch 10 Batch 229/538 - Train Accuracy: 0.787, Validation Accuracy: 0.762, Loss: 0.281 Epoch 10 Batch 230/538 - Train Accuracy: 0.759, Validation Accuracy: 0.765, Loss: 0.283 Epoch 10 Batch 231/538 - Train Accuracy: 0.781, Validation Accuracy: 0.766, Loss: 0.284 Epoch 10 Batch 232/538 - Train Accuracy: 0.762, Validation Accuracy: 0.780, Loss: 0.299 Epoch 10 Batch 233/538 - Train Accuracy: 0.798, Validation Accuracy: 0.778, Loss: 0.281 Epoch 10 Batch 234/538 - Train Accuracy: 0.786, Validation Accuracy: 0.760, Loss: 0.287 Epoch 10 Batch 235/538 - Train Accuracy: 0.793, Validation Accuracy: 0.764, Loss: 0.266 Epoch 10 Batch 236/538 - Train Accuracy: 0.778, Validation Accuracy: 0.764, Loss: 0.296 Epoch 10 Batch 237/538 - Train Accuracy: 0.795, Validation Accuracy: 0.780, Loss: 0.274 Epoch 10 Batch 238/538 - Train Accuracy: 0.835, Validation Accuracy: 0.782, Loss: 0.268 Epoch 10 Batch 239/538 - Train Accuracy: 0.796, Validation Accuracy: 0.789, Loss: 0.290 Epoch 10 Batch 240/538 - Train Accuracy: 0.791, Validation Accuracy: 0.774, Loss: 0.287 Epoch 10 Batch 241/538 - Train Accuracy: 0.771, Validation Accuracy: 0.772, Loss: 0.297 Epoch 10 Batch 242/538 - Train Accuracy: 0.790, Validation Accuracy: 0.780, Loss: 0.280 Epoch 10 Batch 243/538 - Train Accuracy: 0.756, Validation Accuracy: 0.781, Loss: 0.294 Epoch 10 Batch 244/538 - Train Accuracy: 0.768, Validation Accuracy: 0.781, Loss: 0.273 Epoch 10 Batch 245/538 - Train Accuracy: 0.769, Validation Accuracy: 0.776, Loss: 0.298 Epoch 10 Batch 246/538 - Train Accuracy: 0.804, Validation Accuracy: 0.772, Loss: 0.265 Epoch 10 Batch 247/538 - Train Accuracy: 0.773, Validation Accuracy: 0.759, Loss: 0.298 Epoch 10 Batch 248/538 - Train Accuracy: 0.771, Validation Accuracy: 0.761, Loss: 0.274 Epoch 10 Batch 249/538 - Train Accuracy: 0.785, Validation Accuracy: 0.774, Loss: 0.265 Epoch 10 Batch 250/538 - Train Accuracy: 0.788, Validation Accuracy: 0.779, Loss: 0.277 Epoch 10 Batch 251/538 - Train Accuracy: 0.774, Validation Accuracy: 0.783, Loss: 0.284 Epoch 10 Batch 252/538 - Train Accuracy: 0.806, Validation Accuracy: 0.781, Loss: 0.270 Epoch 10 Batch 253/538 - Train Accuracy: 0.790, Validation Accuracy: 0.776, Loss: 0.266 Epoch 10 Batch 254/538 - Train Accuracy: 0.770, Validation Accuracy: 0.759, Loss: 0.291 Epoch 10 Batch 255/538 - Train Accuracy: 0.789, Validation Accuracy: 0.760, Loss: 0.274 Epoch 10 Batch 256/538 - Train Accuracy: 0.768, Validation Accuracy: 0.778, Loss: 0.285 Epoch 10 Batch 257/538 - Train Accuracy: 0.794, Validation Accuracy: 0.780, Loss: 0.279 Epoch 10 Batch 258/538 - Train Accuracy: 0.800, Validation Accuracy: 0.781, Loss: 0.270 Epoch 10 Batch 259/538 - Train Accuracy: 0.833, Validation Accuracy: 0.785, Loss: 0.255 Epoch 10 Batch 260/538 - Train Accuracy: 0.762, Validation Accuracy: 0.786, Loss: 0.282 Epoch 10 Batch 261/538 - Train Accuracy: 0.772, Validation Accuracy: 0.776, Loss: 0.289 Epoch 10 Batch 262/538 - Train Accuracy: 0.804, Validation Accuracy: 0.774, Loss: 0.279 Epoch 10 Batch 263/538 - Train Accuracy: 0.762, Validation Accuracy: 0.777, Loss: 0.273 Epoch 10 Batch 264/538 - Train Accuracy: 0.780, Validation Accuracy: 0.782, Loss: 0.282 Epoch 10 Batch 265/538 - Train Accuracy: 0.761, Validation Accuracy: 0.785, Loss: 0.293 Epoch 10 Batch 266/538 - Train Accuracy: 0.772, Validation Accuracy: 0.784, Loss: 0.297 Epoch 10 Batch 267/538 - Train Accuracy: 0.784, Validation Accuracy: 0.774, Loss: 0.279 Epoch 10 Batch 268/538 - Train Accuracy: 0.785, Validation Accuracy: 0.759, Loss: 0.263 Epoch 10 Batch 269/538 - Train Accuracy: 0.793, Validation Accuracy: 0.762, Loss: 0.278 Epoch 10 Batch 270/538 - Train Accuracy: 0.760, Validation Accuracy: 0.778, Loss: 0.289 Epoch 10 Batch 271/538 - Train Accuracy: 0.779, Validation Accuracy: 0.795, Loss: 0.287 Epoch 10 Batch 272/538 - Train Accuracy: 0.762, Validation Accuracy: 0.787, Loss: 0.303 Epoch 10 Batch 273/538 - Train Accuracy: 0.784, Validation Accuracy: 0.783, Loss: 0.291 Epoch 10 Batch 274/538 - Train Accuracy: 0.744, Validation Accuracy: 0.781, Loss: 0.315 Epoch 10 Batch 275/538 - Train Accuracy: 0.765, Validation Accuracy: 0.760, Loss: 0.301 Epoch 10 Batch 276/538 - Train Accuracy: 0.771, Validation Accuracy: 0.757, Loss: 0.291 Epoch 10 Batch 277/538 - Train Accuracy: 0.767, Validation Accuracy: 0.755, Loss: 0.284 Epoch 10 Batch 278/538 - Train Accuracy: 0.787, Validation Accuracy: 0.781, Loss: 0.281 Epoch 10 Batch 279/538 - Train Accuracy: 0.788, Validation Accuracy: 0.785, Loss: 0.283 Epoch 10 Batch 280/538 - Train Accuracy: 0.823, Validation Accuracy: 0.776, Loss: 0.266 Epoch 10 Batch 281/538 - Train Accuracy: 0.770, Validation Accuracy: 0.758, Loss: 0.313 Epoch 10 Batch 282/538 - Train Accuracy: 0.761, Validation Accuracy: 0.759, Loss: 0.293 Epoch 10 Batch 283/538 - Train Accuracy: 0.780, Validation Accuracy: 0.760, Loss: 0.290 Epoch 10 Batch 284/538 - Train Accuracy: 0.787, Validation Accuracy: 0.779, Loss: 0.298 Epoch 10 Batch 285/538 - Train Accuracy: 0.802, Validation Accuracy: 0.781, Loss: 0.259 Epoch 10 Batch 286/538 - Train Accuracy: 0.784, Validation Accuracy: 0.782, Loss: 0.283 Epoch 10 Batch 287/538 - Train Accuracy: 0.797, Validation Accuracy: 0.770, Loss: 0.272 Epoch 10 Batch 288/538 - Train Accuracy: 0.773, Validation Accuracy: 0.768, Loss: 0.294 Epoch 10 Batch 289/538 - Train Accuracy: 0.797, Validation Accuracy: 0.766, Loss: 0.258 Epoch 10 Batch 290/538 - Train Accuracy: 0.792, Validation Accuracy: 0.772, Loss: 0.274 Epoch 10 Batch 291/538 - Train Accuracy: 0.780, Validation Accuracy: 0.793, Loss: 0.279 Epoch 10 Batch 292/538 - Train Accuracy: 0.791, Validation Accuracy: 0.794, Loss: 0.255 Epoch 10 Batch 293/538 - Train Accuracy: 0.797, Validation Accuracy: 0.780, Loss: 0.268 Epoch 10 Batch 294/538 - Train Accuracy: 0.769, Validation Accuracy: 0.770, Loss: 0.298 Epoch 10 Batch 295/538 - Train Accuracy: 0.806, Validation Accuracy: 0.774, Loss: 0.256 Epoch 10 Batch 296/538 - Train Accuracy: 0.775, Validation Accuracy: 0.778, Loss: 0.281 Epoch 10 Batch 297/538 - Train Accuracy: 0.779, Validation Accuracy: 0.784, Loss: 0.295 Epoch 10 Batch 298/538 - Train Accuracy: 0.788, Validation Accuracy: 0.773, Loss: 0.284 Epoch 10 Batch 299/538 - Train Accuracy: 0.786, Validation Accuracy: 0.766, Loss: 0.287 Epoch 10 Batch 300/538 - Train Accuracy: 0.791, Validation Accuracy: 0.774, Loss: 0.274 Epoch 10 Batch 301/538 - Train Accuracy: 0.787, Validation Accuracy: 0.776, Loss: 0.277 Epoch 10 Batch 302/538 - Train Accuracy: 0.811, Validation Accuracy: 0.786, Loss: 0.267 Epoch 10 Batch 303/538 - Train Accuracy: 0.810, Validation Accuracy: 0.786, Loss: 0.276 Epoch 10 Batch 304/538 - Train Accuracy: 0.766, Validation Accuracy: 0.781, Loss: 0.287 Epoch 10 Batch 305/538 - Train Accuracy: 0.813, Validation Accuracy: 0.770, Loss: 0.268 Epoch 10 Batch 306/538 - Train Accuracy: 0.790, Validation Accuracy: 0.776, Loss: 0.280 Epoch 10 Batch 307/538 - Train Accuracy: 0.814, Validation Accuracy: 0.788, Loss: 0.278 Epoch 10 Batch 308/538 - Train Accuracy: 0.796, Validation Accuracy: 0.792, Loss: 0.268 Epoch 10 Batch 309/538 - Train Accuracy: 0.771, Validation Accuracy: 0.795, Loss: 0.274 Epoch 10 Batch 310/538 - Train Accuracy: 0.808, Validation Accuracy: 0.782, Loss: 0.293 Epoch 10 Batch 311/538 - Train Accuracy: 0.782, Validation Accuracy: 0.775, Loss: 0.282 Epoch 10 Batch 312/538 - Train Accuracy: 0.805, Validation Accuracy: 0.773, Loss: 0.255 Epoch 10 Batch 313/538 - Train Accuracy: 0.790, Validation Accuracy: 0.781, Loss: 0.287 Epoch 10 Batch 314/538 - Train Accuracy: 0.795, Validation Accuracy: 0.782, Loss: 0.279 Epoch 10 Batch 315/538 - Train Accuracy: 0.791, Validation Accuracy: 0.791, Loss: 0.268 Epoch 10 Batch 316/538 - Train Accuracy: 0.808, Validation Accuracy: 0.787, Loss: 0.270 Epoch 10 Batch 317/538 - Train Accuracy: 0.801, Validation Accuracy: 0.794, Loss: 0.299 Epoch 10 Batch 318/538 - Train Accuracy: 0.793, Validation Accuracy: 0.774, Loss: 0.283 Epoch 10 Batch 319/538 - Train Accuracy: 0.794, Validation Accuracy: 0.777, Loss: 0.268 Epoch 10 Batch 320/538 - Train Accuracy: 0.782, Validation Accuracy: 0.780, Loss: 0.278 Epoch 10 Batch 321/538 - Train Accuracy: 0.799, Validation Accuracy: 0.791, Loss: 0.271 Epoch 10 Batch 322/538 - Train Accuracy: 0.793, Validation Accuracy: 0.800, Loss: 0.278 Epoch 10 Batch 323/538 - Train Accuracy: 0.775, Validation Accuracy: 0.801, Loss: 0.266 Epoch 10 Batch 324/538 - Train Accuracy: 0.764, Validation Accuracy: 0.797, Loss: 0.289 Epoch 10 Batch 325/538 - Train Accuracy: 0.800, Validation Accuracy: 0.790, Loss: 0.269 Epoch 10 Batch 326/538 - Train Accuracy: 0.792, Validation Accuracy: 0.795, Loss: 0.277 Epoch 10 Batch 327/538 - Train Accuracy: 0.788, Validation Accuracy: 0.803, Loss: 0.300 Epoch 10 Batch 328/538 - Train Accuracy: 0.813, Validation Accuracy: 0.803, Loss: 0.276 Epoch 10 Batch 329/538 - Train Accuracy: 0.807, Validation Accuracy: 0.804, Loss: 0.286 Epoch 10 Batch 330/538 - Train Accuracy: 0.812, Validation Accuracy: 0.803, Loss: 0.254 Epoch 10 Batch 331/538 - Train Accuracy: 0.790, Validation Accuracy: 0.786, Loss: 0.271 Epoch 10 Batch 332/538 - Train Accuracy: 0.794, Validation Accuracy: 0.777, Loss: 0.285 Epoch 10 Batch 333/538 - Train Accuracy: 0.783, Validation Accuracy: 0.773, Loss: 0.264 Epoch 10 Batch 334/538 - Train Accuracy: 0.796, Validation Accuracy: 0.773, Loss: 0.271 Epoch 10 Batch 335/538 - Train Accuracy: 0.779, Validation Accuracy: 0.784, Loss: 0.282 Epoch 10 Batch 336/538 - Train Accuracy: 0.799, Validation Accuracy: 0.769, Loss: 0.259 Epoch 10 Batch 337/538 - Train Accuracy: 0.795, Validation Accuracy: 0.764, Loss: 0.281 Epoch 10 Batch 338/538 - Train Accuracy: 0.770, Validation Accuracy: 0.773, Loss: 0.278 Epoch 10 Batch 339/538 - Train Accuracy: 0.791, Validation Accuracy: 0.773, Loss: 0.268 Epoch 10 Batch 340/538 - Train Accuracy: 0.764, Validation Accuracy: 0.781, Loss: 0.299 Epoch 10 Batch 341/538 - Train Accuracy: 0.781, Validation Accuracy: 0.794, Loss: 0.275 Epoch 10 Batch 342/538 - Train Accuracy: 0.799, Validation Accuracy: 0.796, Loss: 0.273 Epoch 10 Batch 343/538 - Train Accuracy: 0.810, Validation Accuracy: 0.792, Loss: 0.285 Epoch 10 Batch 344/538 - Train Accuracy: 0.792, Validation Accuracy: 0.784, Loss: 0.266 Epoch 10 Batch 345/538 - Train Accuracy: 0.800, Validation Accuracy: 0.768, Loss: 0.285 Epoch 10 Batch 346/538 - Train Accuracy: 0.765, Validation Accuracy: 0.766, Loss: 0.299 Epoch 10 Batch 347/538 - Train Accuracy: 0.774, Validation Accuracy: 0.779, Loss: 0.281 Epoch 10 Batch 348/538 - Train Accuracy: 0.787, Validation Accuracy: 0.788, Loss: 0.262 Epoch 10 Batch 349/538 - Train Accuracy: 0.782, Validation Accuracy: 0.789, Loss: 0.267 Epoch 10 Batch 350/538 - Train Accuracy: 0.802, Validation Accuracy: 0.792, Loss: 0.290 Epoch 10 Batch 351/538 - Train Accuracy: 0.771, Validation Accuracy: 0.777, Loss: 0.302 Epoch 10 Batch 352/538 - Train Accuracy: 0.792, Validation Accuracy: 0.783, Loss: 0.299 Epoch 10 Batch 353/538 - Train Accuracy: 0.802, Validation Accuracy: 0.799, Loss: 0.279 Epoch 10 Batch 354/538 - Train Accuracy: 0.775, Validation Accuracy: 0.789, Loss: 0.289 Epoch 10 Batch 355/538 - Train Accuracy: 0.800, Validation Accuracy: 0.792, Loss: 0.295 Epoch 10 Batch 356/538 - Train Accuracy: 0.784, Validation Accuracy: 0.788, Loss: 0.257 Epoch 10 Batch 357/538 - Train Accuracy: 0.792, Validation Accuracy: 0.783, Loss: 0.263 Epoch 10 Batch 358/538 - Train Accuracy: 0.777, Validation Accuracy: 0.776, Loss: 0.276 Epoch 10 Batch 359/538 - Train Accuracy: 0.805, Validation Accuracy: 0.774, Loss: 0.261 Epoch 10 Batch 360/538 - Train Accuracy: 0.786, Validation Accuracy: 0.791, Loss: 0.287 Epoch 10 Batch 361/538 - Train Accuracy: 0.802, Validation Accuracy: 0.791, Loss: 0.271 Epoch 10 Batch 362/538 - Train Accuracy: 0.805, Validation Accuracy: 0.796, Loss: 0.256 Epoch 10 Batch 363/538 - Train Accuracy: 0.799, Validation Accuracy: 0.770, Loss: 0.258 Epoch 10 Batch 364/538 - Train Accuracy: 0.772, Validation Accuracy: 0.768, Loss: 0.302 Epoch 10 Batch 365/538 - Train Accuracy: 0.789, Validation Accuracy: 0.766, Loss: 0.273 Epoch 10 Batch 366/538 - Train Accuracy: 0.815, Validation Accuracy: 0.793, Loss: 0.282 Epoch 10 Batch 367/538 - Train Accuracy: 0.809, Validation Accuracy: 0.800, Loss: 0.262 Epoch 10 Batch 368/538 - Train Accuracy: 0.802, Validation Accuracy: 0.796, Loss: 0.253 Epoch 10 Batch 369/538 - Train Accuracy: 0.775, Validation Accuracy: 0.786, Loss: 0.272 Epoch 10 Batch 370/538 - Train Accuracy: 0.793, Validation Accuracy: 0.780, Loss: 0.286 Epoch 10 Batch 371/538 - Train Accuracy: 0.781, Validation Accuracy: 0.786, Loss: 0.272 Epoch 10 Batch 372/538 - Train Accuracy: 0.790, Validation Accuracy: 0.785, Loss: 0.272 Epoch 10 Batch 373/538 - Train Accuracy: 0.795, Validation Accuracy: 0.785, Loss: 0.263 Epoch 10 Batch 374/538 - Train Accuracy: 0.801, Validation Accuracy: 0.784, Loss: 0.281 Epoch 10 Batch 375/538 - Train Accuracy: 0.818, Validation Accuracy: 0.783, Loss: 0.257 Epoch 10 Batch 376/538 - Train Accuracy: 0.784, Validation Accuracy: 0.792, Loss: 0.285 Epoch 10 Batch 377/538 - Train Accuracy: 0.787, Validation Accuracy: 0.792, Loss: 0.270 Epoch 10 Batch 378/538 - Train Accuracy: 0.803, Validation Accuracy: 0.795, Loss: 0.251 Epoch 10 Batch 379/538 - Train Accuracy: 0.812, Validation Accuracy: 0.789, Loss: 0.257 Epoch 10 Batch 380/538 - Train Accuracy: 0.788, Validation Accuracy: 0.771, Loss: 0.262 Epoch 10 Batch 381/538 - Train Accuracy: 0.801, Validation Accuracy: 0.770, Loss: 0.256 Epoch 10 Batch 382/538 - Train Accuracy: 0.763, Validation Accuracy: 0.787, Loss: 0.277 Epoch 10 Batch 383/538 - Train Accuracy: 0.774, Validation Accuracy: 0.789, Loss: 0.267 Epoch 10 Batch 384/538 - Train Accuracy: 0.810, Validation Accuracy: 0.786, Loss: 0.255 Epoch 10 Batch 385/538 - Train Accuracy: 0.783, Validation Accuracy: 0.782, Loss: 0.274 Epoch 10 Batch 386/538 - Train Accuracy: 0.803, Validation Accuracy: 0.777, Loss: 0.265 Epoch 10 Batch 387/538 - Train Accuracy: 0.777, Validation Accuracy: 0.772, Loss: 0.274 Epoch 10 Batch 388/538 - Train Accuracy: 0.798, Validation Accuracy: 0.770, Loss: 0.262 Epoch 10 Batch 389/538 - Train Accuracy: 0.783, Validation Accuracy: 0.775, Loss: 0.283 Epoch 10 Batch 390/538 - Train Accuracy: 0.823, Validation Accuracy: 0.793, Loss: 0.263 Epoch 10 Batch 391/538 - Train Accuracy: 0.780, Validation Accuracy: 0.783, Loss: 0.261 Epoch 10 Batch 392/538 - Train Accuracy: 0.773, Validation Accuracy: 0.778, Loss: 0.269 Epoch 10 Batch 393/538 - Train Accuracy: 0.807, Validation Accuracy: 0.772, Loss: 0.251 Epoch 10 Batch 394/538 - Train Accuracy: 0.731, Validation Accuracy: 0.754, Loss: 0.292 Epoch 10 Batch 395/538 - Train Accuracy: 0.746, Validation Accuracy: 0.758, Loss: 0.291 Epoch 10 Batch 396/538 - Train Accuracy: 0.765, Validation Accuracy: 0.774, Loss: 0.281 Epoch 10 Batch 397/538 - Train Accuracy: 0.777, Validation Accuracy: 0.791, Loss: 0.288 Epoch 10 Batch 398/538 - Train Accuracy: 0.761, Validation Accuracy: 0.785, Loss: 0.290 Epoch 10 Batch 399/538 - Train Accuracy: 0.759, Validation Accuracy: 0.779, Loss: 0.292 Epoch 10 Batch 400/538 - Train Accuracy: 0.777, Validation Accuracy: 0.764, Loss: 0.273 Epoch 10 Batch 401/538 - Train Accuracy: 0.792, Validation Accuracy: 0.770, Loss: 0.286 Epoch 10 Batch 402/538 - Train Accuracy: 0.781, Validation Accuracy: 0.781, Loss: 0.265 Epoch 10 Batch 403/538 - Train Accuracy: 0.788, Validation Accuracy: 0.783, Loss: 0.277 Epoch 10 Batch 404/538 - Train Accuracy: 0.775, Validation Accuracy: 0.788, Loss: 0.273 Epoch 10 Batch 405/538 - Train Accuracy: 0.778, Validation Accuracy: 0.792, Loss: 0.269 Epoch 10 Batch 406/538 - Train Accuracy: 0.805, Validation Accuracy: 0.778, Loss: 0.266 Epoch 10 Batch 407/538 - Train Accuracy: 0.784, Validation Accuracy: 0.765, Loss: 0.271 Epoch 10 Batch 408/538 - Train Accuracy: 0.764, Validation Accuracy: 0.775, Loss: 0.288 Epoch 10 Batch 409/538 - Train Accuracy: 0.785, Validation Accuracy: 0.781, Loss: 0.288 Epoch 10 Batch 410/538 - Train Accuracy: 0.771, Validation Accuracy: 0.785, Loss: 0.279 Epoch 10 Batch 411/538 - Train Accuracy: 0.771, Validation Accuracy: 0.788, Loss: 0.262 Epoch 10 Batch 412/538 - Train Accuracy: 0.779, Validation Accuracy: 0.780, Loss: 0.258 Epoch 10 Batch 413/538 - Train Accuracy: 0.771, Validation Accuracy: 0.762, Loss: 0.270 Epoch 10 Batch 414/538 - Train Accuracy: 0.763, Validation Accuracy: 0.764, Loss: 0.290 Epoch 10 Batch 415/538 - Train Accuracy: 0.780, Validation Accuracy: 0.780, Loss: 0.268 Epoch 10 Batch 416/538 - Train Accuracy: 0.817, Validation Accuracy: 0.788, Loss: 0.260 Epoch 10 Batch 417/538 - Train Accuracy: 0.815, Validation Accuracy: 0.788, Loss: 0.266 Epoch 10 Batch 418/538 - Train Accuracy: 0.782, Validation Accuracy: 0.786, Loss: 0.281 Epoch 10 Batch 419/538 - Train Accuracy: 0.799, Validation Accuracy: 0.771, Loss: 0.259 Epoch 10 Batch 420/538 - Train Accuracy: 0.820, Validation Accuracy: 0.780, Loss: 0.263 Epoch 10 Batch 421/538 - Train Accuracy: 0.793, Validation Accuracy: 0.785, Loss: 0.265 Epoch 10 Batch 422/538 - Train Accuracy: 0.797, Validation Accuracy: 0.780, Loss: 0.274 Epoch 10 Batch 423/538 - Train Accuracy: 0.801, Validation Accuracy: 0.782, Loss: 0.282 Epoch 10 Batch 424/538 - Train Accuracy: 0.785, Validation Accuracy: 0.779, Loss: 0.271 Epoch 10 Batch 425/538 - Train Accuracy: 0.797, Validation Accuracy: 0.777, Loss: 0.277 Epoch 10 Batch 426/538 - Train Accuracy: 0.796, Validation Accuracy: 0.784, Loss: 0.271 Epoch 10 Batch 427/538 - Train Accuracy: 0.785, Validation Accuracy: 0.785, Loss: 0.273 Epoch 10 Batch 428/538 - Train Accuracy: 0.806, Validation Accuracy: 0.798, Loss: 0.260 Epoch 10 Batch 429/538 - Train Accuracy: 0.801, Validation Accuracy: 0.797, Loss: 0.284 Epoch 10 Batch 430/538 - Train Accuracy: 0.804, Validation Accuracy: 0.803, Loss: 0.276 Epoch 10 Batch 431/538 - Train Accuracy: 0.780, Validation Accuracy: 0.790, Loss: 0.261 Epoch 10 Batch 432/538 - Train Accuracy: 0.829, Validation Accuracy: 0.794, Loss: 0.260 Epoch 10 Batch 433/538 - Train Accuracy: 0.784, Validation Accuracy: 0.789, Loss: 0.306 Epoch 10 Batch 434/538 - Train Accuracy: 0.772, Validation Accuracy: 0.784, Loss: 0.290 Epoch 10 Batch 435/538 - Train Accuracy: 0.780, Validation Accuracy: 0.795, Loss: 0.263 Epoch 10 Batch 436/538 - Train Accuracy: 0.768, Validation Accuracy: 0.798, Loss: 0.279 Epoch 10 Batch 437/538 - Train Accuracy: 0.780, Validation Accuracy: 0.789, Loss: 0.279 Epoch 10 Batch 438/538 - Train Accuracy: 0.813, Validation Accuracy: 0.779, Loss: 0.264 Epoch 10 Batch 439/538 - Train Accuracy: 0.826, Validation Accuracy: 0.779, Loss: 0.263 Epoch 10 Batch 440/538 - Train Accuracy: 0.800, Validation Accuracy: 0.777, Loss: 0.299 Epoch 10 Batch 441/538 - Train Accuracy: 0.761, Validation Accuracy: 0.776, Loss: 0.292 Epoch 10 Batch 442/538 - Train Accuracy: 0.802, Validation Accuracy: 0.772, Loss: 0.249 Epoch 10 Batch 443/538 - Train Accuracy: 0.812, Validation Accuracy: 0.774, Loss: 0.289 Epoch 10 Batch 444/538 - Train Accuracy: 0.821, Validation Accuracy: 0.780, Loss: 0.264 Epoch 10 Batch 445/538 - Train Accuracy: 0.816, Validation Accuracy: 0.787, Loss: 0.261 Epoch 10 Batch 446/538 - Train Accuracy: 0.800, Validation Accuracy: 0.791, Loss: 0.255 Epoch 10 Batch 447/538 - Train Accuracy: 0.770, Validation Accuracy: 0.784, Loss: 0.284 Epoch 10 Batch 448/538 - Train Accuracy: 0.780, Validation Accuracy: 0.774, Loss: 0.247 Epoch 10 Batch 449/538 - Train Accuracy: 0.808, Validation Accuracy: 0.776, Loss: 0.285 Epoch 10 Batch 450/538 - Train Accuracy: 0.801, Validation Accuracy: 0.771, Loss: 0.268 Epoch 10 Batch 451/538 - Train Accuracy: 0.787, Validation Accuracy: 0.787, Loss: 0.268 Epoch 10 Batch 452/538 - Train Accuracy: 0.793, Validation Accuracy: 0.795, Loss: 0.258 Epoch 10 Batch 453/538 - Train Accuracy: 0.799, Validation Accuracy: 0.790, Loss: 0.265 Epoch 10 Batch 454/538 - Train Accuracy: 0.792, Validation Accuracy: 0.770, Loss: 0.265 Epoch 10 Batch 455/538 - Train Accuracy: 0.789, Validation Accuracy: 0.770, Loss: 0.249 Epoch 10 Batch 456/538 - Train Accuracy: 0.817, Validation Accuracy: 0.768, Loss: 0.260 Epoch 10 Batch 457/538 - Train Accuracy: 0.759, Validation Accuracy: 0.768, Loss: 0.276 Epoch 10 Batch 458/538 - Train Accuracy: 0.790, Validation Accuracy: 0.789, Loss: 0.250 Epoch 10 Batch 459/538 - Train Accuracy: 0.807, Validation Accuracy: 0.795, Loss: 0.259 Epoch 10 Batch 460/538 - Train Accuracy: 0.769, Validation Accuracy: 0.798, Loss: 0.269 Epoch 10 Batch 461/538 - Train Accuracy: 0.777, Validation Accuracy: 0.779, Loss: 0.291 Epoch 10 Batch 462/538 - Train Accuracy: 0.784, Validation Accuracy: 0.771, Loss: 0.261 Epoch 10 Batch 463/538 - Train Accuracy: 0.764, Validation Accuracy: 0.776, Loss: 0.286 Epoch 10 Batch 464/538 - Train Accuracy: 0.784, Validation Accuracy: 0.778, Loss: 0.277 Epoch 10 Batch 465/538 - Train Accuracy: 0.756, Validation Accuracy: 0.794, Loss: 0.277 Epoch 10 Batch 466/538 - Train Accuracy: 0.773, Validation Accuracy: 0.797, Loss: 0.291 Epoch 10 Batch 467/538 - Train Accuracy: 0.784, Validation Accuracy: 0.762, Loss: 0.274 Epoch 10 Batch 468/538 - Train Accuracy: 0.801, Validation Accuracy: 0.769, Loss: 0.276 Epoch 10 Batch 469/538 - Train Accuracy: 0.800, Validation Accuracy: 0.771, Loss: 0.276 Epoch 10 Batch 470/538 - Train Accuracy: 0.808, Validation Accuracy: 0.795, Loss: 0.260 Epoch 10 Batch 471/538 - Train Accuracy: 0.820, Validation Accuracy: 0.797, Loss: 0.260 Epoch 10 Batch 472/538 - Train Accuracy: 0.820, Validation Accuracy: 0.796, Loss: 0.261 Epoch 10 Batch 473/538 - Train Accuracy: 0.760, Validation Accuracy: 0.788, Loss: 0.285 Epoch 10 Batch 474/538 - Train Accuracy: 0.818, Validation Accuracy: 0.792, Loss: 0.253 Epoch 10 Batch 475/538 - Train Accuracy: 0.790, Validation Accuracy: 0.790, Loss: 0.255 Epoch 10 Batch 476/538 - Train Accuracy: 0.774, Validation Accuracy: 0.790, Loss: 0.269 Epoch 10 Batch 477/538 - Train Accuracy: 0.802, Validation Accuracy: 0.783, Loss: 0.273 Epoch 10 Batch 478/538 - Train Accuracy: 0.827, Validation Accuracy: 0.783, Loss: 0.259 Epoch 10 Batch 479/538 - Train Accuracy: 0.804, Validation Accuracy: 0.780, Loss: 0.254 Epoch 10 Batch 480/538 - Train Accuracy: 0.818, Validation Accuracy: 0.773, Loss: 0.258 Epoch 10 Batch 481/538 - Train Accuracy: 0.822, Validation Accuracy: 0.765, Loss: 0.264 Epoch 10 Batch 482/538 - Train Accuracy: 0.798, Validation Accuracy: 0.769, Loss: 0.242 Epoch 10 Batch 483/538 - Train Accuracy: 0.776, Validation Accuracy: 0.778, Loss: 0.265 Epoch 10 Batch 484/538 - Train Accuracy: 0.799, Validation Accuracy: 0.792, Loss: 0.285 Epoch 10 Batch 485/538 - Train Accuracy: 0.802, Validation Accuracy: 0.789, Loss: 0.258 Epoch 10 Batch 486/538 - Train Accuracy: 0.794, Validation Accuracy: 0.772, Loss: 0.248 Epoch 10 Batch 487/538 - Train Accuracy: 0.781, Validation Accuracy: 0.768, Loss: 0.254 Epoch 10 Batch 488/538 - Train Accuracy: 0.802, Validation Accuracy: 0.773, Loss: 0.266 Epoch 10 Batch 489/538 - Train Accuracy: 0.770, Validation Accuracy: 0.785, Loss: 0.273 Epoch 10 Batch 490/538 - Train Accuracy: 0.803, Validation Accuracy: 0.796, Loss: 0.273 Epoch 10 Batch 491/538 - Train Accuracy: 0.744, Validation Accuracy: 0.802, Loss: 0.282 Epoch 10 Batch 492/538 - Train Accuracy: 0.806, Validation Accuracy: 0.790, Loss: 0.261 Epoch 10 Batch 493/538 - Train Accuracy: 0.778, Validation Accuracy: 0.784, Loss: 0.259 Epoch 10 Batch 494/538 - Train Accuracy: 0.791, Validation Accuracy: 0.782, Loss: 0.281 Epoch 10 Batch 495/538 - Train Accuracy: 0.791, Validation Accuracy: 0.796, Loss: 0.278 Epoch 10 Batch 496/538 - Train Accuracy: 0.805, Validation Accuracy: 0.799, Loss: 0.256 Epoch 10 Batch 497/538 - Train Accuracy: 0.813, Validation Accuracy: 0.805, Loss: 0.252 Epoch 10 Batch 498/538 - Train Accuracy: 0.796, Validation Accuracy: 0.800, Loss: 0.271 Epoch 10 Batch 499/538 - Train Accuracy: 0.821, Validation Accuracy: 0.802, Loss: 0.257 Epoch 10 Batch 500/538 - Train Accuracy: 0.829, Validation Accuracy: 0.798, Loss: 0.238 Epoch 10 Batch 501/538 - Train Accuracy: 0.813, Validation Accuracy: 0.782, Loss: 0.260 Epoch 10 Batch 502/538 - Train Accuracy: 0.802, Validation Accuracy: 0.779, Loss: 0.263 Epoch 10 Batch 503/538 - Train Accuracy: 0.804, Validation Accuracy: 0.786, Loss: 0.263 Epoch 10 Batch 504/538 - Train Accuracy: 0.796, Validation Accuracy: 0.796, Loss: 0.260 Epoch 10 Batch 505/538 - Train Accuracy: 0.805, Validation Accuracy: 0.800, Loss: 0.254 Epoch 10 Batch 506/538 - Train Accuracy: 0.809, Validation Accuracy: 0.801, Loss: 0.261 Epoch 10 Batch 507/538 - Train Accuracy: 0.758, Validation Accuracy: 0.777, Loss: 0.293 Epoch 10 Batch 508/538 - Train Accuracy: 0.801, Validation Accuracy: 0.777, Loss: 0.257 Epoch 10 Batch 509/538 - Train Accuracy: 0.771, Validation Accuracy: 0.768, Loss: 0.264 Epoch 10 Batch 510/538 - Train Accuracy: 0.785, Validation Accuracy: 0.790, Loss: 0.267 Epoch 10 Batch 511/538 - Train Accuracy: 0.812, Validation Accuracy: 0.791, Loss: 0.252 Epoch 10 Batch 512/538 - Train Accuracy: 0.812, Validation Accuracy: 0.788, Loss: 0.265 Epoch 10 Batch 513/538 - Train Accuracy: 0.773, Validation Accuracy: 0.772, Loss: 0.268 Epoch 10 Batch 514/538 - Train Accuracy: 0.775, Validation Accuracy: 0.765, Loss: 0.272 Epoch 10 Batch 515/538 - Train Accuracy: 0.791, Validation Accuracy: 0.767, Loss: 0.273 Epoch 10 Batch 516/538 - Train Accuracy: 0.763, Validation Accuracy: 0.770, Loss: 0.263 Epoch 10 Batch 517/538 - Train Accuracy: 0.812, Validation Accuracy: 0.784, Loss: 0.266 Epoch 10 Batch 518/538 - Train Accuracy: 0.784, Validation Accuracy: 0.779, Loss: 0.293 Epoch 10 Batch 519/538 - Train Accuracy: 0.805, Validation Accuracy: 0.761, Loss: 0.259 Epoch 10 Batch 520/538 - Train Accuracy: 0.788, Validation Accuracy: 0.765, Loss: 0.274 Epoch 10 Batch 521/538 - Train Accuracy: 0.795, Validation Accuracy: 0.775, Loss: 0.285 Epoch 10 Batch 522/538 - Train Accuracy: 0.802, Validation Accuracy: 0.774, Loss: 0.263 Epoch 10 Batch 523/538 - Train Accuracy: 0.801, Validation Accuracy: 0.773, Loss: 0.262 Epoch 10 Batch 524/538 - Train Accuracy: 0.819, Validation Accuracy: 0.779, Loss: 0.284 Epoch 10 Batch 525/538 - Train Accuracy: 0.823, Validation Accuracy: 0.783, Loss: 0.256 Epoch 10 Batch 526/538 - Train Accuracy: 0.795, Validation Accuracy: 0.777, Loss: 0.270 Epoch 10 Batch 527/538 - Train Accuracy: 0.812, Validation Accuracy: 0.785, Loss: 0.270 Epoch 10 Batch 528/538 - Train Accuracy: 0.779, Validation Accuracy: 0.788, Loss: 0.289 Epoch 10 Batch 529/538 - Train Accuracy: 0.794, Validation Accuracy: 0.783, Loss: 0.274 Epoch 10 Batch 530/538 - Train Accuracy: 0.794, Validation Accuracy: 0.780, Loss: 0.285 Epoch 10 Batch 531/538 - Train Accuracy: 0.792, Validation Accuracy: 0.771, Loss: 0.268 Epoch 10 Batch 532/538 - Train Accuracy: 0.794, Validation Accuracy: 0.776, Loss: 0.264 Epoch 10 Batch 533/538 - Train Accuracy: 0.810, Validation Accuracy: 0.786, Loss: 0.271 Epoch 10 Batch 534/538 - Train Accuracy: 0.789, Validation Accuracy: 0.784, Loss: 0.256 Epoch 10 Batch 535/538 - Train Accuracy: 0.802, Validation Accuracy: 0.781, Loss: 0.270 Epoch 10 Batch 536/538 - Train Accuracy: 0.808, Validation Accuracy: 0.765, Loss: 0.291 Epoch 11 Batch 0/538 - Train Accuracy: 0.795, Validation Accuracy: 0.758, Loss: 0.269 Epoch 11 Batch 1/538 - Train Accuracy: 0.788, Validation Accuracy: 0.763, Loss: 0.271 Epoch 11 Batch 2/538 - Train Accuracy: 0.804, Validation Accuracy: 0.776, Loss: 0.288 Epoch 11 Batch 3/538 - Train Accuracy: 0.792, Validation Accuracy: 0.793, Loss: 0.269 Epoch 11 Batch 4/538 - Train Accuracy: 0.808, Validation Accuracy: 0.783, Loss: 0.258 Epoch 11 Batch 5/538 - Train Accuracy: 0.785, Validation Accuracy: 0.765, Loss: 0.284 Epoch 11 Batch 6/538 - Train Accuracy: 0.797, Validation Accuracy: 0.771, Loss: 0.259 Epoch 11 Batch 7/538 - Train Accuracy: 0.788, Validation Accuracy: 0.774, Loss: 0.276 Epoch 11 Batch 8/538 - Train Accuracy: 0.812, Validation Accuracy: 0.784, Loss: 0.274 Epoch 11 Batch 9/538 - Train Accuracy: 0.815, Validation Accuracy: 0.791, Loss: 0.259 Epoch 11 Batch 10/538 - Train Accuracy: 0.773, Validation Accuracy: 0.797, Loss: 0.282 Epoch 11 Batch 11/538 - Train Accuracy: 0.808, Validation Accuracy: 0.783, Loss: 0.264 Epoch 11 Batch 12/538 - Train Accuracy: 0.761, Validation Accuracy: 0.767, Loss: 0.277 Epoch 11 Batch 13/538 - Train Accuracy: 0.825, Validation Accuracy: 0.766, Loss: 0.256 Epoch 11 Batch 14/538 - Train Accuracy: 0.798, Validation Accuracy: 0.793, Loss: 0.263 Epoch 11 Batch 15/538 - Train Accuracy: 0.823, Validation Accuracy: 0.791, Loss: 0.248 Epoch 11 Batch 16/538 - Train Accuracy: 0.783, Validation Accuracy: 0.790, Loss: 0.253 Epoch 11 Batch 17/538 - Train Accuracy: 0.804, Validation Accuracy: 0.776, Loss: 0.257 Epoch 11 Batch 18/538 - Train Accuracy: 0.757, Validation Accuracy: 0.774, Loss: 0.278 Epoch 11 Batch 19/538 - Train Accuracy: 0.768, Validation Accuracy: 0.776, Loss: 0.279 Epoch 11 Batch 20/538 - Train Accuracy: 0.807, Validation Accuracy: 0.791, Loss: 0.276 Epoch 11 Batch 21/538 - Train Accuracy: 0.802, Validation Accuracy: 0.799, Loss: 0.257 Epoch 11 Batch 22/538 - Train Accuracy: 0.793, Validation Accuracy: 0.799, Loss: 0.277 Epoch 11 Batch 23/538 - Train Accuracy: 0.804, Validation Accuracy: 0.786, Loss: 0.280 Epoch 11 Batch 24/538 - Train Accuracy: 0.791, Validation Accuracy: 0.764, Loss: 0.261 Epoch 11 Batch 25/538 - Train Accuracy: 0.797, Validation Accuracy: 0.762, Loss: 0.269 Epoch 11 Batch 26/538 - Train Accuracy: 0.789, Validation Accuracy: 0.770, Loss: 0.282 Epoch 11 Batch 27/538 - Train Accuracy: 0.807, Validation Accuracy: 0.787, Loss: 0.256 Epoch 11 Batch 28/538 - Train Accuracy: 0.809, Validation Accuracy: 0.798, Loss: 0.242 Epoch 11 Batch 29/538 - Train Accuracy: 0.815, Validation Accuracy: 0.803, Loss: 0.254 Epoch 11 Batch 30/538 - Train Accuracy: 0.798, Validation Accuracy: 0.792, Loss: 0.281 Epoch 11 Batch 31/538 - Train Accuracy: 0.794, Validation Accuracy: 0.781, Loss: 0.242 Epoch 11 Batch 32/538 - Train Accuracy: 0.763, Validation Accuracy: 0.791, Loss: 0.241 Epoch 11 Batch 33/538 - Train Accuracy: 0.814, Validation Accuracy: 0.800, Loss: 0.267 Epoch 11 Batch 34/538 - Train Accuracy: 0.809, Validation Accuracy: 0.811, Loss: 0.271 Epoch 11 Batch 35/538 - Train Accuracy: 0.827, Validation Accuracy: 0.801, Loss: 0.250 Epoch 11 Batch 36/538 - Train Accuracy: 0.796, Validation Accuracy: 0.779, Loss: 0.251 Epoch 11 Batch 37/538 - Train Accuracy: 0.815, Validation Accuracy: 0.776, Loss: 0.263 Epoch 11 Batch 38/538 - Train Accuracy: 0.809, Validation Accuracy: 0.779, Loss: 0.259 Epoch 11 Batch 39/538 - Train Accuracy: 0.812, Validation Accuracy: 0.792, Loss: 0.266 Epoch 11 Batch 40/538 - Train Accuracy: 0.810, Validation Accuracy: 0.788, Loss: 0.229 Epoch 11 Batch 41/538 - Train Accuracy: 0.812, Validation Accuracy: 0.782, Loss: 0.268 Epoch 11 Batch 42/538 - Train Accuracy: 0.804, Validation Accuracy: 0.774, Loss: 0.271 Epoch 11 Batch 43/538 - Train Accuracy: 0.764, Validation Accuracy: 0.772, Loss: 0.288 Epoch 11 Batch 44/538 - Train Accuracy: 0.771, Validation Accuracy: 0.781, Loss: 0.276 Epoch 11 Batch 45/538 - Train Accuracy: 0.801, Validation Accuracy: 0.781, Loss: 0.253 Epoch 11 Batch 46/538 - Train Accuracy: 0.816, Validation Accuracy: 0.796, Loss: 0.253 Epoch 11 Batch 47/538 - Train Accuracy: 0.794, Validation Accuracy: 0.795, Loss: 0.266 Epoch 11 Batch 48/538 - Train Accuracy: 0.822, Validation Accuracy: 0.790, Loss: 0.262 Epoch 11 Batch 49/538 - Train Accuracy: 0.805, Validation Accuracy: 0.791, Loss: 0.270 Epoch 11 Batch 50/538 - Train Accuracy: 0.803, Validation Accuracy: 0.785, Loss: 0.257 Epoch 11 Batch 51/538 - Train Accuracy: 0.770, Validation Accuracy: 0.789, Loss: 0.291 Epoch 11 Batch 52/538 - Train Accuracy: 0.801, Validation Accuracy: 0.795, Loss: 0.267 Epoch 11 Batch 53/538 - Train Accuracy: 0.799, Validation Accuracy: 0.795, Loss: 0.253 Epoch 11 Batch 54/538 - Train Accuracy: 0.811, Validation Accuracy: 0.801, Loss: 0.249 Epoch 11 Batch 55/538 - Train Accuracy: 0.782, Validation Accuracy: 0.794, Loss: 0.271 Epoch 11 Batch 56/538 - Train Accuracy: 0.793, Validation Accuracy: 0.793, Loss: 0.242 Epoch 11 Batch 57/538 - Train Accuracy: 0.766, Validation Accuracy: 0.791, Loss: 0.280 Epoch 11 Batch 58/538 - Train Accuracy: 0.787, Validation Accuracy: 0.788, Loss: 0.280 Epoch 11 Batch 59/538 - Train Accuracy: 0.810, Validation Accuracy: 0.788, Loss: 0.284 Epoch 11 Batch 60/538 - Train Accuracy: 0.812, Validation Accuracy: 0.796, Loss: 0.262 Epoch 11 Batch 61/538 - Train Accuracy: 0.788, Validation Accuracy: 0.799, Loss: 0.268 Epoch 11 Batch 62/538 - Train Accuracy: 0.805, Validation Accuracy: 0.788, Loss: 0.257 Epoch 11 Batch 63/538 - Train Accuracy: 0.836, Validation Accuracy: 0.786, Loss: 0.247 Epoch 11 Batch 64/538 - Train Accuracy: 0.811, Validation Accuracy: 0.786, Loss: 0.244 Epoch 11 Batch 65/538 - Train Accuracy: 0.806, Validation Accuracy: 0.782, Loss: 0.262 Epoch 11 Batch 66/538 - Train Accuracy: 0.799, Validation Accuracy: 0.786, Loss: 0.250 Epoch 11 Batch 67/538 - Train Accuracy: 0.814, Validation Accuracy: 0.787, Loss: 0.266 Epoch 11 Batch 68/538 - Train Accuracy: 0.805, Validation Accuracy: 0.787, Loss: 0.241 Epoch 11 Batch 69/538 - Train Accuracy: 0.791, Validation Accuracy: 0.781, Loss: 0.274 Epoch 11 Batch 70/538 - Train Accuracy: 0.788, Validation Accuracy: 0.780, Loss: 0.263 Epoch 11 Batch 71/538 - Train Accuracy: 0.795, Validation Accuracy: 0.782, Loss: 0.273 Epoch 11 Batch 72/538 - Train Accuracy: 0.805, Validation Accuracy: 0.792, Loss: 0.286 Epoch 11 Batch 73/538 - Train Accuracy: 0.786, Validation Accuracy: 0.791, Loss: 0.271 Epoch 11 Batch 74/538 - Train Accuracy: 0.804, Validation Accuracy: 0.782, Loss: 0.253 Epoch 11 Batch 75/538 - Train Accuracy: 0.810, Validation Accuracy: 0.777, Loss: 0.259 Epoch 11 Batch 76/538 - Train Accuracy: 0.799, Validation Accuracy: 0.778, Loss: 0.271 Epoch 11 Batch 77/538 - Train Accuracy: 0.815, Validation Accuracy: 0.783, Loss: 0.252 Epoch 11 Batch 78/538 - Train Accuracy: 0.809, Validation Accuracy: 0.787, Loss: 0.262 Epoch 11 Batch 79/538 - Train Accuracy: 0.786, Validation Accuracy: 0.788, Loss: 0.249 Epoch 11 Batch 80/538 - Train Accuracy: 0.794, Validation Accuracy: 0.789, Loss: 0.273 Epoch 11 Batch 81/538 - Train Accuracy: 0.798, Validation Accuracy: 0.787, Loss: 0.262 Epoch 11 Batch 82/538 - Train Accuracy: 0.802, Validation Accuracy: 0.786, Loss: 0.262 Epoch 11 Batch 83/538 - Train Accuracy: 0.797, Validation Accuracy: 0.794, Loss: 0.270 Epoch 11 Batch 84/538 - Train Accuracy: 0.790, Validation Accuracy: 0.787, Loss: 0.258 Epoch 11 Batch 85/538 - Train Accuracy: 0.806, Validation Accuracy: 0.790, Loss: 0.235 Epoch 11 Batch 86/538 - Train Accuracy: 0.805, Validation Accuracy: 0.789, Loss: 0.256 Epoch 11 Batch 87/538 - Train Accuracy: 0.798, Validation Accuracy: 0.792, Loss: 0.269 Epoch 11 Batch 88/538 - Train Accuracy: 0.826, Validation Accuracy: 0.786, Loss: 0.254 Epoch 11 Batch 89/538 - Train Accuracy: 0.814, Validation Accuracy: 0.788, Loss: 0.251 Epoch 11 Batch 90/538 - Train Accuracy: 0.809, Validation Accuracy: 0.785, Loss: 0.258 Epoch 11 Batch 91/538 - Train Accuracy: 0.802, Validation Accuracy: 0.786, Loss: 0.263 Epoch 11 Batch 92/538 - Train Accuracy: 0.781, Validation Accuracy: 0.780, Loss: 0.257 Epoch 11 Batch 93/538 - Train Accuracy: 0.804, Validation Accuracy: 0.785, Loss: 0.264 Epoch 11 Batch 94/538 - Train Accuracy: 0.802, Validation Accuracy: 0.785, Loss: 0.258 Epoch 11 Batch 95/538 - Train Accuracy: 0.816, Validation Accuracy: 0.790, Loss: 0.245 Epoch 11 Batch 96/538 - Train Accuracy: 0.814, Validation Accuracy: 0.790, Loss: 0.241 Epoch 11 Batch 97/538 - Train Accuracy: 0.799, Validation Accuracy: 0.784, Loss: 0.256 Epoch 11 Batch 98/538 - Train Accuracy: 0.814, Validation Accuracy: 0.785, Loss: 0.245 Epoch 11 Batch 99/538 - Train Accuracy: 0.785, Validation Accuracy: 0.780, Loss: 0.255 Epoch 11 Batch 100/538 - Train Accuracy: 0.801, Validation Accuracy: 0.779, Loss: 0.254 Epoch 11 Batch 101/538 - Train Accuracy: 0.769, Validation Accuracy: 0.776, Loss: 0.275 Epoch 11 Batch 102/538 - Train Accuracy: 0.828, Validation Accuracy: 0.779, Loss: 0.269 Epoch 11 Batch 103/538 - Train Accuracy: 0.812, Validation Accuracy: 0.785, Loss: 0.255 Epoch 11 Batch 104/538 - Train Accuracy: 0.793, Validation Accuracy: 0.782, Loss: 0.256 Epoch 11 Batch 105/538 - Train Accuracy: 0.783, Validation Accuracy: 0.782, Loss: 0.243 Epoch 11 Batch 106/538 - Train Accuracy: 0.779, Validation Accuracy: 0.774, Loss: 0.241 Epoch 11 Batch 107/538 - Train Accuracy: 0.793, Validation Accuracy: 0.777, Loss: 0.274 Epoch 11 Batch 108/538 - Train Accuracy: 0.801, Validation Accuracy: 0.788, Loss: 0.261 Epoch 11 Batch 109/538 - Train Accuracy: 0.840, Validation Accuracy: 0.791, Loss: 0.253 Epoch 11 Batch 110/538 - Train Accuracy: 0.815, Validation Accuracy: 0.796, Loss: 0.268 Epoch 11 Batch 111/538 - Train Accuracy: 0.806, Validation Accuracy: 0.802, Loss: 0.251 Epoch 11 Batch 112/538 - Train Accuracy: 0.804, Validation Accuracy: 0.799, Loss: 0.263 Epoch 11 Batch 113/538 - Train Accuracy: 0.784, Validation Accuracy: 0.788, Loss: 0.269 Epoch 11 Batch 114/538 - Train Accuracy: 0.817, Validation Accuracy: 0.796, Loss: 0.250 Epoch 11 Batch 115/538 - Train Accuracy: 0.800, Validation Accuracy: 0.801, Loss: 0.260 Epoch 11 Batch 116/538 - Train Accuracy: 0.812, Validation Accuracy: 0.796, Loss: 0.274 Epoch 11 Batch 117/538 - Train Accuracy: 0.812, Validation Accuracy: 0.799, Loss: 0.258 Epoch 11 Batch 118/538 - Train Accuracy: 0.798, Validation Accuracy: 0.780, Loss: 0.242 Epoch 11 Batch 119/538 - Train Accuracy: 0.818, Validation Accuracy: 0.773, Loss: 0.240 Epoch 11 Batch 120/538 - Train Accuracy: 0.807, Validation Accuracy: 0.779, Loss: 0.244 Epoch 11 Batch 121/538 - Train Accuracy: 0.797, Validation Accuracy: 0.781, Loss: 0.256 Epoch 11 Batch 122/538 - Train Accuracy: 0.795, Validation Accuracy: 0.792, Loss: 0.245 Epoch 11 Batch 123/538 - Train Accuracy: 0.814, Validation Accuracy: 0.793, Loss: 0.240 Epoch 11 Batch 124/538 - Train Accuracy: 0.797, Validation Accuracy: 0.781, Loss: 0.243 Epoch 11 Batch 125/538 - Train Accuracy: 0.812, Validation Accuracy: 0.777, Loss: 0.254 Epoch 11 Batch 126/538 - Train Accuracy: 0.798, Validation Accuracy: 0.773, Loss: 0.248 Epoch 11 Batch 127/538 - Train Accuracy: 0.797, Validation Accuracy: 0.794, Loss: 0.277 Epoch 11 Batch 128/538 - Train Accuracy: 0.809, Validation Accuracy: 0.794, Loss: 0.249 Epoch 11 Batch 129/538 - Train Accuracy: 0.806, Validation Accuracy: 0.788, Loss: 0.238 Epoch 11 Batch 130/538 - Train Accuracy: 0.821, Validation Accuracy: 0.785, Loss: 0.246 Epoch 11 Batch 131/538 - Train Accuracy: 0.814, Validation Accuracy: 0.777, Loss: 0.268 Epoch 11 Batch 132/538 - Train Accuracy: 0.789, Validation Accuracy: 0.783, Loss: 0.258 Epoch 11 Batch 133/538 - Train Accuracy: 0.800, Validation Accuracy: 0.794, Loss: 0.240 Epoch 11 Batch 134/538 - Train Accuracy: 0.796, Validation Accuracy: 0.796, Loss: 0.280 Epoch 11 Batch 135/538 - Train Accuracy: 0.785, Validation Accuracy: 0.783, Loss: 0.267 Epoch 11 Batch 136/538 - Train Accuracy: 0.793, Validation Accuracy: 0.770, Loss: 0.260 Epoch 11 Batch 137/538 - Train Accuracy: 0.761, Validation Accuracy: 0.772, Loss: 0.270 Epoch 11 Batch 138/538 - Train Accuracy: 0.773, Validation Accuracy: 0.781, Loss: 0.254 Epoch 11 Batch 139/538 - Train Accuracy: 0.802, Validation Accuracy: 0.774, Loss: 0.281 Epoch 11 Batch 140/538 - Train Accuracy: 0.768, Validation Accuracy: 0.778, Loss: 0.287 Epoch 11 Batch 141/538 - Train Accuracy: 0.813, Validation Accuracy: 0.782, Loss: 0.268 Epoch 11 Batch 142/538 - Train Accuracy: 0.824, Validation Accuracy: 0.790, Loss: 0.252 Epoch 11 Batch 143/538 - Train Accuracy: 0.808, Validation Accuracy: 0.790, Loss: 0.266 Epoch 11 Batch 144/538 - Train Accuracy: 0.798, Validation Accuracy: 0.782, Loss: 0.270 Epoch 11 Batch 145/538 - Train Accuracy: 0.787, Validation Accuracy: 0.776, Loss: 0.271 Epoch 11 Batch 146/538 - Train Accuracy: 0.807, Validation Accuracy: 0.776, Loss: 0.251 Epoch 11 Batch 147/538 - Train Accuracy: 0.803, Validation Accuracy: 0.786, Loss: 0.239 Epoch 11 Batch 148/538 - Train Accuracy: 0.776, Validation Accuracy: 0.789, Loss: 0.280 Epoch 11 Batch 149/538 - Train Accuracy: 0.794, Validation Accuracy: 0.788, Loss: 0.254 Epoch 11 Batch 150/538 - Train Accuracy: 0.807, Validation Accuracy: 0.779, Loss: 0.247 Epoch 11 Batch 151/538 - Train Accuracy: 0.799, Validation Accuracy: 0.779, Loss: 0.241 Epoch 11 Batch 152/538 - Train Accuracy: 0.802, Validation Accuracy: 0.786, Loss: 0.255 Epoch 11 Batch 153/538 - Train Accuracy: 0.788, Validation Accuracy: 0.778, Loss: 0.262 Epoch 11 Batch 154/538 - Train Accuracy: 0.787, Validation Accuracy: 0.781, Loss: 0.246 Epoch 11 Batch 155/538 - Train Accuracy: 0.790, Validation Accuracy: 0.778, Loss: 0.259 Epoch 11 Batch 156/538 - Train Accuracy: 0.788, Validation Accuracy: 0.781, Loss: 0.251 Epoch 11 Batch 157/538 - Train Accuracy: 0.807, Validation Accuracy: 0.778, Loss: 0.243 Epoch 11 Batch 158/538 - Train Accuracy: 0.790, Validation Accuracy: 0.781, Loss: 0.274 Epoch 11 Batch 159/538 - Train Accuracy: 0.833, Validation Accuracy: 0.783, Loss: 0.270 Epoch 11 Batch 160/538 - Train Accuracy: 0.788, Validation Accuracy: 0.778, Loss: 0.252 Epoch 11 Batch 161/538 - Train Accuracy: 0.791, Validation Accuracy: 0.784, Loss: 0.260 Epoch 11 Batch 162/538 - Train Accuracy: 0.810, Validation Accuracy: 0.794, Loss: 0.253 Epoch 11 Batch 163/538 - Train Accuracy: 0.820, Validation Accuracy: 0.802, Loss: 0.262 Epoch 11 Batch 164/538 - Train Accuracy: 0.802, Validation Accuracy: 0.803, Loss: 0.266 Epoch 11 Batch 165/538 - Train Accuracy: 0.795, Validation Accuracy: 0.792, Loss: 0.233 Epoch 11 Batch 166/538 - Train Accuracy: 0.819, Validation Accuracy: 0.793, Loss: 0.252 Epoch 11 Batch 167/538 - Train Accuracy: 0.810, Validation Accuracy: 0.795, Loss: 0.274 Epoch 11 Batch 168/538 - Train Accuracy: 0.790, Validation Accuracy: 0.795, Loss: 0.276 Epoch 11 Batch 169/538 - Train Accuracy: 0.814, Validation Accuracy: 0.800, Loss: 0.256 Epoch 11 Batch 170/538 - Train Accuracy: 0.783, Validation Accuracy: 0.797, Loss: 0.264 Epoch 11 Batch 171/538 - Train Accuracy: 0.802, Validation Accuracy: 0.785, Loss: 0.259 Epoch 11 Batch 172/538 - Train Accuracy: 0.826, Validation Accuracy: 0.781, Loss: 0.251 Epoch 11 Batch 173/538 - Train Accuracy: 0.815, Validation Accuracy: 0.787, Loss: 0.245 Epoch 11 Batch 174/538 - Train Accuracy: 0.787, Validation Accuracy: 0.787, Loss: 0.260 Epoch 11 Batch 175/538 - Train Accuracy: 0.802, Validation Accuracy: 0.780, Loss: 0.263 Epoch 11 Batch 176/538 - Train Accuracy: 0.801, Validation Accuracy: 0.787, Loss: 0.263 Epoch 11 Batch 177/538 - Train Accuracy: 0.801, Validation Accuracy: 0.786, Loss: 0.259 Epoch 11 Batch 178/538 - Train Accuracy: 0.789, Validation Accuracy: 0.788, Loss: 0.252 Epoch 11 Batch 179/538 - Train Accuracy: 0.816, Validation Accuracy: 0.787, Loss: 0.259 Epoch 11 Batch 180/538 - Train Accuracy: 0.837, Validation Accuracy: 0.790, Loss: 0.245 Epoch 11 Batch 181/538 - Train Accuracy: 0.780, Validation Accuracy: 0.781, Loss: 0.280 Epoch 11 Batch 182/538 - Train Accuracy: 0.793, Validation Accuracy: 0.779, Loss: 0.250 Epoch 11 Batch 183/538 - Train Accuracy: 0.830, Validation Accuracy: 0.793, Loss: 0.232 Epoch 11 Batch 184/538 - Train Accuracy: 0.801, Validation Accuracy: 0.801, Loss: 0.246 Epoch 11 Batch 185/538 - Train Accuracy: 0.813, Validation Accuracy: 0.803, Loss: 0.250 Epoch 11 Batch 186/538 - Train Accuracy: 0.796, Validation Accuracy: 0.799, Loss: 0.254 Epoch 11 Batch 187/538 - Train Accuracy: 0.798, Validation Accuracy: 0.787, Loss: 0.248 Epoch 11 Batch 188/538 - Train Accuracy: 0.805, Validation Accuracy: 0.781, Loss: 0.256 Epoch 11 Batch 189/538 - Train Accuracy: 0.798, Validation Accuracy: 0.787, Loss: 0.253 Epoch 11 Batch 190/538 - Train Accuracy: 0.785, Validation Accuracy: 0.798, Loss: 0.274 Epoch 11 Batch 191/538 - Train Accuracy: 0.813, Validation Accuracy: 0.798, Loss: 0.248 Epoch 11 Batch 192/538 - Train Accuracy: 0.818, Validation Accuracy: 0.791, Loss: 0.249 Epoch 11 Batch 193/538 - Train Accuracy: 0.796, Validation Accuracy: 0.782, Loss: 0.248 Epoch 11 Batch 194/538 - Train Accuracy: 0.767, Validation Accuracy: 0.784, Loss: 0.273 Epoch 11 Batch 195/538 - Train Accuracy: 0.816, Validation Accuracy: 0.801, Loss: 0.240 Epoch 11 Batch 196/538 - Train Accuracy: 0.807, Validation Accuracy: 0.796, Loss: 0.245 Epoch 11 Batch 197/538 - Train Accuracy: 0.797, Validation Accuracy: 0.788, Loss: 0.247 Epoch 11 Batch 198/538 - Train Accuracy: 0.827, Validation Accuracy: 0.783, Loss: 0.253 Epoch 11 Batch 199/538 - Train Accuracy: 0.806, Validation Accuracy: 0.785, Loss: 0.262 Epoch 11 Batch 200/538 - Train Accuracy: 0.812, Validation Accuracy: 0.805, Loss: 0.243 Epoch 11 Batch 201/538 - Train Accuracy: 0.782, Validation Accuracy: 0.804, Loss: 0.259 Epoch 11 Batch 202/538 - Train Accuracy: 0.821, Validation Accuracy: 0.800, Loss: 0.256 Epoch 11 Batch 203/538 - Train Accuracy: 0.797, Validation Accuracy: 0.798, Loss: 0.273 Epoch 11 Batch 204/538 - Train Accuracy: 0.790, Validation Accuracy: 0.790, Loss: 0.266 Epoch 11 Batch 205/538 - Train Accuracy: 0.813, Validation Accuracy: 0.778, Loss: 0.247 Epoch 11 Batch 206/538 - Train Accuracy: 0.761, Validation Accuracy: 0.785, Loss: 0.265 Epoch 11 Batch 207/538 - Train Accuracy: 0.812, Validation Accuracy: 0.802, Loss: 0.253 Epoch 11 Batch 208/538 - Train Accuracy: 0.793, Validation Accuracy: 0.795, Loss: 0.279 Epoch 11 Batch 209/538 - Train Accuracy: 0.804, Validation Accuracy: 0.797, Loss: 0.244 Epoch 11 Batch 210/538 - Train Accuracy: 0.795, Validation Accuracy: 0.786, Loss: 0.255 Epoch 11 Batch 211/538 - Train Accuracy: 0.796, Validation Accuracy: 0.784, Loss: 0.262 Epoch 11 Batch 212/538 - Train Accuracy: 0.797, Validation Accuracy: 0.787, Loss: 0.255 Epoch 11 Batch 213/538 - Train Accuracy: 0.798, Validation Accuracy: 0.794, Loss: 0.250 Epoch 11 Batch 214/538 - Train Accuracy: 0.807, Validation Accuracy: 0.795, Loss: 0.257 Epoch 11 Batch 215/538 - Train Accuracy: 0.799, Validation Accuracy: 0.779, Loss: 0.241 Epoch 11 Batch 216/538 - Train Accuracy: 0.816, Validation Accuracy: 0.777, Loss: 0.262 Epoch 11 Batch 217/538 - Train Accuracy: 0.812, Validation Accuracy: 0.775, Loss: 0.254 Epoch 11 Batch 218/538 - Train Accuracy: 0.790, Validation Accuracy: 0.792, Loss: 0.259 Epoch 11 Batch 219/538 - Train Accuracy: 0.785, Validation Accuracy: 0.794, Loss: 0.279 Epoch 11 Batch 220/538 - Train Accuracy: 0.785, Validation Accuracy: 0.797, Loss: 0.250 Epoch 11 Batch 221/538 - Train Accuracy: 0.805, Validation Accuracy: 0.768, Loss: 0.240 Epoch 11 Batch 222/538 - Train Accuracy: 0.800, Validation Accuracy: 0.763, Loss: 0.234 Epoch 11 Batch 223/538 - Train Accuracy: 0.786, Validation Accuracy: 0.769, Loss: 0.263 Epoch 11 Batch 224/538 - Train Accuracy: 0.778, Validation Accuracy: 0.772, Loss: 0.265 Epoch 11 Batch 225/538 - Train Accuracy: 0.820, Validation Accuracy: 0.778, Loss: 0.254 Epoch 11 Batch 226/538 - Train Accuracy: 0.798, Validation Accuracy: 0.780, Loss: 0.261 Epoch 11 Batch 227/538 - Train Accuracy: 0.795, Validation Accuracy: 0.783, Loss: 0.251 Epoch 11 Batch 228/538 - Train Accuracy: 0.782, Validation Accuracy: 0.784, Loss: 0.254 Epoch 11 Batch 229/538 - Train Accuracy: 0.804, Validation Accuracy: 0.772, Loss: 0.251 Epoch 11 Batch 230/538 - Train Accuracy: 0.778, Validation Accuracy: 0.782, Loss: 0.264 Epoch 11 Batch 231/538 - Train Accuracy: 0.787, Validation Accuracy: 0.786, Loss: 0.258 Epoch 11 Batch 232/538 - Train Accuracy: 0.783, Validation Accuracy: 0.784, Loss: 0.267 Epoch 11 Batch 233/538 - Train Accuracy: 0.829, Validation Accuracy: 0.788, Loss: 0.268 Epoch 11 Batch 234/538 - Train Accuracy: 0.788, Validation Accuracy: 0.785, Loss: 0.256 Epoch 11 Batch 235/538 - Train Accuracy: 0.810, Validation Accuracy: 0.783, Loss: 0.238 Epoch 11 Batch 236/538 - Train Accuracy: 0.798, Validation Accuracy: 0.785, Loss: 0.267 Epoch 11 Batch 237/538 - Train Accuracy: 0.804, Validation Accuracy: 0.784, Loss: 0.239 Epoch 11 Batch 238/538 - Train Accuracy: 0.852, Validation Accuracy: 0.793, Loss: 0.244 Epoch 11 Batch 239/538 - Train Accuracy: 0.810, Validation Accuracy: 0.794, Loss: 0.260 Epoch 11 Batch 240/538 - Train Accuracy: 0.793, Validation Accuracy: 0.790, Loss: 0.258 Epoch 11 Batch 241/538 - Train Accuracy: 0.790, Validation Accuracy: 0.783, Loss: 0.265 Epoch 11 Batch 242/538 - Train Accuracy: 0.798, Validation Accuracy: 0.779, Loss: 0.247 Epoch 11 Batch 243/538 - Train Accuracy: 0.791, Validation Accuracy: 0.794, Loss: 0.262 Epoch 11 Batch 244/538 - Train Accuracy: 0.788, Validation Accuracy: 0.796, Loss: 0.246 Epoch 11 Batch 245/538 - Train Accuracy: 0.800, Validation Accuracy: 0.792, Loss: 0.267 Epoch 11 Batch 246/538 - Train Accuracy: 0.822, Validation Accuracy: 0.794, Loss: 0.230 Epoch 11 Batch 247/538 - Train Accuracy: 0.792, Validation Accuracy: 0.787, Loss: 0.256 Epoch 11 Batch 248/538 - Train Accuracy: 0.817, Validation Accuracy: 0.780, Loss: 0.248 Epoch 11 Batch 249/538 - Train Accuracy: 0.802, Validation Accuracy: 0.781, Loss: 0.234 Epoch 11 Batch 250/538 - Train Accuracy: 0.825, Validation Accuracy: 0.779, Loss: 0.249 Epoch 11 Batch 251/538 - Train Accuracy: 0.790, Validation Accuracy: 0.790, Loss: 0.260 Epoch 11 Batch 252/538 - Train Accuracy: 0.828, Validation Accuracy: 0.785, Loss: 0.232 Epoch 11 Batch 253/538 - Train Accuracy: 0.792, Validation Accuracy: 0.793, Loss: 0.237 Epoch 11 Batch 254/538 - Train Accuracy: 0.790, Validation Accuracy: 0.781, Loss: 0.258 Epoch 11 Batch 255/538 - Train Accuracy: 0.835, Validation Accuracy: 0.775, Loss: 0.245 Epoch 11 Batch 256/538 - Train Accuracy: 0.791, Validation Accuracy: 0.791, Loss: 0.264 Epoch 11 Batch 257/538 - Train Accuracy: 0.805, Validation Accuracy: 0.797, Loss: 0.250 Epoch 11 Batch 258/538 - Train Accuracy: 0.811, Validation Accuracy: 0.794, Loss: 0.245 Epoch 11 Batch 259/538 - Train Accuracy: 0.831, Validation Accuracy: 0.787, Loss: 0.230 Epoch 11 Batch 260/538 - Train Accuracy: 0.770, Validation Accuracy: 0.781, Loss: 0.260 Epoch 11 Batch 261/538 - Train Accuracy: 0.781, Validation Accuracy: 0.775, Loss: 0.263 Epoch 11 Batch 262/538 - Train Accuracy: 0.821, Validation Accuracy: 0.777, Loss: 0.257 Epoch 11 Batch 263/538 - Train Accuracy: 0.793, Validation Accuracy: 0.782, Loss: 0.254 Epoch 11 Batch 264/538 - Train Accuracy: 0.802, Validation Accuracy: 0.780, Loss: 0.259 Epoch 11 Batch 265/538 - Train Accuracy: 0.766, Validation Accuracy: 0.775, Loss: 0.272 Epoch 11 Batch 266/538 - Train Accuracy: 0.762, Validation Accuracy: 0.765, Loss: 0.266 Epoch 11 Batch 267/538 - Train Accuracy: 0.793, Validation Accuracy: 0.774, Loss: 0.256 Epoch 11 Batch 268/538 - Train Accuracy: 0.813, Validation Accuracy: 0.787, Loss: 0.251 Epoch 11 Batch 269/538 - Train Accuracy: 0.804, Validation Accuracy: 0.786, Loss: 0.258 Epoch 11 Batch 270/538 - Train Accuracy: 0.791, Validation Accuracy: 0.782, Loss: 0.257 Epoch 11 Batch 271/538 - Train Accuracy: 0.797, Validation Accuracy: 0.784, Loss: 0.256 Epoch 11 Batch 272/538 - Train Accuracy: 0.770, Validation Accuracy: 0.773, Loss: 0.274 Epoch 11 Batch 273/538 - Train Accuracy: 0.796, Validation Accuracy: 0.776, Loss: 0.250 Epoch 11 Batch 274/538 - Train Accuracy: 0.748, Validation Accuracy: 0.785, Loss: 0.283 Epoch 11 Batch 275/538 - Train Accuracy: 0.784, Validation Accuracy: 0.789, Loss: 0.268 Epoch 11 Batch 276/538 - Train Accuracy: 0.812, Validation Accuracy: 0.789, Loss: 0.267 Epoch 11 Batch 277/538 - Train Accuracy: 0.781, Validation Accuracy: 0.774, Loss: 0.250 Epoch 11 Batch 278/538 - Train Accuracy: 0.796, Validation Accuracy: 0.783, Loss: 0.252 Epoch 11 Batch 279/538 - Train Accuracy: 0.798, Validation Accuracy: 0.778, Loss: 0.251 Epoch 11 Batch 280/538 - Train Accuracy: 0.839, Validation Accuracy: 0.782, Loss: 0.249 Epoch 11 Batch 281/538 - Train Accuracy: 0.799, Validation Accuracy: 0.782, Loss: 0.263 Epoch 11 Batch 282/538 - Train Accuracy: 0.791, Validation Accuracy: 0.786, Loss: 0.276 Epoch 11 Batch 283/538 - Train Accuracy: 0.794, Validation Accuracy: 0.785, Loss: 0.255 Epoch 11 Batch 284/538 - Train Accuracy: 0.786, Validation Accuracy: 0.776, Loss: 0.265 Epoch 11 Batch 285/538 - Train Accuracy: 0.786, Validation Accuracy: 0.783, Loss: 0.236 Epoch 11 Batch 286/538 - Train Accuracy: 0.806, Validation Accuracy: 0.787, Loss: 0.258 Epoch 11 Batch 287/538 - Train Accuracy: 0.796, Validation Accuracy: 0.790, Loss: 0.238 Epoch 11 Batch 288/538 - Train Accuracy: 0.789, Validation Accuracy: 0.786, Loss: 0.265 Epoch 11 Batch 289/538 - Train Accuracy: 0.825, Validation Accuracy: 0.790, Loss: 0.236 Epoch 11 Batch 290/538 - Train Accuracy: 0.817, Validation Accuracy: 0.791, Loss: 0.239 Epoch 11 Batch 291/538 - Train Accuracy: 0.781, Validation Accuracy: 0.796, Loss: 0.248 Epoch 11 Batch 292/538 - Train Accuracy: 0.820, Validation Accuracy: 0.800, Loss: 0.227 Epoch 11 Batch 293/538 - Train Accuracy: 0.803, Validation Accuracy: 0.803, Loss: 0.242 Epoch 11 Batch 294/538 - Train Accuracy: 0.792, Validation Accuracy: 0.795, Loss: 0.254 Epoch 11 Batch 295/538 - Train Accuracy: 0.825, Validation Accuracy: 0.788, Loss: 0.223 Epoch 11 Batch 296/538 - Train Accuracy: 0.778, Validation Accuracy: 0.782, Loss: 0.254 Epoch 11 Batch 297/538 - Train Accuracy: 0.804, Validation Accuracy: 0.778, Loss: 0.264 Epoch 11 Batch 298/538 - Train Accuracy: 0.791, Validation Accuracy: 0.791, Loss: 0.250 Epoch 11 Batch 299/538 - Train Accuracy: 0.801, Validation Accuracy: 0.790, Loss: 0.265 Epoch 11 Batch 300/538 - Train Accuracy: 0.799, Validation Accuracy: 0.788, Loss: 0.244 Epoch 11 Batch 301/538 - Train Accuracy: 0.790, Validation Accuracy: 0.795, Loss: 0.248 Epoch 11 Batch 302/538 - Train Accuracy: 0.816, Validation Accuracy: 0.798, Loss: 0.238 Epoch 11 Batch 303/538 - Train Accuracy: 0.831, Validation Accuracy: 0.797, Loss: 0.248 Epoch 11 Batch 304/538 - Train Accuracy: 0.792, Validation Accuracy: 0.802, Loss: 0.267 Epoch 11 Batch 305/538 - Train Accuracy: 0.819, Validation Accuracy: 0.801, Loss: 0.246 Epoch 11 Batch 306/538 - Train Accuracy: 0.792, Validation Accuracy: 0.801, Loss: 0.257 Epoch 11 Batch 307/538 - Train Accuracy: 0.819, Validation Accuracy: 0.804, Loss: 0.249 Epoch 11 Batch 308/538 - Train Accuracy: 0.810, Validation Accuracy: 0.800, Loss: 0.241 Epoch 11 Batch 309/538 - Train Accuracy: 0.780, Validation Accuracy: 0.790, Loss: 0.250 Epoch 11 Batch 310/538 - Train Accuracy: 0.807, Validation Accuracy: 0.784, Loss: 0.262 Epoch 11 Batch 311/538 - Train Accuracy: 0.799, Validation Accuracy: 0.785, Loss: 0.249 Epoch 11 Batch 312/538 - Train Accuracy: 0.818, Validation Accuracy: 0.791, Loss: 0.232 Epoch 11 Batch 313/538 - Train Accuracy: 0.812, Validation Accuracy: 0.798, Loss: 0.260 Epoch 11 Batch 314/538 - Train Accuracy: 0.823, Validation Accuracy: 0.804, Loss: 0.259 Epoch 11 Batch 315/538 - Train Accuracy: 0.798, Validation Accuracy: 0.796, Loss: 0.251 Epoch 11 Batch 316/538 - Train Accuracy: 0.800, Validation Accuracy: 0.800, Loss: 0.234 Epoch 11 Batch 317/538 - Train Accuracy: 0.794, Validation Accuracy: 0.791, Loss: 0.270 Epoch 11 Batch 318/538 - Train Accuracy: 0.796, Validation Accuracy: 0.792, Loss: 0.248 Epoch 11 Batch 319/538 - Train Accuracy: 0.805, Validation Accuracy: 0.800, Loss: 0.254 Epoch 11 Batch 320/538 - Train Accuracy: 0.797, Validation Accuracy: 0.806, Loss: 0.240 Epoch 11 Batch 321/538 - Train Accuracy: 0.815, Validation Accuracy: 0.807, Loss: 0.238 Epoch 11 Batch 322/538 - Train Accuracy: 0.798, Validation Accuracy: 0.808, Loss: 0.249 Epoch 11 Batch 323/538 - Train Accuracy: 0.794, Validation Accuracy: 0.801, Loss: 0.236 Epoch 11 Batch 324/538 - Train Accuracy: 0.787, Validation Accuracy: 0.796, Loss: 0.263 Epoch 11 Batch 325/538 - Train Accuracy: 0.795, Validation Accuracy: 0.805, Loss: 0.250 Epoch 11 Batch 326/538 - Train Accuracy: 0.804, Validation Accuracy: 0.807, Loss: 0.255 Epoch 11 Batch 327/538 - Train Accuracy: 0.798, Validation Accuracy: 0.800, Loss: 0.258 Epoch 11 Batch 328/538 - Train Accuracy: 0.834, Validation Accuracy: 0.797, Loss: 0.247 Epoch 11 Batch 329/538 - Train Accuracy: 0.824, Validation Accuracy: 0.802, Loss: 0.257 Epoch 11 Batch 330/538 - Train Accuracy: 0.816, Validation Accuracy: 0.799, Loss: 0.234 Epoch 11 Batch 331/538 - Train Accuracy: 0.787, Validation Accuracy: 0.795, Loss: 0.248 Epoch 11 Batch 332/538 - Train Accuracy: 0.786, Validation Accuracy: 0.801, Loss: 0.243 Epoch 11 Batch 333/538 - Train Accuracy: 0.804, Validation Accuracy: 0.802, Loss: 0.248 Epoch 11 Batch 334/538 - Train Accuracy: 0.816, Validation Accuracy: 0.804, Loss: 0.237 Epoch 11 Batch 335/538 - Train Accuracy: 0.811, Validation Accuracy: 0.801, Loss: 0.250 Epoch 11 Batch 336/538 - Train Accuracy: 0.825, Validation Accuracy: 0.795, Loss: 0.236 Epoch 11 Batch 337/538 - Train Accuracy: 0.813, Validation Accuracy: 0.781, Loss: 0.246 Epoch 11 Batch 338/538 - Train Accuracy: 0.799, Validation Accuracy: 0.781, Loss: 0.257 Epoch 11 Batch 339/538 - Train Accuracy: 0.807, Validation Accuracy: 0.782, Loss: 0.246 Epoch 11 Batch 340/538 - Train Accuracy: 0.781, Validation Accuracy: 0.792, Loss: 0.259 Epoch 11 Batch 341/538 - Train Accuracy: 0.804, Validation Accuracy: 0.800, Loss: 0.242 Epoch 11 Batch 342/538 - Train Accuracy: 0.803, Validation Accuracy: 0.799, Loss: 0.247 Epoch 11 Batch 343/538 - Train Accuracy: 0.819, Validation Accuracy: 0.792, Loss: 0.256 Epoch 11 Batch 344/538 - Train Accuracy: 0.800, Validation Accuracy: 0.795, Loss: 0.238 Epoch 11 Batch 345/538 - Train Accuracy: 0.812, Validation Accuracy: 0.798, Loss: 0.254 Epoch 11 Batch 346/538 - Train Accuracy: 0.795, Validation Accuracy: 0.782, Loss: 0.265 Epoch 11 Batch 347/538 - Train Accuracy: 0.785, Validation Accuracy: 0.783, Loss: 0.252 Epoch 11 Batch 348/538 - Train Accuracy: 0.798, Validation Accuracy: 0.781, Loss: 0.239 Epoch 11 Batch 349/538 - Train Accuracy: 0.806, Validation Accuracy: 0.799, Loss: 0.231 Epoch 11 Batch 350/538 - Train Accuracy: 0.811, Validation Accuracy: 0.802, Loss: 0.265 Epoch 11 Batch 351/538 - Train Accuracy: 0.803, Validation Accuracy: 0.805, Loss: 0.270 Epoch 11 Batch 352/538 - Train Accuracy: 0.802, Validation Accuracy: 0.789, Loss: 0.267 Epoch 11 Batch 353/538 - Train Accuracy: 0.818, Validation Accuracy: 0.788, Loss: 0.245 Epoch 11 Batch 354/538 - Train Accuracy: 0.789, Validation Accuracy: 0.806, Loss: 0.260 Epoch 11 Batch 355/538 - Train Accuracy: 0.813, Validation Accuracy: 0.811, Loss: 0.269 Epoch 11 Batch 356/538 - Train Accuracy: 0.789, Validation Accuracy: 0.806, Loss: 0.235 Epoch 11 Batch 357/538 - Train Accuracy: 0.818, Validation Accuracy: 0.808, Loss: 0.246 Epoch 11 Batch 358/538 - Train Accuracy: 0.796, Validation Accuracy: 0.803, Loss: 0.248 Epoch 11 Batch 359/538 - Train Accuracy: 0.803, Validation Accuracy: 0.800, Loss: 0.238 Epoch 11 Batch 360/538 - Train Accuracy: 0.786, Validation Accuracy: 0.790, Loss: 0.253 Epoch 11 Batch 361/538 - Train Accuracy: 0.823, Validation Accuracy: 0.805, Loss: 0.253 Epoch 11 Batch 362/538 - Train Accuracy: 0.809, Validation Accuracy: 0.803, Loss: 0.228 Epoch 11 Batch 363/538 - Train Accuracy: 0.813, Validation Accuracy: 0.802, Loss: 0.227 Epoch 11 Batch 364/538 - Train Accuracy: 0.810, Validation Accuracy: 0.809, Loss: 0.274 Epoch 11 Batch 365/538 - Train Accuracy: 0.793, Validation Accuracy: 0.783, Loss: 0.231 Epoch 11 Batch 366/538 - Train Accuracy: 0.809, Validation Accuracy: 0.783, Loss: 0.257 Epoch 11 Batch 367/538 - Train Accuracy: 0.812, Validation Accuracy: 0.792, Loss: 0.241 Epoch 11 Batch 368/538 - Train Accuracy: 0.809, Validation Accuracy: 0.804, Loss: 0.229 Epoch 11 Batch 369/538 - Train Accuracy: 0.796, Validation Accuracy: 0.800, Loss: 0.249 Epoch 11 Batch 370/538 - Train Accuracy: 0.800, Validation Accuracy: 0.805, Loss: 0.270 Epoch 11 Batch 371/538 - Train Accuracy: 0.778, Validation Accuracy: 0.785, Loss: 0.238 Epoch 11 Batch 372/538 - Train Accuracy: 0.814, Validation Accuracy: 0.786, Loss: 0.267 Epoch 11 Batch 373/538 - Train Accuracy: 0.759, Validation Accuracy: 0.767, Loss: 0.244 Epoch 11 Batch 374/538 - Train Accuracy: 0.793, Validation Accuracy: 0.795, Loss: 0.279 Epoch 11 Batch 375/538 - Train Accuracy: 0.757, Validation Accuracy: 0.740, Loss: 0.237 Epoch 11 Batch 376/538 - Train Accuracy: 0.802, Validation Accuracy: 0.794, Loss: 0.323 Epoch 11 Batch 377/538 - Train Accuracy: 0.780, Validation Accuracy: 0.792, Loss: 0.255 Epoch 11 Batch 378/538 - Train Accuracy: 0.805, Validation Accuracy: 0.793, Loss: 0.261 Epoch 11 Batch 379/538 - Train Accuracy: 0.796, Validation Accuracy: 0.792, Loss: 0.252 Epoch 11 Batch 380/538 - Train Accuracy: 0.768, Validation Accuracy: 0.789, Loss: 0.279 Epoch 11 Batch 381/538 - Train Accuracy: 0.806, Validation Accuracy: 0.804, Loss: 0.256 Epoch 11 Batch 382/538 - Train Accuracy: 0.790, Validation Accuracy: 0.802, Loss: 0.273 Epoch 11 Batch 383/538 - Train Accuracy: 0.774, Validation Accuracy: 0.791, Loss: 0.261 Epoch 11 Batch 384/538 - Train Accuracy: 0.807, Validation Accuracy: 0.793, Loss: 0.248 Epoch 11 Batch 385/538 - Train Accuracy: 0.779, Validation Accuracy: 0.786, Loss: 0.263 Epoch 11 Batch 386/538 - Train Accuracy: 0.809, Validation Accuracy: 0.792, Loss: 0.266 Epoch 11 Batch 387/538 - Train Accuracy: 0.784, Validation Accuracy: 0.805, Loss: 0.270 Epoch 11 Batch 388/538 - Train Accuracy: 0.811, Validation Accuracy: 0.798, Loss: 0.256 Epoch 11 Batch 389/538 - Train Accuracy: 0.772, Validation Accuracy: 0.789, Loss: 0.276 Epoch 11 Batch 390/538 - Train Accuracy: 0.823, Validation Accuracy: 0.781, Loss: 0.237 Epoch 11 Batch 391/538 - Train Accuracy: 0.809, Validation Accuracy: 0.790, Loss: 0.261 Epoch 11 Batch 392/538 - Train Accuracy: 0.789, Validation Accuracy: 0.795, Loss: 0.256 Epoch 11 Batch 393/538 - Train Accuracy: 0.810, Validation Accuracy: 0.797, Loss: 0.231 Epoch 11 Batch 394/538 - Train Accuracy: 0.755, Validation Accuracy: 0.793, Loss: 0.276 Epoch 11 Batch 395/538 - Train Accuracy: 0.762, Validation Accuracy: 0.800, Loss: 0.263 Epoch 11 Batch 396/538 - Train Accuracy: 0.774, Validation Accuracy: 0.800, Loss: 0.249 Epoch 11 Batch 397/538 - Train Accuracy: 0.776, Validation Accuracy: 0.805, Loss: 0.267 Epoch 11 Batch 398/538 - Train Accuracy: 0.794, Validation Accuracy: 0.806, Loss: 0.261 Epoch 11 Batch 399/538 - Train Accuracy: 0.780, Validation Accuracy: 0.809, Loss: 0.268 Epoch 11 Batch 400/538 - Train Accuracy: 0.814, Validation Accuracy: 0.804, Loss: 0.264 Epoch 11 Batch 401/538 - Train Accuracy: 0.801, Validation Accuracy: 0.809, Loss: 0.256 Epoch 11 Batch 402/538 - Train Accuracy: 0.791, Validation Accuracy: 0.805, Loss: 0.245 Epoch 11 Batch 403/538 - Train Accuracy: 0.789, Validation Accuracy: 0.808, Loss: 0.257 Epoch 11 Batch 404/538 - Train Accuracy: 0.794, Validation Accuracy: 0.809, Loss: 0.246 Epoch 11 Batch 405/538 - Train Accuracy: 0.795, Validation Accuracy: 0.807, Loss: 0.252 Epoch 11 Batch 406/538 - Train Accuracy: 0.823, Validation Accuracy: 0.811, Loss: 0.251 Epoch 11 Batch 407/538 - Train Accuracy: 0.829, Validation Accuracy: 0.812, Loss: 0.251 Epoch 11 Batch 408/538 - Train Accuracy: 0.785, Validation Accuracy: 0.811, Loss: 0.263 Epoch 11 Batch 409/538 - Train Accuracy: 0.794, Validation Accuracy: 0.806, Loss: 0.268 Epoch 11 Batch 410/538 - Train Accuracy: 0.798, Validation Accuracy: 0.777, Loss: 0.262 Epoch 11 Batch 411/538 - Train Accuracy: 0.814, Validation Accuracy: 0.779, Loss: 0.241 Epoch 11 Batch 412/538 - Train Accuracy: 0.783, Validation Accuracy: 0.786, Loss: 0.247 Epoch 11 Batch 413/538 - Train Accuracy: 0.783, Validation Accuracy: 0.794, Loss: 0.262 Epoch 11 Batch 414/538 - Train Accuracy: 0.767, Validation Accuracy: 0.800, Loss: 0.267 Epoch 11 Batch 415/538 - Train Accuracy: 0.789, Validation Accuracy: 0.799, Loss: 0.255 Epoch 11 Batch 416/538 - Train Accuracy: 0.823, Validation Accuracy: 0.804, Loss: 0.255 Epoch 11 Batch 417/538 - Train Accuracy: 0.819, Validation Accuracy: 0.808, Loss: 0.243 Epoch 11 Batch 418/538 - Train Accuracy: 0.800, Validation Accuracy: 0.805, Loss: 0.251 Epoch 11 Batch 419/538 - Train Accuracy: 0.819, Validation Accuracy: 0.799, Loss: 0.241 Epoch 11 Batch 420/538 - Train Accuracy: 0.826, Validation Accuracy: 0.806, Loss: 0.244 Epoch 11 Batch 421/538 - Train Accuracy: 0.823, Validation Accuracy: 0.803, Loss: 0.235 Epoch 11 Batch 422/538 - Train Accuracy: 0.819, Validation Accuracy: 0.807, Loss: 0.259 Epoch 11 Batch 423/538 - Train Accuracy: 0.820, Validation Accuracy: 0.805, Loss: 0.264 Epoch 11 Batch 424/538 - Train Accuracy: 0.797, Validation Accuracy: 0.800, Loss: 0.244 Epoch 11 Batch 425/538 - Train Accuracy: 0.796, Validation Accuracy: 0.798, Loss: 0.259 Epoch 11 Batch 426/538 - Train Accuracy: 0.806, Validation Accuracy: 0.796, Loss: 0.255 Epoch 11 Batch 427/538 - Train Accuracy: 0.796, Validation Accuracy: 0.796, Loss: 0.257 Epoch 11 Batch 428/538 - Train Accuracy: 0.808, Validation Accuracy: 0.802, Loss: 0.244 Epoch 11 Batch 429/538 - Train Accuracy: 0.831, Validation Accuracy: 0.800, Loss: 0.263 Epoch 11 Batch 430/538 - Train Accuracy: 0.820, Validation Accuracy: 0.802, Loss: 0.255 Epoch 11 Batch 431/538 - Train Accuracy: 0.788, Validation Accuracy: 0.799, Loss: 0.240 Epoch 11 Batch 432/538 - Train Accuracy: 0.831, Validation Accuracy: 0.788, Loss: 0.238 Epoch 11 Batch 433/538 - Train Accuracy: 0.794, Validation Accuracy: 0.786, Loss: 0.279 Epoch 11 Batch 434/538 - Train Accuracy: 0.798, Validation Accuracy: 0.793, Loss: 0.267 Epoch 11 Batch 435/538 - Train Accuracy: 0.781, Validation Accuracy: 0.811, Loss: 0.253 Epoch 11 Batch 436/538 - Train Accuracy: 0.777, Validation Accuracy: 0.797, Loss: 0.264 Epoch 11 Batch 437/538 - Train Accuracy: 0.797, Validation Accuracy: 0.797, Loss: 0.260 Epoch 11 Batch 438/538 - Train Accuracy: 0.813, Validation Accuracy: 0.796, Loss: 0.251 Epoch 11 Batch 439/538 - Train Accuracy: 0.821, Validation Accuracy: 0.803, Loss: 0.235 Epoch 11 Batch 440/538 - Train Accuracy: 0.802, Validation Accuracy: 0.811, Loss: 0.268 Epoch 11 Batch 441/538 - Train Accuracy: 0.768, Validation Accuracy: 0.810, Loss: 0.258 Epoch 11 Batch 442/538 - Train Accuracy: 0.806, Validation Accuracy: 0.784, Loss: 0.232 Epoch 11 Batch 443/538 - Train Accuracy: 0.814, Validation Accuracy: 0.781, Loss: 0.253 Epoch 11 Batch 444/538 - Train Accuracy: 0.818, Validation Accuracy: 0.782, Loss: 0.239 Epoch 11 Batch 445/538 - Train Accuracy: 0.838, Validation Accuracy: 0.795, Loss: 0.242 Epoch 11 Batch 446/538 - Train Accuracy: 0.828, Validation Accuracy: 0.808, Loss: 0.233 Epoch 11 Batch 447/538 - Train Accuracy: 0.793, Validation Accuracy: 0.811, Loss: 0.252 Epoch 11 Batch 448/538 - Train Accuracy: 0.815, Validation Accuracy: 0.805, Loss: 0.229 Epoch 11 Batch 449/538 - Train Accuracy: 0.841, Validation Accuracy: 0.793, Loss: 0.259 Epoch 11 Batch 450/538 - Train Accuracy: 0.803, Validation Accuracy: 0.792, Loss: 0.248 Epoch 11 Batch 451/538 - Train Accuracy: 0.784, Validation Accuracy: 0.791, Loss: 0.243 Epoch 11 Batch 452/538 - Train Accuracy: 0.810, Validation Accuracy: 0.806, Loss: 0.246 Epoch 11 Batch 453/538 - Train Accuracy: 0.812, Validation Accuracy: 0.797, Loss: 0.250 Epoch 11 Batch 454/538 - Train Accuracy: 0.814, Validation Accuracy: 0.798, Loss: 0.244 Epoch 11 Batch 455/538 - Train Accuracy: 0.808, Validation Accuracy: 0.797, Loss: 0.241 Epoch 11 Batch 456/538 - Train Accuracy: 0.832, Validation Accuracy: 0.790, Loss: 0.231 Epoch 11 Batch 457/538 - Train Accuracy: 0.803, Validation Accuracy: 0.792, Loss: 0.245 Epoch 11 Batch 458/538 - Train Accuracy: 0.804, Validation Accuracy: 0.798, Loss: 0.234 Epoch 11 Batch 459/538 - Train Accuracy: 0.823, Validation Accuracy: 0.807, Loss: 0.240 Epoch 11 Batch 460/538 - Train Accuracy: 0.781, Validation Accuracy: 0.809, Loss: 0.249 Epoch 11 Batch 461/538 - Train Accuracy: 0.788, Validation Accuracy: 0.809, Loss: 0.270 Epoch 11 Batch 462/538 - Train Accuracy: 0.786, Validation Accuracy: 0.799, Loss: 0.241 Epoch 11 Batch 463/538 - Train Accuracy: 0.783, Validation Accuracy: 0.780, Loss: 0.254 Epoch 11 Batch 464/538 - Train Accuracy: 0.817, Validation Accuracy: 0.784, Loss: 0.253 Epoch 11 Batch 465/538 - Train Accuracy: 0.792, Validation Accuracy: 0.805, Loss: 0.259 Epoch 11 Batch 466/538 - Train Accuracy: 0.781, Validation Accuracy: 0.802, Loss: 0.268 Epoch 11 Batch 467/538 - Train Accuracy: 0.814, Validation Accuracy: 0.802, Loss: 0.251 Epoch 11 Batch 468/538 - Train Accuracy: 0.808, Validation Accuracy: 0.803, Loss: 0.259 Epoch 11 Batch 469/538 - Train Accuracy: 0.818, Validation Accuracy: 0.789, Loss: 0.247 Epoch 11 Batch 470/538 - Train Accuracy: 0.807, Validation Accuracy: 0.796, Loss: 0.245 Epoch 11 Batch 471/538 - Train Accuracy: 0.812, Validation Accuracy: 0.800, Loss: 0.241 Epoch 11 Batch 472/538 - Train Accuracy: 0.831, Validation Accuracy: 0.800, Loss: 0.240 Epoch 11 Batch 473/538 - Train Accuracy: 0.774, Validation Accuracy: 0.790, Loss: 0.268 Epoch 11 Batch 474/538 - Train Accuracy: 0.828, Validation Accuracy: 0.790, Loss: 0.229 Epoch 11 Batch 475/538 - Train Accuracy: 0.816, Validation Accuracy: 0.800, Loss: 0.239 Epoch 11 Batch 476/538 - Train Accuracy: 0.783, Validation Accuracy: 0.805, Loss: 0.253 Epoch 11 Batch 477/538 - Train Accuracy: 0.794, Validation Accuracy: 0.808, Loss: 0.242 Epoch 11 Batch 478/538 - Train Accuracy: 0.836, Validation Accuracy: 0.798, Loss: 0.229 Epoch 11 Batch 479/538 - Train Accuracy: 0.804, Validation Accuracy: 0.786, Loss: 0.229 Epoch 11 Batch 480/538 - Train Accuracy: 0.816, Validation Accuracy: 0.792, Loss: 0.230 Epoch 11 Batch 481/538 - Train Accuracy: 0.823, Validation Accuracy: 0.794, Loss: 0.236 Epoch 11 Batch 482/538 - Train Accuracy: 0.820, Validation Accuracy: 0.790, Loss: 0.217 Epoch 11 Batch 483/538 - Train Accuracy: 0.758, Validation Accuracy: 0.791, Loss: 0.244 Epoch 11 Batch 484/538 - Train Accuracy: 0.812, Validation Accuracy: 0.790, Loss: 0.255 Epoch 11 Batch 485/538 - Train Accuracy: 0.811, Validation Accuracy: 0.782, Loss: 0.240 Epoch 11 Batch 486/538 - Train Accuracy: 0.812, Validation Accuracy: 0.773, Loss: 0.230 Epoch 11 Batch 487/538 - Train Accuracy: 0.789, Validation Accuracy: 0.782, Loss: 0.231 Epoch 11 Batch 488/538 - Train Accuracy: 0.800, Validation Accuracy: 0.791, Loss: 0.239 Epoch 11 Batch 489/538 - Train Accuracy: 0.782, Validation Accuracy: 0.801, Loss: 0.248 Epoch 11 Batch 490/538 - Train Accuracy: 0.801, Validation Accuracy: 0.793, Loss: 0.247 Epoch 11 Batch 491/538 - Train Accuracy: 0.767, Validation Accuracy: 0.798, Loss: 0.264 Epoch 11 Batch 492/538 - Train Accuracy: 0.807, Validation Accuracy: 0.797, Loss: 0.241 Epoch 11 Batch 493/538 - Train Accuracy: 0.786, Validation Accuracy: 0.792, Loss: 0.240 Epoch 11 Batch 494/538 - Train Accuracy: 0.810, Validation Accuracy: 0.801, Loss: 0.256 Epoch 11 Batch 495/538 - Train Accuracy: 0.806, Validation Accuracy: 0.811, Loss: 0.252 Epoch 11 Batch 496/538 - Train Accuracy: 0.800, Validation Accuracy: 0.807, Loss: 0.237 Epoch 11 Batch 497/538 - Train Accuracy: 0.810, Validation Accuracy: 0.811, Loss: 0.235 Epoch 11 Batch 498/538 - Train Accuracy: 0.801, Validation Accuracy: 0.804, Loss: 0.242 Epoch 11 Batch 499/538 - Train Accuracy: 0.791, Validation Accuracy: 0.806, Loss: 0.237 Epoch 11 Batch 500/538 - Train Accuracy: 0.854, Validation Accuracy: 0.803, Loss: 0.211 Epoch 11 Batch 501/538 - Train Accuracy: 0.827, Validation Accuracy: 0.808, Loss: 0.237 Epoch 11 Batch 502/538 - Train Accuracy: 0.807, Validation Accuracy: 0.798, Loss: 0.233 Epoch 11 Batch 503/538 - Train Accuracy: 0.817, Validation Accuracy: 0.806, Loss: 0.238 Epoch 11 Batch 504/538 - Train Accuracy: 0.810, Validation Accuracy: 0.806, Loss: 0.233 Epoch 11 Batch 505/538 - Train Accuracy: 0.809, Validation Accuracy: 0.806, Loss: 0.243 Epoch 11 Batch 506/538 - Train Accuracy: 0.820, Validation Accuracy: 0.799, Loss: 0.236 Epoch 11 Batch 507/538 - Train Accuracy: 0.767, Validation Accuracy: 0.789, Loss: 0.272 Epoch 11 Batch 508/538 - Train Accuracy: 0.821, Validation Accuracy: 0.786, Loss: 0.237 Epoch 11 Batch 509/538 - Train Accuracy: 0.805, Validation Accuracy: 0.803, Loss: 0.254 Epoch 11 Batch 510/538 - Train Accuracy: 0.820, Validation Accuracy: 0.806, Loss: 0.239 Epoch 11 Batch 511/538 - Train Accuracy: 0.813, Validation Accuracy: 0.802, Loss: 0.234 Epoch 11 Batch 512/538 - Train Accuracy: 0.837, Validation Accuracy: 0.803, Loss: 0.245 Epoch 11 Batch 513/538 - Train Accuracy: 0.797, Validation Accuracy: 0.798, Loss: 0.250 Epoch 11 Batch 514/538 - Train Accuracy: 0.782, Validation Accuracy: 0.801, Loss: 0.238 Epoch 11 Batch 515/538 - Train Accuracy: 0.819, Validation Accuracy: 0.799, Loss: 0.243 Epoch 11 Batch 516/538 - Train Accuracy: 0.764, Validation Accuracy: 0.801, Loss: 0.250 Epoch 11 Batch 517/538 - Train Accuracy: 0.823, Validation Accuracy: 0.802, Loss: 0.241 Epoch 11 Batch 518/538 - Train Accuracy: 0.800, Validation Accuracy: 0.792, Loss: 0.263 Epoch 11 Batch 519/538 - Train Accuracy: 0.810, Validation Accuracy: 0.792, Loss: 0.242 Epoch 11 Batch 520/538 - Train Accuracy: 0.810, Validation Accuracy: 0.796, Loss: 0.255 Epoch 11 Batch 521/538 - Train Accuracy: 0.813, Validation Accuracy: 0.807, Loss: 0.261 Epoch 11 Batch 522/538 - Train Accuracy: 0.791, Validation Accuracy: 0.803, Loss: 0.243 Epoch 11 Batch 523/538 - Train Accuracy: 0.800, Validation Accuracy: 0.801, Loss: 0.246 Epoch 11 Batch 524/538 - Train Accuracy: 0.804, Validation Accuracy: 0.788, Loss: 0.255 Epoch 11 Batch 525/538 - Train Accuracy: 0.823, Validation Accuracy: 0.784, Loss: 0.233 Epoch 11 Batch 526/538 - Train Accuracy: 0.807, Validation Accuracy: 0.791, Loss: 0.237 Epoch 11 Batch 527/538 - Train Accuracy: 0.810, Validation Accuracy: 0.801, Loss: 0.241 Epoch 11 Batch 528/538 - Train Accuracy: 0.805, Validation Accuracy: 0.799, Loss: 0.265 Epoch 11 Batch 529/538 - Train Accuracy: 0.822, Validation Accuracy: 0.797, Loss: 0.244 Epoch 11 Batch 530/538 - Train Accuracy: 0.793, Validation Accuracy: 0.778, Loss: 0.249 Epoch 11 Batch 531/538 - Train Accuracy: 0.797, Validation Accuracy: 0.782, Loss: 0.237 Epoch 11 Batch 532/538 - Train Accuracy: 0.807, Validation Accuracy: 0.787, Loss: 0.242 Epoch 11 Batch 533/538 - Train Accuracy: 0.830, Validation Accuracy: 0.802, Loss: 0.257 Epoch 11 Batch 534/538 - Train Accuracy: 0.790, Validation Accuracy: 0.809, Loss: 0.227 Epoch 11 Batch 535/538 - Train Accuracy: 0.800, Validation Accuracy: 0.800, Loss: 0.240 Epoch 11 Batch 536/538 - Train Accuracy: 0.831, Validation Accuracy: 0.795, Loss: 0.259 Epoch 12 Batch 0/538 - Train Accuracy: 0.807, Validation Accuracy: 0.795, Loss: 0.240 Epoch 12 Batch 1/538 - Train Accuracy: 0.823, Validation Accuracy: 0.797, Loss: 0.233 Epoch 12 Batch 2/538 - Train Accuracy: 0.790, Validation Accuracy: 0.797, Loss: 0.255 Epoch 12 Batch 3/538 - Train Accuracy: 0.799, Validation Accuracy: 0.793, Loss: 0.250 Epoch 12 Batch 4/538 - Train Accuracy: 0.807, Validation Accuracy: 0.791, Loss: 0.245 Epoch 12 Batch 5/538 - Train Accuracy: 0.815, Validation Accuracy: 0.785, Loss: 0.259 Epoch 12 Batch 6/538 - Train Accuracy: 0.826, Validation Accuracy: 0.795, Loss: 0.234 Epoch 12 Batch 7/538 - Train Accuracy: 0.807, Validation Accuracy: 0.795, Loss: 0.247 Epoch 12 Batch 8/538 - Train Accuracy: 0.821, Validation Accuracy: 0.792, Loss: 0.238 Epoch 12 Batch 9/538 - Train Accuracy: 0.808, Validation Accuracy: 0.797, Loss: 0.232 Epoch 12 Batch 10/538 - Train Accuracy: 0.770, Validation Accuracy: 0.792, Loss: 0.252 Epoch 12 Batch 11/538 - Train Accuracy: 0.819, Validation Accuracy: 0.792, Loss: 0.238 Epoch 12 Batch 12/538 - Train Accuracy: 0.786, Validation Accuracy: 0.791, Loss: 0.250 Epoch 12 Batch 13/538 - Train Accuracy: 0.830, Validation Accuracy: 0.794, Loss: 0.219 Epoch 12 Batch 14/538 - Train Accuracy: 0.792, Validation Accuracy: 0.796, Loss: 0.240 Epoch 12 Batch 15/538 - Train Accuracy: 0.829, Validation Accuracy: 0.798, Loss: 0.235 Epoch 12 Batch 16/538 - Train Accuracy: 0.807, Validation Accuracy: 0.790, Loss: 0.229 Epoch 12 Batch 17/538 - Train Accuracy: 0.817, Validation Accuracy: 0.791, Loss: 0.242 Epoch 12 Batch 18/538 - Train Accuracy: 0.786, Validation Accuracy: 0.793, Loss: 0.255 Epoch 12 Batch 19/538 - Train Accuracy: 0.796, Validation Accuracy: 0.797, Loss: 0.262 Epoch 12 Batch 20/538 - Train Accuracy: 0.826, Validation Accuracy: 0.802, Loss: 0.243 Epoch 12 Batch 21/538 - Train Accuracy: 0.817, Validation Accuracy: 0.806, Loss: 0.250 Epoch 12 Batch 22/538 - Train Accuracy: 0.783, Validation Accuracy: 0.799, Loss: 0.247 Epoch 12 Batch 23/538 - Train Accuracy: 0.795, Validation Accuracy: 0.795, Loss: 0.263 Epoch 12 Batch 24/538 - Train Accuracy: 0.803, Validation Accuracy: 0.801, Loss: 0.241 Epoch 12 Batch 25/538 - Train Accuracy: 0.812, Validation Accuracy: 0.803, Loss: 0.245 Epoch 12 Batch 26/538 - Train Accuracy: 0.801, Validation Accuracy: 0.802, Loss: 0.255 Epoch 12 Batch 27/538 - Train Accuracy: 0.829, Validation Accuracy: 0.808, Loss: 0.227 Epoch 12 Batch 28/538 - Train Accuracy: 0.826, Validation Accuracy: 0.801, Loss: 0.221 Epoch 12 Batch 29/538 - Train Accuracy: 0.821, Validation Accuracy: 0.799, Loss: 0.234 Epoch 12 Batch 30/538 - Train Accuracy: 0.822, Validation Accuracy: 0.814, Loss: 0.257 Epoch 12 Batch 31/538 - Train Accuracy: 0.829, Validation Accuracy: 0.809, Loss: 0.219 Epoch 12 Batch 32/538 - Train Accuracy: 0.795, Validation Accuracy: 0.807, Loss: 0.216 Epoch 12 Batch 33/538 - Train Accuracy: 0.831, Validation Accuracy: 0.804, Loss: 0.236 Epoch 12 Batch 34/538 - Train Accuracy: 0.830, Validation Accuracy: 0.809, Loss: 0.250 Epoch 12 Batch 35/538 - Train Accuracy: 0.838, Validation Accuracy: 0.806, Loss: 0.229 Epoch 12 Batch 36/538 - Train Accuracy: 0.801, Validation Accuracy: 0.805, Loss: 0.237 Epoch 12 Batch 37/538 - Train Accuracy: 0.824, Validation Accuracy: 0.798, Loss: 0.241 Epoch 12 Batch 38/538 - Train Accuracy: 0.807, Validation Accuracy: 0.807, Loss: 0.243 Epoch 12 Batch 39/538 - Train Accuracy: 0.804, Validation Accuracy: 0.809, Loss: 0.242 Epoch 12 Batch 40/538 - Train Accuracy: 0.820, Validation Accuracy: 0.802, Loss: 0.211 Epoch 12 Batch 41/538 - Train Accuracy: 0.810, Validation Accuracy: 0.800, Loss: 0.231 Epoch 12 Batch 42/538 - Train Accuracy: 0.823, Validation Accuracy: 0.794, Loss: 0.232 Epoch 12 Batch 43/538 - Train Accuracy: 0.775, Validation Accuracy: 0.792, Loss: 0.264 Epoch 12 Batch 44/538 - Train Accuracy: 0.783, Validation Accuracy: 0.799, Loss: 0.249 Epoch 12 Batch 45/538 - Train Accuracy: 0.810, Validation Accuracy: 0.805, Loss: 0.224 Epoch 12 Batch 46/538 - Train Accuracy: 0.825, Validation Accuracy: 0.808, Loss: 0.226 Epoch 12 Batch 47/538 - Train Accuracy: 0.818, Validation Accuracy: 0.807, Loss: 0.238 Epoch 12 Batch 48/538 - Train Accuracy: 0.833, Validation Accuracy: 0.803, Loss: 0.234 Epoch 12 Batch 49/538 - Train Accuracy: 0.805, Validation Accuracy: 0.810, Loss: 0.255 Epoch 12 Batch 50/538 - Train Accuracy: 0.827, Validation Accuracy: 0.808, Loss: 0.237 Epoch 12 Batch 51/538 - Train Accuracy: 0.790, Validation Accuracy: 0.806, Loss: 0.263 Epoch 12 Batch 52/538 - Train Accuracy: 0.816, Validation Accuracy: 0.807, Loss: 0.243 Epoch 12 Batch 53/538 - Train Accuracy: 0.820, Validation Accuracy: 0.811, Loss: 0.222 Epoch 12 Batch 54/538 - Train Accuracy: 0.819, Validation Accuracy: 0.814, Loss: 0.224 Epoch 12 Batch 55/538 - Train Accuracy: 0.796, Validation Accuracy: 0.812, Loss: 0.239 Epoch 12 Batch 56/538 - Train Accuracy: 0.806, Validation Accuracy: 0.814, Loss: 0.216 Epoch 12 Batch 57/538 - Train Accuracy: 0.770, Validation Accuracy: 0.811, Loss: 0.256 Epoch 12 Batch 58/538 - Train Accuracy: 0.801, Validation Accuracy: 0.806, Loss: 0.246 Epoch 12 Batch 59/538 - Train Accuracy: 0.812, Validation Accuracy: 0.806, Loss: 0.251 Epoch 12 Batch 60/538 - Train Accuracy: 0.828, Validation Accuracy: 0.809, Loss: 0.250 Epoch 12 Batch 61/538 - Train Accuracy: 0.817, Validation Accuracy: 0.815, Loss: 0.239 Epoch 12 Batch 62/538 - Train Accuracy: 0.819, Validation Accuracy: 0.819, Loss: 0.240 Epoch 12 Batch 63/538 - Train Accuracy: 0.842, Validation Accuracy: 0.810, Loss: 0.223 Epoch 12 Batch 64/538 - Train Accuracy: 0.822, Validation Accuracy: 0.798, Loss: 0.224 Epoch 12 Batch 65/538 - Train Accuracy: 0.812, Validation Accuracy: 0.799, Loss: 0.241 Epoch 12 Batch 66/538 - Train Accuracy: 0.825, Validation Accuracy: 0.796, Loss: 0.215 Epoch 12 Batch 67/538 - Train Accuracy: 0.813, Validation Accuracy: 0.806, Loss: 0.242 Epoch 12 Batch 68/538 - Train Accuracy: 0.819, Validation Accuracy: 0.812, Loss: 0.219 Epoch 12 Batch 69/538 - Train Accuracy: 0.822, Validation Accuracy: 0.811, Loss: 0.243 Epoch 12 Batch 70/538 - Train Accuracy: 0.817, Validation Accuracy: 0.811, Loss: 0.231 Epoch 12 Batch 71/538 - Train Accuracy: 0.808, Validation Accuracy: 0.804, Loss: 0.247 Epoch 12 Batch 72/538 - Train Accuracy: 0.795, Validation Accuracy: 0.801, Loss: 0.266 Epoch 12 Batch 73/538 - Train Accuracy: 0.807, Validation Accuracy: 0.805, Loss: 0.246 Epoch 12 Batch 74/538 - Train Accuracy: 0.814, Validation Accuracy: 0.810, Loss: 0.230 Epoch 12 Batch 75/538 - Train Accuracy: 0.831, Validation Accuracy: 0.813, Loss: 0.226 Epoch 12 Batch 76/538 - Train Accuracy: 0.801, Validation Accuracy: 0.812, Loss: 0.250 Epoch 12 Batch 77/538 - Train Accuracy: 0.823, Validation Accuracy: 0.809, Loss: 0.233 Epoch 12 Batch 78/538 - Train Accuracy: 0.813, Validation Accuracy: 0.808, Loss: 0.232 Epoch 12 Batch 79/538 - Train Accuracy: 0.819, Validation Accuracy: 0.807, Loss: 0.226 Epoch 12 Batch 80/538 - Train Accuracy: 0.813, Validation Accuracy: 0.807, Loss: 0.254 Epoch 12 Batch 81/538 - Train Accuracy: 0.816, Validation Accuracy: 0.808, Loss: 0.249 Epoch 12 Batch 82/538 - Train Accuracy: 0.815, Validation Accuracy: 0.804, Loss: 0.231 Epoch 12 Batch 83/538 - Train Accuracy: 0.812, Validation Accuracy: 0.802, Loss: 0.245 Epoch 12 Batch 84/538 - Train Accuracy: 0.797, Validation Accuracy: 0.793, Loss: 0.241 Epoch 12 Batch 85/538 - Train Accuracy: 0.819, Validation Accuracy: 0.794, Loss: 0.218 Epoch 12 Batch 86/538 - Train Accuracy: 0.816, Validation Accuracy: 0.796, Loss: 0.239 Epoch 12 Batch 87/538 - Train Accuracy: 0.823, Validation Accuracy: 0.796, Loss: 0.236 Epoch 12 Batch 88/538 - Train Accuracy: 0.838, Validation Accuracy: 0.814, Loss: 0.228 Epoch 12 Batch 89/538 - Train Accuracy: 0.820, Validation Accuracy: 0.809, Loss: 0.225 Epoch 12 Batch 90/538 - Train Accuracy: 0.824, Validation Accuracy: 0.805, Loss: 0.238 Epoch 12 Batch 91/538 - Train Accuracy: 0.803, Validation Accuracy: 0.790, Loss: 0.236 Epoch 12 Batch 92/538 - Train Accuracy: 0.791, Validation Accuracy: 0.786, Loss: 0.241 Epoch 12 Batch 93/538 - Train Accuracy: 0.798, Validation Accuracy: 0.791, Loss: 0.240 Epoch 12 Batch 94/538 - Train Accuracy: 0.806, Validation Accuracy: 0.806, Loss: 0.244 Epoch 12 Batch 95/538 - Train Accuracy: 0.818, Validation Accuracy: 0.815, Loss: 0.223 Epoch 12 Batch 96/538 - Train Accuracy: 0.825, Validation Accuracy: 0.807, Loss: 0.219 Epoch 12 Batch 97/538 - Train Accuracy: 0.810, Validation Accuracy: 0.807, Loss: 0.232 Epoch 12 Batch 98/538 - Train Accuracy: 0.817, Validation Accuracy: 0.793, Loss: 0.222 Epoch 12 Batch 99/538 - Train Accuracy: 0.804, Validation Accuracy: 0.798, Loss: 0.230 Epoch 12 Batch 100/538 - Train Accuracy: 0.814, Validation Accuracy: 0.807, Loss: 0.234 Epoch 12 Batch 101/538 - Train Accuracy: 0.778, Validation Accuracy: 0.816, Loss: 0.248 Epoch 12 Batch 102/538 - Train Accuracy: 0.835, Validation Accuracy: 0.811, Loss: 0.243 Epoch 12 Batch 103/538 - Train Accuracy: 0.826, Validation Accuracy: 0.811, Loss: 0.233 Epoch 12 Batch 104/538 - Train Accuracy: 0.798, Validation Accuracy: 0.805, Loss: 0.226 Epoch 12 Batch 105/538 - Train Accuracy: 0.801, Validation Accuracy: 0.803, Loss: 0.221 Epoch 12 Batch 106/538 - Train Accuracy: 0.796, Validation Accuracy: 0.813, Loss: 0.221 Epoch 12 Batch 107/538 - Train Accuracy: 0.787, Validation Accuracy: 0.817, Loss: 0.253 Epoch 12 Batch 108/538 - Train Accuracy: 0.809, Validation Accuracy: 0.815, Loss: 0.244 Epoch 12 Batch 109/538 - Train Accuracy: 0.840, Validation Accuracy: 0.806, Loss: 0.224 Epoch 12 Batch 110/538 - Train Accuracy: 0.822, Validation Accuracy: 0.797, Loss: 0.238 Epoch 12 Batch 111/538 - Train Accuracy: 0.828, Validation Accuracy: 0.801, Loss: 0.222 Epoch 12 Batch 112/538 - Train Accuracy: 0.815, Validation Accuracy: 0.798, Loss: 0.233 Epoch 12 Batch 113/538 - Train Accuracy: 0.808, Validation Accuracy: 0.808, Loss: 0.251 Epoch 12 Batch 114/538 - Train Accuracy: 0.816, Validation Accuracy: 0.811, Loss: 0.231 Epoch 12 Batch 115/538 - Train Accuracy: 0.797, Validation Accuracy: 0.807, Loss: 0.248 Epoch 12 Batch 116/538 - Train Accuracy: 0.815, Validation Accuracy: 0.810, Loss: 0.249 Epoch 12 Batch 117/538 - Train Accuracy: 0.817, Validation Accuracy: 0.805, Loss: 0.235 Epoch 12 Batch 118/538 - Train Accuracy: 0.819, Validation Accuracy: 0.799, Loss: 0.234 Epoch 12 Batch 119/538 - Train Accuracy: 0.842, Validation Accuracy: 0.800, Loss: 0.216 Epoch 12 Batch 120/538 - Train Accuracy: 0.823, Validation Accuracy: 0.805, Loss: 0.226 Epoch 12 Batch 121/538 - Train Accuracy: 0.812, Validation Accuracy: 0.808, Loss: 0.223 Epoch 12 Batch 122/538 - Train Accuracy: 0.806, Validation Accuracy: 0.805, Loss: 0.219 Epoch 12 Batch 123/538 - Train Accuracy: 0.836, Validation Accuracy: 0.808, Loss: 0.224 Epoch 12 Batch 124/538 - Train Accuracy: 0.812, Validation Accuracy: 0.808, Loss: 0.223 Epoch 12 Batch 125/538 - Train Accuracy: 0.838, Validation Accuracy: 0.805, Loss: 0.227 Epoch 12 Batch 126/538 - Train Accuracy: 0.822, Validation Accuracy: 0.799, Loss: 0.230 Epoch 12 Batch 127/538 - Train Accuracy: 0.821, Validation Accuracy: 0.795, Loss: 0.253 Epoch 12 Batch 128/538 - Train Accuracy: 0.842, Validation Accuracy: 0.800, Loss: 0.221 Epoch 12 Batch 129/538 - Train Accuracy: 0.829, Validation Accuracy: 0.801, Loss: 0.219 Epoch 12 Batch 130/538 - Train Accuracy: 0.833, Validation Accuracy: 0.807, Loss: 0.220 Epoch 12 Batch 131/538 - Train Accuracy: 0.830, Validation Accuracy: 0.809, Loss: 0.241 Epoch 12 Batch 132/538 - Train Accuracy: 0.799, Validation Accuracy: 0.811, Loss: 0.234 Epoch 12 Batch 133/538 - Train Accuracy: 0.814, Validation Accuracy: 0.801, Loss: 0.221 Epoch 12 Batch 134/538 - Train Accuracy: 0.803, Validation Accuracy: 0.805, Loss: 0.258 Epoch 12 Batch 135/538 - Train Accuracy: 0.809, Validation Accuracy: 0.804, Loss: 0.249 Epoch 12 Batch 136/538 - Train Accuracy: 0.794, Validation Accuracy: 0.802, Loss: 0.235 Epoch 12 Batch 137/538 - Train Accuracy: 0.779, Validation Accuracy: 0.798, Loss: 0.245 Epoch 12 Batch 138/538 - Train Accuracy: 0.787, Validation Accuracy: 0.799, Loss: 0.234 Epoch 12 Batch 139/538 - Train Accuracy: 0.806, Validation Accuracy: 0.803, Loss: 0.254 Epoch 12 Batch 140/538 - Train Accuracy: 0.785, Validation Accuracy: 0.800, Loss: 0.260 Epoch 12 Batch 141/538 - Train Accuracy: 0.816, Validation Accuracy: 0.799, Loss: 0.249 Epoch 12 Batch 142/538 - Train Accuracy: 0.836, Validation Accuracy: 0.800, Loss: 0.229 Epoch 12 Batch 143/538 - Train Accuracy: 0.826, Validation Accuracy: 0.802, Loss: 0.243 Epoch 12 Batch 144/538 - Train Accuracy: 0.817, Validation Accuracy: 0.805, Loss: 0.250 Epoch 12 Batch 145/538 - Train Accuracy: 0.795, Validation Accuracy: 0.803, Loss: 0.253 Epoch 12 Batch 146/538 - Train Accuracy: 0.826, Validation Accuracy: 0.791, Loss: 0.233 Epoch 12 Batch 147/538 - Train Accuracy: 0.824, Validation Accuracy: 0.796, Loss: 0.230 Epoch 12 Batch 148/538 - Train Accuracy: 0.793, Validation Accuracy: 0.802, Loss: 0.258 Epoch 12 Batch 149/538 - Train Accuracy: 0.811, Validation Accuracy: 0.803, Loss: 0.230 Epoch 12 Batch 150/538 - Train Accuracy: 0.808, Validation Accuracy: 0.796, Loss: 0.230 Epoch 12 Batch 151/538 - Train Accuracy: 0.825, Validation Accuracy: 0.797, Loss: 0.219 Epoch 12 Batch 152/538 - Train Accuracy: 0.823, Validation Accuracy: 0.799, Loss: 0.233 Epoch 12 Batch 153/538 - Train Accuracy: 0.793, Validation Accuracy: 0.805, Loss: 0.254 Epoch 12 Batch 154/538 - Train Accuracy: 0.818, Validation Accuracy: 0.807, Loss: 0.229 Epoch 12 Batch 155/538 - Train Accuracy: 0.800, Validation Accuracy: 0.808, Loss: 0.236 Epoch 12 Batch 156/538 - Train Accuracy: 0.803, Validation Accuracy: 0.796, Loss: 0.226 Epoch 12 Batch 157/538 - Train Accuracy: 0.827, Validation Accuracy: 0.800, Loss: 0.225 Epoch 12 Batch 158/538 - Train Accuracy: 0.822, Validation Accuracy: 0.806, Loss: 0.245 Epoch 12 Batch 159/538 - Train Accuracy: 0.833, Validation Accuracy: 0.808, Loss: 0.253 Epoch 12 Batch 160/538 - Train Accuracy: 0.788, Validation Accuracy: 0.810, Loss: 0.239 Epoch 12 Batch 161/538 - Train Accuracy: 0.798, Validation Accuracy: 0.804, Loss: 0.230 Epoch 12 Batch 162/538 - Train Accuracy: 0.823, Validation Accuracy: 0.809, Loss: 0.235 Epoch 12 Batch 163/538 - Train Accuracy: 0.844, Validation Accuracy: 0.817, Loss: 0.252 Epoch 12 Batch 164/538 - Train Accuracy: 0.817, Validation Accuracy: 0.826, Loss: 0.237 Epoch 12 Batch 165/538 - Train Accuracy: 0.813, Validation Accuracy: 0.809, Loss: 0.220 Epoch 12 Batch 166/538 - Train Accuracy: 0.837, Validation Accuracy: 0.804, Loss: 0.232 Epoch 12 Batch 167/538 - Train Accuracy: 0.834, Validation Accuracy: 0.795, Loss: 0.255 Epoch 12 Batch 168/538 - Train Accuracy: 0.793, Validation Accuracy: 0.799, Loss: 0.261 Epoch 12 Batch 169/538 - Train Accuracy: 0.824, Validation Accuracy: 0.800, Loss: 0.228 Epoch 12 Batch 170/538 - Train Accuracy: 0.794, Validation Accuracy: 0.797, Loss: 0.244 Epoch 12 Batch 171/538 - Train Accuracy: 0.815, Validation Accuracy: 0.784, Loss: 0.236 Epoch 12 Batch 172/538 - Train Accuracy: 0.831, Validation Accuracy: 0.787, Loss: 0.223 Epoch 12 Batch 173/538 - Train Accuracy: 0.822, Validation Accuracy: 0.781, Loss: 0.217 Epoch 12 Batch 174/538 - Train Accuracy: 0.798, Validation Accuracy: 0.786, Loss: 0.235 Epoch 12 Batch 175/538 - Train Accuracy: 0.805, Validation Accuracy: 0.800, Loss: 0.233 Epoch 12 Batch 176/538 - Train Accuracy: 0.802, Validation Accuracy: 0.799, Loss: 0.252 Epoch 12 Batch 177/538 - Train Accuracy: 0.816, Validation Accuracy: 0.803, Loss: 0.247 Epoch 12 Batch 178/538 - Train Accuracy: 0.801, Validation Accuracy: 0.800, Loss: 0.225 Epoch 12 Batch 179/538 - Train Accuracy: 0.832, Validation Accuracy: 0.795, Loss: 0.233 Epoch 12 Batch 180/538 - Train Accuracy: 0.834, Validation Accuracy: 0.796, Loss: 0.225 Epoch 12 Batch 181/538 - Train Accuracy: 0.784, Validation Accuracy: 0.810, Loss: 0.254 Epoch 12 Batch 182/538 - Train Accuracy: 0.816, Validation Accuracy: 0.809, Loss: 0.225 Epoch 12 Batch 183/538 - Train Accuracy: 0.834, Validation Accuracy: 0.801, Loss: 0.234 Epoch 12 Batch 184/538 - Train Accuracy: 0.812, Validation Accuracy: 0.795, Loss: 0.218 Epoch 12 Batch 185/538 - Train Accuracy: 0.838, Validation Accuracy: 0.791, Loss: 0.232 Epoch 12 Batch 186/538 - Train Accuracy: 0.804, Validation Accuracy: 0.794, Loss: 0.231 Epoch 12 Batch 187/538 - Train Accuracy: 0.806, Validation Accuracy: 0.802, Loss: 0.231 Epoch 12 Batch 188/538 - Train Accuracy: 0.813, Validation Accuracy: 0.802, Loss: 0.229 Epoch 12 Batch 189/538 - Train Accuracy: 0.805, Validation Accuracy: 0.798, Loss: 0.244 Epoch 12 Batch 190/538 - Train Accuracy: 0.809, Validation Accuracy: 0.787, Loss: 0.265 Epoch 12 Batch 191/538 - Train Accuracy: 0.808, Validation Accuracy: 0.787, Loss: 0.228 Epoch 12 Batch 192/538 - Train Accuracy: 0.823, Validation Accuracy: 0.784, Loss: 0.221 Epoch 12 Batch 193/538 - Train Accuracy: 0.798, Validation Accuracy: 0.795, Loss: 0.241 Epoch 12 Batch 194/538 - Train Accuracy: 0.773, Validation Accuracy: 0.811, Loss: 0.249 Epoch 12 Batch 195/538 - Train Accuracy: 0.834, Validation Accuracy: 0.818, Loss: 0.220 Epoch 12 Batch 196/538 - Train Accuracy: 0.822, Validation Accuracy: 0.802, Loss: 0.220 Epoch 12 Batch 197/538 - Train Accuracy: 0.816, Validation Accuracy: 0.791, Loss: 0.231 Epoch 12 Batch 198/538 - Train Accuracy: 0.826, Validation Accuracy: 0.792, Loss: 0.224 Epoch 12 Batch 199/538 - Train Accuracy: 0.824, Validation Accuracy: 0.789, Loss: 0.243 Epoch 12 Batch 200/538 - Train Accuracy: 0.815, Validation Accuracy: 0.800, Loss: 0.227 Epoch 12 Batch 201/538 - Train Accuracy: 0.804, Validation Accuracy: 0.802, Loss: 0.239 Epoch 12 Batch 202/538 - Train Accuracy: 0.823, Validation Accuracy: 0.804, Loss: 0.227 Epoch 12 Batch 203/538 - Train Accuracy: 0.816, Validation Accuracy: 0.797, Loss: 0.260 Epoch 12 Batch 204/538 - Train Accuracy: 0.801, Validation Accuracy: 0.789, Loss: 0.243 Epoch 12 Batch 205/538 - Train Accuracy: 0.826, Validation Accuracy: 0.789, Loss: 0.222 Epoch 12 Batch 206/538 - Train Accuracy: 0.768, Validation Accuracy: 0.793, Loss: 0.237 Epoch 12 Batch 207/538 - Train Accuracy: 0.814, Validation Accuracy: 0.795, Loss: 0.234 Epoch 12 Batch 208/538 - Train Accuracy: 0.799, Validation Accuracy: 0.806, Loss: 0.254 Epoch 12 Batch 209/538 - Train Accuracy: 0.824, Validation Accuracy: 0.805, Loss: 0.229 Epoch 12 Batch 210/538 - Train Accuracy: 0.800, Validation Accuracy: 0.798, Loss: 0.233 Epoch 12 Batch 211/538 - Train Accuracy: 0.815, Validation Accuracy: 0.790, Loss: 0.240 Epoch 12 Batch 212/538 - Train Accuracy: 0.803, Validation Accuracy: 0.787, Loss: 0.234 Epoch 12 Batch 213/538 - Train Accuracy: 0.813, Validation Accuracy: 0.798, Loss: 0.232 Epoch 12 Batch 214/538 - Train Accuracy: 0.819, Validation Accuracy: 0.794, Loss: 0.227 Epoch 12 Batch 215/538 - Train Accuracy: 0.804, Validation Accuracy: 0.793, Loss: 0.227 Epoch 12 Batch 216/538 - Train Accuracy: 0.837, Validation Accuracy: 0.798, Loss: 0.239 Epoch 12 Batch 217/538 - Train Accuracy: 0.834, Validation Accuracy: 0.806, Loss: 0.229 Epoch 12 Batch 218/538 - Train Accuracy: 0.804, Validation Accuracy: 0.811, Loss: 0.235 Epoch 12 Batch 219/538 - Train Accuracy: 0.795, Validation Accuracy: 0.811, Loss: 0.257 Epoch 12 Batch 220/538 - Train Accuracy: 0.798, Validation Accuracy: 0.811, Loss: 0.213 Epoch 12 Batch 221/538 - Train Accuracy: 0.823, Validation Accuracy: 0.806, Loss: 0.223 Epoch 12 Batch 222/538 - Train Accuracy: 0.810, Validation Accuracy: 0.804, Loss: 0.224 Epoch 12 Batch 223/538 - Train Accuracy: 0.819, Validation Accuracy: 0.804, Loss: 0.238 Epoch 12 Batch 224/538 - Train Accuracy: 0.798, Validation Accuracy: 0.809, Loss: 0.237 Epoch 12 Batch 225/538 - Train Accuracy: 0.823, Validation Accuracy: 0.809, Loss: 0.230 Epoch 12 Batch 226/538 - Train Accuracy: 0.825, Validation Accuracy: 0.805, Loss: 0.226 Epoch 12 Batch 227/538 - Train Accuracy: 0.812, Validation Accuracy: 0.803, Loss: 0.223 Epoch 12 Batch 228/538 - Train Accuracy: 0.807, Validation Accuracy: 0.812, Loss: 0.228 Epoch 12 Batch 229/538 - Train Accuracy: 0.825, Validation Accuracy: 0.805, Loss: 0.225 Epoch 12 Batch 230/538 - Train Accuracy: 0.806, Validation Accuracy: 0.806, Loss: 0.240 Epoch 12 Batch 231/538 - Train Accuracy: 0.810, Validation Accuracy: 0.810, Loss: 0.236 Epoch 12 Batch 232/538 - Train Accuracy: 0.784, Validation Accuracy: 0.807, Loss: 0.245 Epoch 12 Batch 233/538 - Train Accuracy: 0.848, Validation Accuracy: 0.813, Loss: 0.239 Epoch 12 Batch 234/538 - Train Accuracy: 0.816, Validation Accuracy: 0.811, Loss: 0.235 Epoch 12 Batch 235/538 - Train Accuracy: 0.842, Validation Accuracy: 0.808, Loss: 0.211 Epoch 12 Batch 236/538 - Train Accuracy: 0.814, Validation Accuracy: 0.810, Loss: 0.251 Epoch 12 Batch 237/538 - Train Accuracy: 0.827, Validation Accuracy: 0.808, Loss: 0.215 Epoch 12 Batch 238/538 - Train Accuracy: 0.861, Validation Accuracy: 0.811, Loss: 0.220 Epoch 12 Batch 239/538 - Train Accuracy: 0.815, Validation Accuracy: 0.808, Loss: 0.236 Epoch 12 Batch 240/538 - Train Accuracy: 0.816, Validation Accuracy: 0.804, Loss: 0.226 Epoch 12 Batch 241/538 - Train Accuracy: 0.789, Validation Accuracy: 0.805, Loss: 0.237 Epoch 12 Batch 242/538 - Train Accuracy: 0.818, Validation Accuracy: 0.800, Loss: 0.231 Epoch 12 Batch 243/538 - Train Accuracy: 0.820, Validation Accuracy: 0.806, Loss: 0.239 Epoch 12 Batch 244/538 - Train Accuracy: 0.811, Validation Accuracy: 0.802, Loss: 0.225 Epoch 12 Batch 245/538 - Train Accuracy: 0.812, Validation Accuracy: 0.801, Loss: 0.245 Epoch 12 Batch 246/538 - Train Accuracy: 0.837, Validation Accuracy: 0.798, Loss: 0.214 Epoch 12 Batch 247/538 - Train Accuracy: 0.802, Validation Accuracy: 0.798, Loss: 0.239 Epoch 12 Batch 248/538 - Train Accuracy: 0.838, Validation Accuracy: 0.798, Loss: 0.221 Epoch 12 Batch 249/538 - Train Accuracy: 0.803, Validation Accuracy: 0.798, Loss: 0.224 Epoch 12 Batch 250/538 - Train Accuracy: 0.835, Validation Accuracy: 0.796, Loss: 0.229 Epoch 12 Batch 251/538 - Train Accuracy: 0.804, Validation Accuracy: 0.800, Loss: 0.237 Epoch 12 Batch 252/538 - Train Accuracy: 0.834, Validation Accuracy: 0.806, Loss: 0.206 Epoch 12 Batch 253/538 - Train Accuracy: 0.800, Validation Accuracy: 0.806, Loss: 0.222 Epoch 12 Batch 254/538 - Train Accuracy: 0.777, Validation Accuracy: 0.805, Loss: 0.239 Epoch 12 Batch 255/538 - Train Accuracy: 0.844, Validation Accuracy: 0.798, Loss: 0.218 Epoch 12 Batch 256/538 - Train Accuracy: 0.802, Validation Accuracy: 0.800, Loss: 0.236 Epoch 12 Batch 257/538 - Train Accuracy: 0.815, Validation Accuracy: 0.799, Loss: 0.230 Epoch 12 Batch 258/538 - Train Accuracy: 0.820, Validation Accuracy: 0.804, Loss: 0.231 Epoch 12 Batch 259/538 - Train Accuracy: 0.853, Validation Accuracy: 0.807, Loss: 0.214 Epoch 12 Batch 260/538 - Train Accuracy: 0.781, Validation Accuracy: 0.800, Loss: 0.237 Epoch 12 Batch 261/538 - Train Accuracy: 0.789, Validation Accuracy: 0.788, Loss: 0.250 Epoch 12 Batch 262/538 - Train Accuracy: 0.817, Validation Accuracy: 0.784, Loss: 0.220 Epoch 12 Batch 263/538 - Train Accuracy: 0.787, Validation Accuracy: 0.790, Loss: 0.231 Epoch 12 Batch 264/538 - Train Accuracy: 0.806, Validation Accuracy: 0.798, Loss: 0.236 Epoch 12 Batch 265/538 - Train Accuracy: 0.784, Validation Accuracy: 0.798, Loss: 0.247 Epoch 12 Batch 266/538 - Train Accuracy: 0.791, Validation Accuracy: 0.795, Loss: 0.249 Epoch 12 Batch 267/538 - Train Accuracy: 0.829, Validation Accuracy: 0.786, Loss: 0.236 Epoch 12 Batch 268/538 - Train Accuracy: 0.838, Validation Accuracy: 0.792, Loss: 0.227 Epoch 12 Batch 269/538 - Train Accuracy: 0.803, Validation Accuracy: 0.794, Loss: 0.234 Epoch 12 Batch 270/538 - Train Accuracy: 0.805, Validation Accuracy: 0.805, Loss: 0.234 Epoch 12 Batch 271/538 - Train Accuracy: 0.797, Validation Accuracy: 0.813, Loss: 0.240 Epoch 12 Batch 272/538 - Train Accuracy: 0.794, Validation Accuracy: 0.807, Loss: 0.255 Epoch 12 Batch 273/538 - Train Accuracy: 0.806, Validation Accuracy: 0.805, Loss: 0.241 Epoch 12 Batch 274/538 - Train Accuracy: 0.754, Validation Accuracy: 0.813, Loss: 0.261 Epoch 12 Batch 275/538 - Train Accuracy: 0.798, Validation Accuracy: 0.805, Loss: 0.248 Epoch 12 Batch 276/538 - Train Accuracy: 0.803, Validation Accuracy: 0.798, Loss: 0.240 Epoch 12 Batch 277/538 - Train Accuracy: 0.810, Validation Accuracy: 0.795, Loss: 0.235 Epoch 12 Batch 278/538 - Train Accuracy: 0.836, Validation Accuracy: 0.794, Loss: 0.230 Epoch 12 Batch 279/538 - Train Accuracy: 0.828, Validation Accuracy: 0.798, Loss: 0.230 Epoch 12 Batch 280/538 - Train Accuracy: 0.835, Validation Accuracy: 0.806, Loss: 0.219 Epoch 12 Batch 281/538 - Train Accuracy: 0.826, Validation Accuracy: 0.810, Loss: 0.240 Epoch 12 Batch 282/538 - Train Accuracy: 0.813, Validation Accuracy: 0.809, Loss: 0.254 Epoch 12 Batch 283/538 - Train Accuracy: 0.825, Validation Accuracy: 0.803, Loss: 0.231 Epoch 12 Batch 284/538 - Train Accuracy: 0.803, Validation Accuracy: 0.793, Loss: 0.239 Epoch 12 Batch 285/538 - Train Accuracy: 0.807, Validation Accuracy: 0.795, Loss: 0.214 Epoch 12 Batch 286/538 - Train Accuracy: 0.809, Validation Accuracy: 0.797, Loss: 0.242 Epoch 12 Batch 287/538 - Train Accuracy: 0.823, Validation Accuracy: 0.802, Loss: 0.218 Epoch 12 Batch 288/538 - Train Accuracy: 0.806, Validation Accuracy: 0.812, Loss: 0.239 Epoch 12 Batch 289/538 - Train Accuracy: 0.859, Validation Accuracy: 0.809, Loss: 0.208 Epoch 12 Batch 290/538 - Train Accuracy: 0.831, Validation Accuracy: 0.811, Loss: 0.212 Epoch 12 Batch 291/538 - Train Accuracy: 0.798, Validation Accuracy: 0.804, Loss: 0.226 Epoch 12 Batch 292/538 - Train Accuracy: 0.831, Validation Accuracy: 0.806, Loss: 0.202 Epoch 12 Batch 293/538 - Train Accuracy: 0.820, Validation Accuracy: 0.807, Loss: 0.229 Epoch 12 Batch 294/538 - Train Accuracy: 0.791, Validation Accuracy: 0.812, Loss: 0.235 Epoch 12 Batch 295/538 - Train Accuracy: 0.854, Validation Accuracy: 0.809, Loss: 0.215 Epoch 12 Batch 296/538 - Train Accuracy: 0.803, Validation Accuracy: 0.808, Loss: 0.235 Epoch 12 Batch 297/538 - Train Accuracy: 0.829, Validation Accuracy: 0.809, Loss: 0.243 Epoch 12 Batch 298/538 - Train Accuracy: 0.821, Validation Accuracy: 0.809, Loss: 0.228 Epoch 12 Batch 299/538 - Train Accuracy: 0.804, Validation Accuracy: 0.811, Loss: 0.245 Epoch 12 Batch 300/538 - Train Accuracy: 0.815, Validation Accuracy: 0.808, Loss: 0.228 Epoch 12 Batch 301/538 - Train Accuracy: 0.803, Validation Accuracy: 0.810, Loss: 0.232 Epoch 12 Batch 302/538 - Train Accuracy: 0.823, Validation Accuracy: 0.803, Loss: 0.214 Epoch 12 Batch 303/538 - Train Accuracy: 0.841, Validation Accuracy: 0.806, Loss: 0.232 Epoch 12 Batch 304/538 - Train Accuracy: 0.805, Validation Accuracy: 0.813, Loss: 0.247 Epoch 12 Batch 305/538 - Train Accuracy: 0.843, Validation Accuracy: 0.811, Loss: 0.218 Epoch 12 Batch 306/538 - Train Accuracy: 0.795, Validation Accuracy: 0.812, Loss: 0.233 Epoch 12 Batch 307/538 - Train Accuracy: 0.825, Validation Accuracy: 0.812, Loss: 0.232 Epoch 12 Batch 308/538 - Train Accuracy: 0.828, Validation Accuracy: 0.813, Loss: 0.239 Epoch 12 Batch 309/538 - Train Accuracy: 0.811, Validation Accuracy: 0.809, Loss: 0.228 Epoch 12 Batch 310/538 - Train Accuracy: 0.832, Validation Accuracy: 0.806, Loss: 0.234 Epoch 12 Batch 311/538 - Train Accuracy: 0.814, Validation Accuracy: 0.815, Loss: 0.234 Epoch 12 Batch 312/538 - Train Accuracy: 0.822, Validation Accuracy: 0.813, Loss: 0.213 Epoch 12 Batch 313/538 - Train Accuracy: 0.822, Validation Accuracy: 0.812, Loss: 0.235 Epoch 12 Batch 314/538 - Train Accuracy: 0.834, Validation Accuracy: 0.813, Loss: 0.232 Epoch 12 Batch 315/538 - Train Accuracy: 0.814, Validation Accuracy: 0.820, Loss: 0.219 Epoch 12 Batch 316/538 - Train Accuracy: 0.827, Validation Accuracy: 0.819, Loss: 0.214 Epoch 12 Batch 317/538 - Train Accuracy: 0.820, Validation Accuracy: 0.815, Loss: 0.250 Epoch 12 Batch 318/538 - Train Accuracy: 0.816, Validation Accuracy: 0.816, Loss: 0.227 Epoch 12 Batch 319/538 - Train Accuracy: 0.816, Validation Accuracy: 0.821, Loss: 0.227 Epoch 12 Batch 320/538 - Train Accuracy: 0.818, Validation Accuracy: 0.822, Loss: 0.234 Epoch 12 Batch 321/538 - Train Accuracy: 0.831, Validation Accuracy: 0.826, Loss: 0.220 Epoch 12 Batch 322/538 - Train Accuracy: 0.823, Validation Accuracy: 0.816, Loss: 0.229 Epoch 12 Batch 323/538 - Train Accuracy: 0.806, Validation Accuracy: 0.806, Loss: 0.222 Epoch 12 Batch 324/538 - Train Accuracy: 0.810, Validation Accuracy: 0.814, Loss: 0.241 Epoch 12 Batch 325/538 - Train Accuracy: 0.804, Validation Accuracy: 0.810, Loss: 0.230 Epoch 12 Batch 326/538 - Train Accuracy: 0.827, Validation Accuracy: 0.812, Loss: 0.225 Epoch 12 Batch 327/538 - Train Accuracy: 0.806, Validation Accuracy: 0.818, Loss: 0.246 Epoch 12 Batch 328/538 - Train Accuracy: 0.849, Validation Accuracy: 0.819, Loss: 0.216 Epoch 12 Batch 329/538 - Train Accuracy: 0.832, Validation Accuracy: 0.812, Loss: 0.245 Epoch 12 Batch 330/538 - Train Accuracy: 0.840, Validation Accuracy: 0.813, Loss: 0.219 Epoch 12 Batch 331/538 - Train Accuracy: 0.810, Validation Accuracy: 0.811, Loss: 0.221 Epoch 12 Batch 332/538 - Train Accuracy: 0.807, Validation Accuracy: 0.811, Loss: 0.237 Epoch 12 Batch 333/538 - Train Accuracy: 0.822, Validation Accuracy: 0.817, Loss: 0.238 Epoch 12 Batch 334/538 - Train Accuracy: 0.832, Validation Accuracy: 0.812, Loss: 0.216 Epoch 12 Batch 335/538 - Train Accuracy: 0.825, Validation Accuracy: 0.811, Loss: 0.229 Epoch 12 Batch 336/538 - Train Accuracy: 0.828, Validation Accuracy: 0.806, Loss: 0.220 Epoch 12 Batch 337/538 - Train Accuracy: 0.817, Validation Accuracy: 0.801, Loss: 0.230 Epoch 12 Batch 338/538 - Train Accuracy: 0.825, Validation Accuracy: 0.803, Loss: 0.230 Epoch 12 Batch 339/538 - Train Accuracy: 0.810, Validation Accuracy: 0.796, Loss: 0.221 Epoch 12 Batch 340/538 - Train Accuracy: 0.796, Validation Accuracy: 0.807, Loss: 0.252 Epoch 12 Batch 341/538 - Train Accuracy: 0.808, Validation Accuracy: 0.813, Loss: 0.226 Epoch 12 Batch 342/538 - Train Accuracy: 0.817, Validation Accuracy: 0.812, Loss: 0.223 Epoch 12 Batch 343/538 - Train Accuracy: 0.831, Validation Accuracy: 0.816, Loss: 0.232 Epoch 12 Batch 344/538 - Train Accuracy: 0.823, Validation Accuracy: 0.805, Loss: 0.226 Epoch 12 Batch 345/538 - Train Accuracy: 0.816, Validation Accuracy: 0.796, Loss: 0.233 Epoch 12 Batch 346/538 - Train Accuracy: 0.807, Validation Accuracy: 0.796, Loss: 0.240 Epoch 12 Batch 347/538 - Train Accuracy: 0.821, Validation Accuracy: 0.807, Loss: 0.230 Epoch 12 Batch 348/538 - Train Accuracy: 0.807, Validation Accuracy: 0.816, Loss: 0.224 Epoch 12 Batch 349/538 - Train Accuracy: 0.823, Validation Accuracy: 0.825, Loss: 0.215 Epoch 12 Batch 350/538 - Train Accuracy: 0.819, Validation Accuracy: 0.817, Loss: 0.236 Epoch 12 Batch 351/538 - Train Accuracy: 0.819, Validation Accuracy: 0.820, Loss: 0.257 Epoch 12 Batch 352/538 - Train Accuracy: 0.812, Validation Accuracy: 0.811, Loss: 0.249 Epoch 12 Batch 353/538 - Train Accuracy: 0.826, Validation Accuracy: 0.811, Loss: 0.228 Epoch 12 Batch 354/538 - Train Accuracy: 0.801, Validation Accuracy: 0.812, Loss: 0.229 Epoch 12 Batch 355/538 - Train Accuracy: 0.830, Validation Accuracy: 0.824, Loss: 0.240 Epoch 12 Batch 356/538 - Train Accuracy: 0.790, Validation Accuracy: 0.821, Loss: 0.216 Epoch 12 Batch 357/538 - Train Accuracy: 0.814, Validation Accuracy: 0.825, Loss: 0.226 Epoch 12 Batch 358/538 - Train Accuracy: 0.820, Validation Accuracy: 0.819, Loss: 0.233 Epoch 12 Batch 359/538 - Train Accuracy: 0.819, Validation Accuracy: 0.811, Loss: 0.217 Epoch 12 Batch 360/538 - Train Accuracy: 0.785, Validation Accuracy: 0.807, Loss: 0.230 Epoch 12 Batch 361/538 - Train Accuracy: 0.837, Validation Accuracy: 0.809, Loss: 0.228 Epoch 12 Batch 362/538 - Train Accuracy: 0.822, Validation Accuracy: 0.812, Loss: 0.208 Epoch 12 Batch 363/538 - Train Accuracy: 0.826, Validation Accuracy: 0.817, Loss: 0.217 Epoch 12 Batch 364/538 - Train Accuracy: 0.808, Validation Accuracy: 0.814, Loss: 0.247 Epoch 12 Batch 365/538 - Train Accuracy: 0.816, Validation Accuracy: 0.806, Loss: 0.221 Epoch 12 Batch 366/538 - Train Accuracy: 0.837, Validation Accuracy: 0.798, Loss: 0.234 Epoch 12 Batch 367/538 - Train Accuracy: 0.817, Validation Accuracy: 0.804, Loss: 0.223 Epoch 12 Batch 368/538 - Train Accuracy: 0.834, Validation Accuracy: 0.808, Loss: 0.208 Epoch 12 Batch 369/538 - Train Accuracy: 0.799, Validation Accuracy: 0.808, Loss: 0.223 Epoch 12 Batch 370/538 - Train Accuracy: 0.804, Validation Accuracy: 0.811, Loss: 0.239 Epoch 12 Batch 371/538 - Train Accuracy: 0.837, Validation Accuracy: 0.817, Loss: 0.228 Epoch 12 Batch 372/538 - Train Accuracy: 0.827, Validation Accuracy: 0.816, Loss: 0.228 Epoch 12 Batch 373/538 - Train Accuracy: 0.819, Validation Accuracy: 0.812, Loss: 0.224 Epoch 12 Batch 374/538 - Train Accuracy: 0.814, Validation Accuracy: 0.812, Loss: 0.231 Epoch 12 Batch 375/538 - Train Accuracy: 0.829, Validation Accuracy: 0.807, Loss: 0.210 Epoch 12 Batch 376/538 - Train Accuracy: 0.813, Validation Accuracy: 0.812, Loss: 0.235 Epoch 12 Batch 377/538 - Train Accuracy: 0.819, Validation Accuracy: 0.819, Loss: 0.229 Epoch 12 Batch 378/538 - Train Accuracy: 0.836, Validation Accuracy: 0.825, Loss: 0.212 Epoch 12 Batch 379/538 - Train Accuracy: 0.838, Validation Accuracy: 0.827, Loss: 0.223 Epoch 12 Batch 380/538 - Train Accuracy: 0.817, Validation Accuracy: 0.828, Loss: 0.226 Epoch 12 Batch 381/538 - Train Accuracy: 0.842, Validation Accuracy: 0.822, Loss: 0.213 Epoch 12 Batch 382/538 - Train Accuracy: 0.806, Validation Accuracy: 0.818, Loss: 0.232 Epoch 12 Batch 383/538 - Train Accuracy: 0.805, Validation Accuracy: 0.821, Loss: 0.235 Epoch 12 Batch 384/538 - Train Accuracy: 0.831, Validation Accuracy: 0.822, Loss: 0.214 Epoch 12 Batch 385/538 - Train Accuracy: 0.830, Validation Accuracy: 0.817, Loss: 0.226 Epoch 12 Batch 386/538 - Train Accuracy: 0.848, Validation Accuracy: 0.817, Loss: 0.229 Epoch 12 Batch 387/538 - Train Accuracy: 0.827, Validation Accuracy: 0.818, Loss: 0.232 Epoch 12 Batch 388/538 - Train Accuracy: 0.828, Validation Accuracy: 0.813, Loss: 0.227 Epoch 12 Batch 389/538 - Train Accuracy: 0.799, Validation Accuracy: 0.816, Loss: 0.242 Epoch 12 Batch 390/538 - Train Accuracy: 0.836, Validation Accuracy: 0.822, Loss: 0.217 Epoch 12 Batch 391/538 - Train Accuracy: 0.824, Validation Accuracy: 0.818, Loss: 0.230 Epoch 12 Batch 392/538 - Train Accuracy: 0.804, Validation Accuracy: 0.820, Loss: 0.231 Epoch 12 Batch 393/538 - Train Accuracy: 0.833, Validation Accuracy: 0.814, Loss: 0.208 Epoch 12 Batch 394/538 - Train Accuracy: 0.790, Validation Accuracy: 0.807, Loss: 0.250 Epoch 12 Batch 395/538 - Train Accuracy: 0.804, Validation Accuracy: 0.808, Loss: 0.246 Epoch 12 Batch 396/538 - Train Accuracy: 0.807, Validation Accuracy: 0.810, Loss: 0.230 Epoch 12 Batch 397/538 - Train Accuracy: 0.816, Validation Accuracy: 0.811, Loss: 0.251 Epoch 12 Batch 398/538 - Train Accuracy: 0.808, Validation Accuracy: 0.811, Loss: 0.239 Epoch 12 Batch 399/538 - Train Accuracy: 0.809, Validation Accuracy: 0.810, Loss: 0.245 Epoch 12 Batch 400/538 - Train Accuracy: 0.820, Validation Accuracy: 0.814, Loss: 0.241 Epoch 12 Batch 401/538 - Train Accuracy: 0.817, Validation Accuracy: 0.812, Loss: 0.237 Epoch 12 Batch 402/538 - Train Accuracy: 0.797, Validation Accuracy: 0.799, Loss: 0.231 Epoch 12 Batch 403/538 - Train Accuracy: 0.818, Validation Accuracy: 0.803, Loss: 0.239 Epoch 12 Batch 404/538 - Train Accuracy: 0.818, Validation Accuracy: 0.807, Loss: 0.225 Epoch 12 Batch 405/538 - Train Accuracy: 0.815, Validation Accuracy: 0.813, Loss: 0.218 Epoch 12 Batch 406/538 - Train Accuracy: 0.821, Validation Accuracy: 0.814, Loss: 0.223 Epoch 12 Batch 407/538 - Train Accuracy: 0.841, Validation Accuracy: 0.827, Loss: 0.237 Epoch 12 Batch 408/538 - Train Accuracy: 0.802, Validation Accuracy: 0.828, Loss: 0.248 Epoch 12 Batch 409/538 - Train Accuracy: 0.811, Validation Accuracy: 0.820, Loss: 0.243 Epoch 12 Batch 410/538 - Train Accuracy: 0.824, Validation Accuracy: 0.813, Loss: 0.230 Epoch 12 Batch 411/538 - Train Accuracy: 0.852, Validation Accuracy: 0.819, Loss: 0.215 Epoch 12 Batch 412/538 - Train Accuracy: 0.819, Validation Accuracy: 0.820, Loss: 0.223 Epoch 12 Batch 413/538 - Train Accuracy: 0.828, Validation Accuracy: 0.823, Loss: 0.220 Epoch 12 Batch 414/538 - Train Accuracy: 0.792, Validation Accuracy: 0.820, Loss: 0.245 Epoch 12 Batch 415/538 - Train Accuracy: 0.798, Validation Accuracy: 0.809, Loss: 0.229 Epoch 12 Batch 416/538 - Train Accuracy: 0.834, Validation Accuracy: 0.805, Loss: 0.225 Epoch 12 Batch 417/538 - Train Accuracy: 0.842, Validation Accuracy: 0.812, Loss: 0.225 Epoch 12 Batch 418/538 - Train Accuracy: 0.821, Validation Accuracy: 0.819, Loss: 0.230 Epoch 12 Batch 419/538 - Train Accuracy: 0.812, Validation Accuracy: 0.824, Loss: 0.226 Epoch 12 Batch 420/538 - Train Accuracy: 0.840, Validation Accuracy: 0.823, Loss: 0.221 Epoch 12 Batch 421/538 - Train Accuracy: 0.840, Validation Accuracy: 0.813, Loss: 0.216 Epoch 12 Batch 422/538 - Train Accuracy: 0.824, Validation Accuracy: 0.812, Loss: 0.235 Epoch 12 Batch 423/538 - Train Accuracy: 0.820, Validation Accuracy: 0.810, Loss: 0.233 Epoch 12 Batch 424/538 - Train Accuracy: 0.812, Validation Accuracy: 0.814, Loss: 0.225 Epoch 12 Batch 425/538 - Train Accuracy: 0.826, Validation Accuracy: 0.812, Loss: 0.239 Epoch 12 Batch 426/538 - Train Accuracy: 0.813, Validation Accuracy: 0.819, Loss: 0.237 Epoch 12 Batch 427/538 - Train Accuracy: 0.806, Validation Accuracy: 0.825, Loss: 0.238 Epoch 12 Batch 428/538 - Train Accuracy: 0.829, Validation Accuracy: 0.823, Loss: 0.216 Epoch 12 Batch 429/538 - Train Accuracy: 0.849, Validation Accuracy: 0.822, Loss: 0.232 Epoch 12 Batch 430/538 - Train Accuracy: 0.844, Validation Accuracy: 0.821, Loss: 0.223 Epoch 12 Batch 431/538 - Train Accuracy: 0.819, Validation Accuracy: 0.820, Loss: 0.224 Epoch 12 Batch 432/538 - Train Accuracy: 0.841, Validation Accuracy: 0.818, Loss: 0.214 Epoch 12 Batch 433/538 - Train Accuracy: 0.810, Validation Accuracy: 0.817, Loss: 0.268 Epoch 12 Batch 434/538 - Train Accuracy: 0.806, Validation Accuracy: 0.811, Loss: 0.234 Epoch 12 Batch 435/538 - Train Accuracy: 0.832, Validation Accuracy: 0.815, Loss: 0.222 Epoch 12 Batch 436/538 - Train Accuracy: 0.773, Validation Accuracy: 0.828, Loss: 0.243 Epoch 12 Batch 437/538 - Train Accuracy: 0.810, Validation Accuracy: 0.826, Loss: 0.233 Epoch 12 Batch 438/538 - Train Accuracy: 0.837, Validation Accuracy: 0.823, Loss: 0.218 Epoch 12 Batch 439/538 - Train Accuracy: 0.831, Validation Accuracy: 0.809, Loss: 0.216 Epoch 12 Batch 440/538 - Train Accuracy: 0.818, Validation Accuracy: 0.804, Loss: 0.243 Epoch 12 Batch 441/538 - Train Accuracy: 0.784, Validation Accuracy: 0.797, Loss: 0.248 Epoch 12 Batch 442/538 - Train Accuracy: 0.828, Validation Accuracy: 0.809, Loss: 0.209 Epoch 12 Batch 443/538 - Train Accuracy: 0.830, Validation Accuracy: 0.806, Loss: 0.236 Epoch 12 Batch 444/538 - Train Accuracy: 0.847, Validation Accuracy: 0.807, Loss: 0.215 Epoch 12 Batch 445/538 - Train Accuracy: 0.859, Validation Accuracy: 0.813, Loss: 0.221 Epoch 12 Batch 446/538 - Train Accuracy: 0.841, Validation Accuracy: 0.817, Loss: 0.216 Epoch 12 Batch 447/538 - Train Accuracy: 0.809, Validation Accuracy: 0.822, Loss: 0.229 Epoch 12 Batch 448/538 - Train Accuracy: 0.824, Validation Accuracy: 0.818, Loss: 0.211 Epoch 12 Batch 449/538 - Train Accuracy: 0.844, Validation Accuracy: 0.809, Loss: 0.231 Epoch 12 Batch 450/538 - Train Accuracy: 0.831, Validation Accuracy: 0.818, Loss: 0.244 Epoch 12 Batch 451/538 - Train Accuracy: 0.808, Validation Accuracy: 0.823, Loss: 0.216 Epoch 12 Batch 452/538 - Train Accuracy: 0.819, Validation Accuracy: 0.820, Loss: 0.222 Epoch 12 Batch 453/538 - Train Accuracy: 0.828, Validation Accuracy: 0.818, Loss: 0.231 Epoch 12 Batch 454/538 - Train Accuracy: 0.840, Validation Accuracy: 0.814, Loss: 0.218 Epoch 12 Batch 455/538 - Train Accuracy: 0.831, Validation Accuracy: 0.810, Loss: 0.205 Epoch 12 Batch 456/538 - Train Accuracy: 0.854, Validation Accuracy: 0.814, Loss: 0.216 Epoch 12 Batch 457/538 - Train Accuracy: 0.798, Validation Accuracy: 0.807, Loss: 0.228 Epoch 12 Batch 458/538 - Train Accuracy: 0.824, Validation Accuracy: 0.810, Loss: 0.206 Epoch 12 Batch 459/538 - Train Accuracy: 0.827, Validation Accuracy: 0.808, Loss: 0.224 Epoch 12 Batch 460/538 - Train Accuracy: 0.805, Validation Accuracy: 0.816, Loss: 0.217 Epoch 12 Batch 461/538 - Train Accuracy: 0.821, Validation Accuracy: 0.814, Loss: 0.232 Epoch 12 Batch 462/538 - Train Accuracy: 0.810, Validation Accuracy: 0.811, Loss: 0.225 Epoch 12 Batch 463/538 - Train Accuracy: 0.799, Validation Accuracy: 0.804, Loss: 0.238 Epoch 12 Batch 464/538 - Train Accuracy: 0.846, Validation Accuracy: 0.801, Loss: 0.238 Epoch 12 Batch 465/538 - Train Accuracy: 0.817, Validation Accuracy: 0.803, Loss: 0.224 Epoch 12 Batch 466/538 - Train Accuracy: 0.805, Validation Accuracy: 0.805, Loss: 0.239 Epoch 12 Batch 467/538 - Train Accuracy: 0.830, Validation Accuracy: 0.815, Loss: 0.230 Epoch 12 Batch 468/538 - Train Accuracy: 0.832, Validation Accuracy: 0.816, Loss: 0.225 Epoch 12 Batch 469/538 - Train Accuracy: 0.830, Validation Accuracy: 0.810, Loss: 0.222 Epoch 12 Batch 470/538 - Train Accuracy: 0.814, Validation Accuracy: 0.803, Loss: 0.221 Epoch 12 Batch 471/538 - Train Accuracy: 0.834, Validation Accuracy: 0.812, Loss: 0.211 Epoch 12 Batch 472/538 - Train Accuracy: 0.858, Validation Accuracy: 0.818, Loss: 0.215 Epoch 12 Batch 473/538 - Train Accuracy: 0.787, Validation Accuracy: 0.816, Loss: 0.249 Epoch 12 Batch 474/538 - Train Accuracy: 0.847, Validation Accuracy: 0.814, Loss: 0.202 Epoch 12 Batch 475/538 - Train Accuracy: 0.834, Validation Accuracy: 0.810, Loss: 0.213 Epoch 12 Batch 476/538 - Train Accuracy: 0.800, Validation Accuracy: 0.811, Loss: 0.224 Epoch 12 Batch 477/538 - Train Accuracy: 0.821, Validation Accuracy: 0.804, Loss: 0.224 Epoch 12 Batch 478/538 - Train Accuracy: 0.852, Validation Accuracy: 0.813, Loss: 0.211 Epoch 12 Batch 479/538 - Train Accuracy: 0.838, Validation Accuracy: 0.818, Loss: 0.213 Epoch 12 Batch 480/538 - Train Accuracy: 0.838, Validation Accuracy: 0.810, Loss: 0.218 Epoch 12 Batch 481/538 - Train Accuracy: 0.846, Validation Accuracy: 0.808, Loss: 0.224 Epoch 12 Batch 482/538 - Train Accuracy: 0.831, Validation Accuracy: 0.800, Loss: 0.200 Epoch 12 Batch 483/538 - Train Accuracy: 0.801, Validation Accuracy: 0.800, Loss: 0.230 Epoch 12 Batch 484/538 - Train Accuracy: 0.832, Validation Accuracy: 0.799, Loss: 0.243 Epoch 12 Batch 485/538 - Train Accuracy: 0.813, Validation Accuracy: 0.806, Loss: 0.217 Epoch 12 Batch 486/538 - Train Accuracy: 0.823, Validation Accuracy: 0.808, Loss: 0.213 Epoch 12 Batch 487/538 - Train Accuracy: 0.820, Validation Accuracy: 0.812, Loss: 0.220 Epoch 12 Batch 488/538 - Train Accuracy: 0.833, Validation Accuracy: 0.805, Loss: 0.218 Epoch 12 Batch 489/538 - Train Accuracy: 0.814, Validation Accuracy: 0.811, Loss: 0.224 Epoch 12 Batch 490/538 - Train Accuracy: 0.828, Validation Accuracy: 0.815, Loss: 0.225 Epoch 12 Batch 491/538 - Train Accuracy: 0.783, Validation Accuracy: 0.807, Loss: 0.241 Epoch 12 Batch 492/538 - Train Accuracy: 0.830, Validation Accuracy: 0.812, Loss: 0.219 Epoch 12 Batch 493/538 - Train Accuracy: 0.811, Validation Accuracy: 0.825, Loss: 0.220 Epoch 12 Batch 494/538 - Train Accuracy: 0.834, Validation Accuracy: 0.827, Loss: 0.235 Epoch 12 Batch 495/538 - Train Accuracy: 0.821, Validation Accuracy: 0.826, Loss: 0.229 Epoch 12 Batch 496/538 - Train Accuracy: 0.820, Validation Accuracy: 0.818, Loss: 0.216 Epoch 12 Batch 497/538 - Train Accuracy: 0.830, Validation Accuracy: 0.812, Loss: 0.212 Epoch 12 Batch 498/538 - Train Accuracy: 0.821, Validation Accuracy: 0.818, Loss: 0.230 Epoch 12 Batch 499/538 - Train Accuracy: 0.819, Validation Accuracy: 0.820, Loss: 0.215 Epoch 12 Batch 500/538 - Train Accuracy: 0.856, Validation Accuracy: 0.820, Loss: 0.203 Epoch 12 Batch 501/538 - Train Accuracy: 0.854, Validation Accuracy: 0.816, Loss: 0.223 Epoch 12 Batch 502/538 - Train Accuracy: 0.819, Validation Accuracy: 0.804, Loss: 0.224 Epoch 12 Batch 503/538 - Train Accuracy: 0.841, Validation Accuracy: 0.809, Loss: 0.228 Epoch 12 Batch 504/538 - Train Accuracy: 0.833, Validation Accuracy: 0.809, Loss: 0.217 Epoch 12 Batch 505/538 - Train Accuracy: 0.834, Validation Accuracy: 0.808, Loss: 0.216 Epoch 12 Batch 506/538 - Train Accuracy: 0.830, Validation Accuracy: 0.819, Loss: 0.207 Epoch 12 Batch 507/538 - Train Accuracy: 0.798, Validation Accuracy: 0.823, Loss: 0.245 Epoch 12 Batch 508/538 - Train Accuracy: 0.822, Validation Accuracy: 0.828, Loss: 0.212 Epoch 12 Batch 509/538 - Train Accuracy: 0.825, Validation Accuracy: 0.821, Loss: 0.218 Epoch 12 Batch 510/538 - Train Accuracy: 0.841, Validation Accuracy: 0.812, Loss: 0.228 Epoch 12 Batch 511/538 - Train Accuracy: 0.823, Validation Accuracy: 0.822, Loss: 0.220 Epoch 12 Batch 512/538 - Train Accuracy: 0.845, Validation Accuracy: 0.816, Loss: 0.218 Epoch 12 Batch 513/538 - Train Accuracy: 0.815, Validation Accuracy: 0.814, Loss: 0.228 Epoch 12 Batch 514/538 - Train Accuracy: 0.805, Validation Accuracy: 0.813, Loss: 0.222 Epoch 12 Batch 515/538 - Train Accuracy: 0.837, Validation Accuracy: 0.806, Loss: 0.221 Epoch 12 Batch 516/538 - Train Accuracy: 0.794, Validation Accuracy: 0.805, Loss: 0.221 Epoch 12 Batch 517/538 - Train Accuracy: 0.842, Validation Accuracy: 0.812, Loss: 0.215 Epoch 12 Batch 518/538 - Train Accuracy: 0.818, Validation Accuracy: 0.813, Loss: 0.236 Epoch 12 Batch 519/538 - Train Accuracy: 0.837, Validation Accuracy: 0.819, Loss: 0.213 Epoch 12 Batch 520/538 - Train Accuracy: 0.813, Validation Accuracy: 0.824, Loss: 0.233 Epoch 12 Batch 521/538 - Train Accuracy: 0.822, Validation Accuracy: 0.825, Loss: 0.236 Epoch 12 Batch 522/538 - Train Accuracy: 0.821, Validation Accuracy: 0.813, Loss: 0.213 Epoch 12 Batch 523/538 - Train Accuracy: 0.821, Validation Accuracy: 0.810, Loss: 0.222 Epoch 12 Batch 524/538 - Train Accuracy: 0.822, Validation Accuracy: 0.811, Loss: 0.230 Epoch 12 Batch 525/538 - Train Accuracy: 0.851, Validation Accuracy: 0.814, Loss: 0.216 Epoch 12 Batch 526/538 - Train Accuracy: 0.839, Validation Accuracy: 0.813, Loss: 0.207 Epoch 12 Batch 527/538 - Train Accuracy: 0.827, Validation Accuracy: 0.819, Loss: 0.222 Epoch 12 Batch 528/538 - Train Accuracy: 0.827, Validation Accuracy: 0.819, Loss: 0.233 Epoch 12 Batch 529/538 - Train Accuracy: 0.812, Validation Accuracy: 0.824, Loss: 0.217 Epoch 12 Batch 530/538 - Train Accuracy: 0.823, Validation Accuracy: 0.824, Loss: 0.226 Epoch 12 Batch 531/538 - Train Accuracy: 0.833, Validation Accuracy: 0.823, Loss: 0.224 Epoch 12 Batch 532/538 - Train Accuracy: 0.846, Validation Accuracy: 0.822, Loss: 0.217 Epoch 12 Batch 533/538 - Train Accuracy: 0.847, Validation Accuracy: 0.822, Loss: 0.225 Epoch 12 Batch 534/538 - Train Accuracy: 0.830, Validation Accuracy: 0.827, Loss: 0.206 Epoch 12 Batch 535/538 - Train Accuracy: 0.812, Validation Accuracy: 0.827, Loss: 0.219 Epoch 12 Batch 536/538 - Train Accuracy: 0.845, Validation Accuracy: 0.822, Loss: 0.233 Epoch 13 Batch 0/538 - Train Accuracy: 0.827, Validation Accuracy: 0.815, Loss: 0.221 Epoch 13 Batch 1/538 - Train Accuracy: 0.833, Validation Accuracy: 0.817, Loss: 0.221 Epoch 13 Batch 2/538 - Train Accuracy: 0.809, Validation Accuracy: 0.821, Loss: 0.235 Epoch 13 Batch 3/538 - Train Accuracy: 0.819, Validation Accuracy: 0.818, Loss: 0.218 Epoch 13 Batch 4/538 - Train Accuracy: 0.826, Validation Accuracy: 0.820, Loss: 0.224 Epoch 13 Batch 5/538 - Train Accuracy: 0.822, Validation Accuracy: 0.820, Loss: 0.236 Epoch 13 Batch 6/538 - Train Accuracy: 0.841, Validation Accuracy: 0.814, Loss: 0.223 Epoch 13 Batch 7/538 - Train Accuracy: 0.812, Validation Accuracy: 0.811, Loss: 0.220 Epoch 13 Batch 8/538 - Train Accuracy: 0.827, Validation Accuracy: 0.811, Loss: 0.229 Epoch 13 Batch 9/538 - Train Accuracy: 0.834, Validation Accuracy: 0.814, Loss: 0.212 Epoch 13 Batch 10/538 - Train Accuracy: 0.794, Validation Accuracy: 0.814, Loss: 0.235 Epoch 13 Batch 11/538 - Train Accuracy: 0.841, Validation Accuracy: 0.815, Loss: 0.215 Epoch 13 Batch 12/538 - Train Accuracy: 0.817, Validation Accuracy: 0.822, Loss: 0.227 Epoch 13 Batch 13/538 - Train Accuracy: 0.839, Validation Accuracy: 0.822, Loss: 0.202 Epoch 13 Batch 14/538 - Train Accuracy: 0.826, Validation Accuracy: 0.823, Loss: 0.220 Epoch 13 Batch 15/538 - Train Accuracy: 0.843, Validation Accuracy: 0.818, Loss: 0.208 Epoch 13 Batch 16/538 - Train Accuracy: 0.829, Validation Accuracy: 0.813, Loss: 0.214 Epoch 13 Batch 17/538 - Train Accuracy: 0.821, Validation Accuracy: 0.806, Loss: 0.221 Epoch 13 Batch 18/538 - Train Accuracy: 0.834, Validation Accuracy: 0.814, Loss: 0.235 Epoch 13 Batch 19/538 - Train Accuracy: 0.811, Validation Accuracy: 0.823, Loss: 0.231 Epoch 13 Batch 20/538 - Train Accuracy: 0.831, Validation Accuracy: 0.824, Loss: 0.218 Epoch 13 Batch 21/538 - Train Accuracy: 0.835, Validation Accuracy: 0.825, Loss: 0.220 Epoch 13 Batch 22/538 - Train Accuracy: 0.802, Validation Accuracy: 0.817, Loss: 0.219 Epoch 13 Batch 23/538 - Train Accuracy: 0.814, Validation Accuracy: 0.819, Loss: 0.237 Epoch 13 Batch 24/538 - Train Accuracy: 0.833, Validation Accuracy: 0.825, Loss: 0.219 Epoch 13 Batch 25/538 - Train Accuracy: 0.824, Validation Accuracy: 0.823, Loss: 0.228 Epoch 13 Batch 26/538 - Train Accuracy: 0.806, Validation Accuracy: 0.817, Loss: 0.238 Epoch 13 Batch 27/538 - Train Accuracy: 0.834, Validation Accuracy: 0.814, Loss: 0.219 Epoch 13 Batch 28/538 - Train Accuracy: 0.837, Validation Accuracy: 0.805, Loss: 0.215 Epoch 13 Batch 29/538 - Train Accuracy: 0.824, Validation Accuracy: 0.805, Loss: 0.221 Epoch 13 Batch 30/538 - Train Accuracy: 0.816, Validation Accuracy: 0.819, Loss: 0.238 Epoch 13 Batch 31/538 - Train Accuracy: 0.852, Validation Accuracy: 0.820, Loss: 0.196 Epoch 13 Batch 32/538 - Train Accuracy: 0.812, Validation Accuracy: 0.826, Loss: 0.209 Epoch 13 Batch 33/538 - Train Accuracy: 0.824, Validation Accuracy: 0.825, Loss: 0.231 Epoch 13 Batch 34/538 - Train Accuracy: 0.817, Validation Accuracy: 0.820, Loss: 0.226 Epoch 13 Batch 35/538 - Train Accuracy: 0.846, Validation Accuracy: 0.819, Loss: 0.207 Epoch 13 Batch 36/538 - Train Accuracy: 0.820, Validation Accuracy: 0.822, Loss: 0.220 Epoch 13 Batch 37/538 - Train Accuracy: 0.846, Validation Accuracy: 0.822, Loss: 0.231 Epoch 13 Batch 38/538 - Train Accuracy: 0.817, Validation Accuracy: 0.822, Loss: 0.224 Epoch 13 Batch 39/538 - Train Accuracy: 0.816, Validation Accuracy: 0.822, Loss: 0.231 Epoch 13 Batch 40/538 - Train Accuracy: 0.835, Validation Accuracy: 0.823, Loss: 0.196 Epoch 13 Batch 41/538 - Train Accuracy: 0.830, Validation Accuracy: 0.820, Loss: 0.227 Epoch 13 Batch 42/538 - Train Accuracy: 0.839, Validation Accuracy: 0.812, Loss: 0.216 Epoch 13 Batch 43/538 - Train Accuracy: 0.803, Validation Accuracy: 0.824, Loss: 0.252 Epoch 13 Batch 44/538 - Train Accuracy: 0.799, Validation Accuracy: 0.826, Loss: 0.234 Epoch 13 Batch 45/538 - Train Accuracy: 0.833, Validation Accuracy: 0.832, Loss: 0.211 Epoch 13 Batch 46/538 - Train Accuracy: 0.842, Validation Accuracy: 0.831, Loss: 0.216 Epoch 13 Batch 47/538 - Train Accuracy: 0.818, Validation Accuracy: 0.835, Loss: 0.222 Epoch 13 Batch 48/538 - Train Accuracy: 0.843, Validation Accuracy: 0.834, Loss: 0.215 Epoch 13 Batch 49/538 - Train Accuracy: 0.828, Validation Accuracy: 0.833, Loss: 0.242 Epoch 13 Batch 50/538 - Train Accuracy: 0.848, Validation Accuracy: 0.820, Loss: 0.213 Epoch 13 Batch 51/538 - Train Accuracy: 0.820, Validation Accuracy: 0.819, Loss: 0.241 Epoch 13 Batch 52/538 - Train Accuracy: 0.826, Validation Accuracy: 0.822, Loss: 0.232 Epoch 13 Batch 53/538 - Train Accuracy: 0.833, Validation Accuracy: 0.825, Loss: 0.211 Epoch 13 Batch 54/538 - Train Accuracy: 0.821, Validation Accuracy: 0.828, Loss: 0.215 Epoch 13 Batch 55/538 - Train Accuracy: 0.814, Validation Accuracy: 0.824, Loss: 0.221 Epoch 13 Batch 56/538 - Train Accuracy: 0.827, Validation Accuracy: 0.814, Loss: 0.208 Epoch 13 Batch 57/538 - Train Accuracy: 0.780, Validation Accuracy: 0.816, Loss: 0.245 Epoch 13 Batch 58/538 - Train Accuracy: 0.808, Validation Accuracy: 0.817, Loss: 0.228 Epoch 13 Batch 59/538 - Train Accuracy: 0.838, Validation Accuracy: 0.822, Loss: 0.239 Epoch 13 Batch 60/538 - Train Accuracy: 0.847, Validation Accuracy: 0.823, Loss: 0.223 Epoch 13 Batch 61/538 - Train Accuracy: 0.831, Validation Accuracy: 0.822, Loss: 0.223 Epoch 13 Batch 62/538 - Train Accuracy: 0.822, Validation Accuracy: 0.817, Loss: 0.216 Epoch 13 Batch 63/538 - Train Accuracy: 0.851, Validation Accuracy: 0.814, Loss: 0.207 Epoch 13 Batch 64/538 - Train Accuracy: 0.829, Validation Accuracy: 0.813, Loss: 0.204 Epoch 13 Batch 65/538 - Train Accuracy: 0.826, Validation Accuracy: 0.819, Loss: 0.226 Epoch 13 Batch 66/538 - Train Accuracy: 0.849, Validation Accuracy: 0.829, Loss: 0.205 Epoch 13 Batch 67/538 - Train Accuracy: 0.854, Validation Accuracy: 0.827, Loss: 0.214 Epoch 13 Batch 68/538 - Train Accuracy: 0.826, Validation Accuracy: 0.818, Loss: 0.198 Epoch 13 Batch 69/538 - Train Accuracy: 0.827, Validation Accuracy: 0.821, Loss: 0.215 Epoch 13 Batch 70/538 - Train Accuracy: 0.822, Validation Accuracy: 0.817, Loss: 0.226 Epoch 13 Batch 71/538 - Train Accuracy: 0.823, Validation Accuracy: 0.823, Loss: 0.219 Epoch 13 Batch 72/538 - Train Accuracy: 0.817, Validation Accuracy: 0.826, Loss: 0.257 Epoch 13 Batch 73/538 - Train Accuracy: 0.812, Validation Accuracy: 0.836, Loss: 0.219 Epoch 13 Batch 74/538 - Train Accuracy: 0.823, Validation Accuracy: 0.830, Loss: 0.214 Epoch 13 Batch 75/538 - Train Accuracy: 0.855, Validation Accuracy: 0.826, Loss: 0.212 Epoch 13 Batch 76/538 - Train Accuracy: 0.817, Validation Accuracy: 0.826, Loss: 0.225 Epoch 13 Batch 77/538 - Train Accuracy: 0.833, Validation Accuracy: 0.822, Loss: 0.219 Epoch 13 Batch 78/538 - Train Accuracy: 0.847, Validation Accuracy: 0.822, Loss: 0.215 Epoch 13 Batch 79/538 - Train Accuracy: 0.837, Validation Accuracy: 0.836, Loss: 0.206 Epoch 13 Batch 80/538 - Train Accuracy: 0.837, Validation Accuracy: 0.831, Loss: 0.230 Epoch 13 Batch 81/538 - Train Accuracy: 0.831, Validation Accuracy: 0.827, Loss: 0.233 Epoch 13 Batch 82/538 - Train Accuracy: 0.822, Validation Accuracy: 0.824, Loss: 0.226 Epoch 13 Batch 83/538 - Train Accuracy: 0.827, Validation Accuracy: 0.811, Loss: 0.236 Epoch 13 Batch 84/538 - Train Accuracy: 0.826, Validation Accuracy: 0.809, Loss: 0.221 Epoch 13 Batch 85/538 - Train Accuracy: 0.848, Validation Accuracy: 0.811, Loss: 0.201 Epoch 13 Batch 86/538 - Train Accuracy: 0.844, Validation Accuracy: 0.812, Loss: 0.223 Epoch 13 Batch 87/538 - Train Accuracy: 0.820, Validation Accuracy: 0.820, Loss: 0.225 Epoch 13 Batch 88/538 - Train Accuracy: 0.855, Validation Accuracy: 0.833, Loss: 0.215 Epoch 13 Batch 89/538 - Train Accuracy: 0.830, Validation Accuracy: 0.834, Loss: 0.218 Epoch 13 Batch 90/538 - Train Accuracy: 0.841, Validation Accuracy: 0.817, Loss: 0.216 Epoch 13 Batch 91/538 - Train Accuracy: 0.838, Validation Accuracy: 0.812, Loss: 0.216 Epoch 13 Batch 92/538 - Train Accuracy: 0.814, Validation Accuracy: 0.811, Loss: 0.224 Epoch 13 Batch 93/538 - Train Accuracy: 0.843, Validation Accuracy: 0.822, Loss: 0.221 Epoch 13 Batch 94/538 - Train Accuracy: 0.834, Validation Accuracy: 0.836, Loss: 0.213 Epoch 13 Batch 95/538 - Train Accuracy: 0.836, Validation Accuracy: 0.837, Loss: 0.205 Epoch 13 Batch 96/538 - Train Accuracy: 0.850, Validation Accuracy: 0.831, Loss: 0.198 Epoch 13 Batch 97/538 - Train Accuracy: 0.841, Validation Accuracy: 0.813, Loss: 0.211 Epoch 13 Batch 98/538 - Train Accuracy: 0.831, Validation Accuracy: 0.807, Loss: 0.204 Epoch 13 Batch 99/538 - Train Accuracy: 0.816, Validation Accuracy: 0.821, Loss: 0.213 Epoch 13 Batch 100/538 - Train Accuracy: 0.836, Validation Accuracy: 0.827, Loss: 0.214 Epoch 13 Batch 101/538 - Train Accuracy: 0.808, Validation Accuracy: 0.827, Loss: 0.228 Epoch 13 Batch 102/538 - Train Accuracy: 0.834, Validation Accuracy: 0.828, Loss: 0.229 Epoch 13 Batch 103/538 - Train Accuracy: 0.842, Validation Accuracy: 0.817, Loss: 0.222 Epoch 13 Batch 104/538 - Train Accuracy: 0.826, Validation Accuracy: 0.818, Loss: 0.211 Epoch 13 Batch 105/538 - Train Accuracy: 0.828, Validation Accuracy: 0.815, Loss: 0.208 Epoch 13 Batch 106/538 - Train Accuracy: 0.832, Validation Accuracy: 0.826, Loss: 0.211 Epoch 13 Batch 107/538 - Train Accuracy: 0.826, Validation Accuracy: 0.830, Loss: 0.238 Epoch 13 Batch 108/538 - Train Accuracy: 0.838, Validation Accuracy: 0.833, Loss: 0.223 Epoch 13 Batch 109/538 - Train Accuracy: 0.859, Validation Accuracy: 0.827, Loss: 0.207 Epoch 13 Batch 110/538 - Train Accuracy: 0.844, Validation Accuracy: 0.818, Loss: 0.214 Epoch 13 Batch 111/538 - Train Accuracy: 0.834, Validation Accuracy: 0.811, Loss: 0.208 Epoch 13 Batch 112/538 - Train Accuracy: 0.844, Validation Accuracy: 0.811, Loss: 0.223 Epoch 13 Batch 113/538 - Train Accuracy: 0.818, Validation Accuracy: 0.821, Loss: 0.227 Epoch 13 Batch 114/538 - Train Accuracy: 0.826, Validation Accuracy: 0.829, Loss: 0.200 Epoch 13 Batch 115/538 - Train Accuracy: 0.836, Validation Accuracy: 0.830, Loss: 0.230 Epoch 13 Batch 116/538 - Train Accuracy: 0.816, Validation Accuracy: 0.826, Loss: 0.226 Epoch 13 Batch 117/538 - Train Accuracy: 0.828, Validation Accuracy: 0.822, Loss: 0.226 Epoch 13 Batch 118/538 - Train Accuracy: 0.835, Validation Accuracy: 0.812, Loss: 0.205 Epoch 13 Batch 119/538 - Train Accuracy: 0.856, Validation Accuracy: 0.814, Loss: 0.194 Epoch 13 Batch 120/538 - Train Accuracy: 0.836, Validation Accuracy: 0.822, Loss: 0.202 Epoch 13 Batch 121/538 - Train Accuracy: 0.845, Validation Accuracy: 0.834, Loss: 0.209 Epoch 13 Batch 122/538 - Train Accuracy: 0.815, Validation Accuracy: 0.827, Loss: 0.213 Epoch 13 Batch 123/538 - Train Accuracy: 0.830, Validation Accuracy: 0.826, Loss: 0.210 Epoch 13 Batch 124/538 - Train Accuracy: 0.833, Validation Accuracy: 0.825, Loss: 0.209 Epoch 13 Batch 125/538 - Train Accuracy: 0.845, Validation Accuracy: 0.828, Loss: 0.210 Epoch 13 Batch 126/538 - Train Accuracy: 0.842, Validation Accuracy: 0.819, Loss: 0.210 Epoch 13 Batch 127/538 - Train Accuracy: 0.827, Validation Accuracy: 0.812, Loss: 0.224 Epoch 13 Batch 128/538 - Train Accuracy: 0.846, Validation Accuracy: 0.808, Loss: 0.208 Epoch 13 Batch 129/538 - Train Accuracy: 0.830, Validation Accuracy: 0.819, Loss: 0.209 Epoch 13 Batch 130/538 - Train Accuracy: 0.852, Validation Accuracy: 0.820, Loss: 0.202 Epoch 13 Batch 131/538 - Train Accuracy: 0.843, Validation Accuracy: 0.819, Loss: 0.223 Epoch 13 Batch 132/538 - Train Accuracy: 0.810, Validation Accuracy: 0.816, Loss: 0.218 Epoch 13 Batch 133/538 - Train Accuracy: 0.830, Validation Accuracy: 0.824, Loss: 0.198 Epoch 13 Batch 134/538 - Train Accuracy: 0.816, Validation Accuracy: 0.812, Loss: 0.241 Epoch 13 Batch 135/538 - Train Accuracy: 0.830, Validation Accuracy: 0.807, Loss: 0.225 Epoch 13 Batch 136/538 - Train Accuracy: 0.815, Validation Accuracy: 0.814, Loss: 0.212 Epoch 13 Batch 137/538 - Train Accuracy: 0.795, Validation Accuracy: 0.816, Loss: 0.231 Epoch 13 Batch 138/538 - Train Accuracy: 0.812, Validation Accuracy: 0.812, Loss: 0.209 Epoch 13 Batch 139/538 - Train Accuracy: 0.822, Validation Accuracy: 0.815, Loss: 0.241 Epoch 13 Batch 140/538 - Train Accuracy: 0.814, Validation Accuracy: 0.811, Loss: 0.232 Epoch 13 Batch 141/538 - Train Accuracy: 0.842, Validation Accuracy: 0.811, Loss: 0.222 Epoch 13 Batch 142/538 - Train Accuracy: 0.839, Validation Accuracy: 0.816, Loss: 0.212 Epoch 13 Batch 143/538 - Train Accuracy: 0.844, Validation Accuracy: 0.814, Loss: 0.223 Epoch 13 Batch 144/538 - Train Accuracy: 0.827, Validation Accuracy: 0.813, Loss: 0.236 Epoch 13 Batch 145/538 - Train Accuracy: 0.805, Validation Accuracy: 0.809, Loss: 0.225 Epoch 13 Batch 146/538 - Train Accuracy: 0.840, Validation Accuracy: 0.813, Loss: 0.207 Epoch 13 Batch 147/538 - Train Accuracy: 0.857, Validation Accuracy: 0.824, Loss: 0.201 Epoch 13 Batch 148/538 - Train Accuracy: 0.815, Validation Accuracy: 0.826, Loss: 0.238 Epoch 13 Batch 149/538 - Train Accuracy: 0.843, Validation Accuracy: 0.828, Loss: 0.213 Epoch 13 Batch 150/538 - Train Accuracy: 0.825, Validation Accuracy: 0.823, Loss: 0.216 Epoch 13 Batch 151/538 - Train Accuracy: 0.826, Validation Accuracy: 0.807, Loss: 0.211 Epoch 13 Batch 152/538 - Train Accuracy: 0.825, Validation Accuracy: 0.816, Loss: 0.212 Epoch 13 Batch 153/538 - Train Accuracy: 0.821, Validation Accuracy: 0.816, Loss: 0.219 Epoch 13 Batch 154/538 - Train Accuracy: 0.828, Validation Accuracy: 0.818, Loss: 0.206 Epoch 13 Batch 155/538 - Train Accuracy: 0.811, Validation Accuracy: 0.823, Loss: 0.213 Epoch 13 Batch 156/538 - Train Accuracy: 0.838, Validation Accuracy: 0.820, Loss: 0.212 Epoch 13 Batch 157/538 - Train Accuracy: 0.845, Validation Accuracy: 0.819, Loss: 0.200 Epoch 13 Batch 158/538 - Train Accuracy: 0.829, Validation Accuracy: 0.820, Loss: 0.222 Epoch 13 Batch 159/538 - Train Accuracy: 0.850, Validation Accuracy: 0.824, Loss: 0.224 Epoch 13 Batch 160/538 - Train Accuracy: 0.802, Validation Accuracy: 0.820, Loss: 0.206 Epoch 13 Batch 161/538 - Train Accuracy: 0.811, Validation Accuracy: 0.829, Loss: 0.220 Epoch 13 Batch 162/538 - Train Accuracy: 0.842, Validation Accuracy: 0.824, Loss: 0.215 Epoch 13 Batch 163/538 - Train Accuracy: 0.847, Validation Accuracy: 0.822, Loss: 0.229 Epoch 13 Batch 164/538 - Train Accuracy: 0.818, Validation Accuracy: 0.822, Loss: 0.223 Epoch 13 Batch 165/538 - Train Accuracy: 0.826, Validation Accuracy: 0.827, Loss: 0.204 Epoch 13 Batch 166/538 - Train Accuracy: 0.850, Validation Accuracy: 0.825, Loss: 0.203 Epoch 13 Batch 167/538 - Train Accuracy: 0.831, Validation Accuracy: 0.826, Loss: 0.231 Epoch 13 Batch 168/538 - Train Accuracy: 0.807, Validation Accuracy: 0.820, Loss: 0.246 Epoch 13 Batch 169/538 - Train Accuracy: 0.842, Validation Accuracy: 0.816, Loss: 0.207 Epoch 13 Batch 170/538 - Train Accuracy: 0.818, Validation Accuracy: 0.815, Loss: 0.216 Epoch 13 Batch 171/538 - Train Accuracy: 0.828, Validation Accuracy: 0.814, Loss: 0.223 Epoch 13 Batch 172/538 - Train Accuracy: 0.853, Validation Accuracy: 0.815, Loss: 0.209 Epoch 13 Batch 173/538 - Train Accuracy: 0.844, Validation Accuracy: 0.817, Loss: 0.205 Epoch 13 Batch 174/538 - Train Accuracy: 0.813, Validation Accuracy: 0.814, Loss: 0.215 Epoch 13 Batch 175/538 - Train Accuracy: 0.833, Validation Accuracy: 0.811, Loss: 0.216 Epoch 13 Batch 176/538 - Train Accuracy: 0.816, Validation Accuracy: 0.810, Loss: 0.231 Epoch 13 Batch 177/538 - Train Accuracy: 0.821, Validation Accuracy: 0.808, Loss: 0.218 Epoch 13 Batch 178/538 - Train Accuracy: 0.823, Validation Accuracy: 0.812, Loss: 0.211 Epoch 13 Batch 179/538 - Train Accuracy: 0.838, Validation Accuracy: 0.807, Loss: 0.213 Epoch 13 Batch 180/538 - Train Accuracy: 0.854, Validation Accuracy: 0.808, Loss: 0.205 Epoch 13 Batch 181/538 - Train Accuracy: 0.799, Validation Accuracy: 0.809, Loss: 0.239 Epoch 13 Batch 182/538 - Train Accuracy: 0.830, Validation Accuracy: 0.808, Loss: 0.217 Epoch 13 Batch 183/538 - Train Accuracy: 0.851, Validation Accuracy: 0.811, Loss: 0.196 Epoch 13 Batch 184/538 - Train Accuracy: 0.845, Validation Accuracy: 0.817, Loss: 0.196 Epoch 13 Batch 185/538 - Train Accuracy: 0.850, Validation Accuracy: 0.813, Loss: 0.208 Epoch 13 Batch 186/538 - Train Accuracy: 0.833, Validation Accuracy: 0.812, Loss: 0.207 Epoch 13 Batch 187/538 - Train Accuracy: 0.831, Validation Accuracy: 0.802, Loss: 0.208 Epoch 13 Batch 188/538 - Train Accuracy: 0.834, Validation Accuracy: 0.814, Loss: 0.210 Epoch 13 Batch 189/538 - Train Accuracy: 0.815, Validation Accuracy: 0.823, Loss: 0.212 Epoch 13 Batch 190/538 - Train Accuracy: 0.839, Validation Accuracy: 0.821, Loss: 0.242 Epoch 13 Batch 191/538 - Train Accuracy: 0.823, Validation Accuracy: 0.816, Loss: 0.213 Epoch 13 Batch 192/538 - Train Accuracy: 0.844, Validation Accuracy: 0.810, Loss: 0.197 Epoch 13 Batch 193/538 - Train Accuracy: 0.821, Validation Accuracy: 0.808, Loss: 0.209 Epoch 13 Batch 194/538 - Train Accuracy: 0.820, Validation Accuracy: 0.818, Loss: 0.232 Epoch 13 Batch 195/538 - Train Accuracy: 0.862, Validation Accuracy: 0.823, Loss: 0.201 Epoch 13 Batch 196/538 - Train Accuracy: 0.832, Validation Accuracy: 0.820, Loss: 0.202 Epoch 13 Batch 197/538 - Train Accuracy: 0.846, Validation Accuracy: 0.819, Loss: 0.206 Epoch 13 Batch 198/538 - Train Accuracy: 0.844, Validation Accuracy: 0.809, Loss: 0.209 Epoch 13 Batch 199/538 - Train Accuracy: 0.826, Validation Accuracy: 0.812, Loss: 0.223 Epoch 13 Batch 200/538 - Train Accuracy: 0.835, Validation Accuracy: 0.820, Loss: 0.208 Epoch 13 Batch 201/538 - Train Accuracy: 0.821, Validation Accuracy: 0.827, Loss: 0.213 Epoch 13 Batch 202/538 - Train Accuracy: 0.852, Validation Accuracy: 0.830, Loss: 0.208 Epoch 13 Batch 203/538 - Train Accuracy: 0.831, Validation Accuracy: 0.830, Loss: 0.223 Epoch 13 Batch 204/538 - Train Accuracy: 0.815, Validation Accuracy: 0.826, Loss: 0.219 Epoch 13 Batch 205/538 - Train Accuracy: 0.840, Validation Accuracy: 0.825, Loss: 0.205 Epoch 13 Batch 206/538 - Train Accuracy: 0.785, Validation Accuracy: 0.826, Loss: 0.218 Epoch 13 Batch 207/538 - Train Accuracy: 0.837, Validation Accuracy: 0.827, Loss: 0.207 Epoch 13 Batch 208/538 - Train Accuracy: 0.831, Validation Accuracy: 0.832, Loss: 0.229 Epoch 13 Batch 209/538 - Train Accuracy: 0.851, Validation Accuracy: 0.827, Loss: 0.206 Epoch 13 Batch 210/538 - Train Accuracy: 0.808, Validation Accuracy: 0.812, Loss: 0.215 Epoch 13 Batch 211/538 - Train Accuracy: 0.839, Validation Accuracy: 0.819, Loss: 0.224 Epoch 13 Batch 212/538 - Train Accuracy: 0.820, Validation Accuracy: 0.832, Loss: 0.219 Epoch 13 Batch 213/538 - Train Accuracy: 0.827, Validation Accuracy: 0.833, Loss: 0.204 Epoch 13 Batch 214/538 - Train Accuracy: 0.850, Validation Accuracy: 0.827, Loss: 0.212 Epoch 13 Batch 215/538 - Train Accuracy: 0.831, Validation Accuracy: 0.814, Loss: 0.204 Epoch 13 Batch 216/538 - Train Accuracy: 0.832, Validation Accuracy: 0.815, Loss: 0.231 Epoch 13 Batch 217/538 - Train Accuracy: 0.845, Validation Accuracy: 0.812, Loss: 0.214 Epoch 13 Batch 218/538 - Train Accuracy: 0.824, Validation Accuracy: 0.831, Loss: 0.217 Epoch 13 Batch 219/538 - Train Accuracy: 0.816, Validation Accuracy: 0.832, Loss: 0.239 Epoch 13 Batch 220/538 - Train Accuracy: 0.810, Validation Accuracy: 0.833, Loss: 0.205 Epoch 13 Batch 221/538 - Train Accuracy: 0.844, Validation Accuracy: 0.831, Loss: 0.202 Epoch 13 Batch 222/538 - Train Accuracy: 0.827, Validation Accuracy: 0.814, Loss: 0.203 Epoch 13 Batch 223/538 - Train Accuracy: 0.838, Validation Accuracy: 0.812, Loss: 0.214 Epoch 13 Batch 224/538 - Train Accuracy: 0.840, Validation Accuracy: 0.814, Loss: 0.211 Epoch 13 Batch 225/538 - Train Accuracy: 0.835, Validation Accuracy: 0.829, Loss: 0.210 Epoch 13 Batch 226/538 - Train Accuracy: 0.829, Validation Accuracy: 0.837, Loss: 0.208 Epoch 13 Batch 227/538 - Train Accuracy: 0.846, Validation Accuracy: 0.836, Loss: 0.199 Epoch 13 Batch 228/538 - Train Accuracy: 0.817, Validation Accuracy: 0.824, Loss: 0.219 Epoch 13 Batch 229/538 - Train Accuracy: 0.845, Validation Accuracy: 0.810, Loss: 0.207 Epoch 13 Batch 230/538 - Train Accuracy: 0.825, Validation Accuracy: 0.808, Loss: 0.224 Epoch 13 Batch 231/538 - Train Accuracy: 0.827, Validation Accuracy: 0.813, Loss: 0.219 Epoch 13 Batch 232/538 - Train Accuracy: 0.825, Validation Accuracy: 0.824, Loss: 0.226 Epoch 13 Batch 233/538 - Train Accuracy: 0.863, Validation Accuracy: 0.820, Loss: 0.214 Epoch 13 Batch 234/538 - Train Accuracy: 0.823, Validation Accuracy: 0.804, Loss: 0.222 Epoch 13 Batch 235/538 - Train Accuracy: 0.843, Validation Accuracy: 0.796, Loss: 0.190 Epoch 13 Batch 236/538 - Train Accuracy: 0.822, Validation Accuracy: 0.804, Loss: 0.234 Epoch 13 Batch 237/538 - Train Accuracy: 0.825, Validation Accuracy: 0.804, Loss: 0.195 Epoch 13 Batch 238/538 - Train Accuracy: 0.861, Validation Accuracy: 0.818, Loss: 0.205 Epoch 13 Batch 239/538 - Train Accuracy: 0.823, Validation Accuracy: 0.830, Loss: 0.212 Epoch 13 Batch 240/538 - Train Accuracy: 0.827, Validation Accuracy: 0.827, Loss: 0.210 Epoch 13 Batch 241/538 - Train Accuracy: 0.823, Validation Accuracy: 0.824, Loss: 0.216 Epoch 13 Batch 242/538 - Train Accuracy: 0.844, Validation Accuracy: 0.826, Loss: 0.213 Epoch 13 Batch 243/538 - Train Accuracy: 0.832, Validation Accuracy: 0.822, Loss: 0.227 Epoch 13 Batch 244/538 - Train Accuracy: 0.843, Validation Accuracy: 0.815, Loss: 0.204 Epoch 13 Batch 245/538 - Train Accuracy: 0.821, Validation Accuracy: 0.812, Loss: 0.228 Epoch 13 Batch 246/538 - Train Accuracy: 0.844, Validation Accuracy: 0.816, Loss: 0.193 Epoch 13 Batch 247/538 - Train Accuracy: 0.813, Validation Accuracy: 0.823, Loss: 0.226 Epoch 13 Batch 248/538 - Train Accuracy: 0.850, Validation Accuracy: 0.824, Loss: 0.207 Epoch 13 Batch 249/538 - Train Accuracy: 0.824, Validation Accuracy: 0.827, Loss: 0.199 Epoch 13 Batch 250/538 - Train Accuracy: 0.847, Validation Accuracy: 0.825, Loss: 0.208 Epoch 13 Batch 251/538 - Train Accuracy: 0.842, Validation Accuracy: 0.824, Loss: 0.217 Epoch 13 Batch 252/538 - Train Accuracy: 0.855, Validation Accuracy: 0.813, Loss: 0.201 Epoch 13 Batch 253/538 - Train Accuracy: 0.838, Validation Accuracy: 0.814, Loss: 0.199 Epoch 13 Batch 254/538 - Train Accuracy: 0.820, Validation Accuracy: 0.825, Loss: 0.220 Epoch 13 Batch 255/538 - Train Accuracy: 0.850, Validation Accuracy: 0.830, Loss: 0.201 Epoch 13 Batch 256/538 - Train Accuracy: 0.824, Validation Accuracy: 0.836, Loss: 0.215 Epoch 13 Batch 257/538 - Train Accuracy: 0.841, Validation Accuracy: 0.829, Loss: 0.210 Epoch 13 Batch 258/538 - Train Accuracy: 0.826, Validation Accuracy: 0.825, Loss: 0.202 Epoch 13 Batch 259/538 - Train Accuracy: 0.862, Validation Accuracy: 0.822, Loss: 0.201 Epoch 13 Batch 260/538 - Train Accuracy: 0.797, Validation Accuracy: 0.820, Loss: 0.217 Epoch 13 Batch 261/538 - Train Accuracy: 0.820, Validation Accuracy: 0.817, Loss: 0.221 Epoch 13 Batch 262/538 - Train Accuracy: 0.843, Validation Accuracy: 0.816, Loss: 0.209 Epoch 13 Batch 263/538 - Train Accuracy: 0.816, Validation Accuracy: 0.820, Loss: 0.213 Epoch 13 Batch 264/538 - Train Accuracy: 0.834, Validation Accuracy: 0.829, Loss: 0.218 Epoch 13 Batch 265/538 - Train Accuracy: 0.796, Validation Accuracy: 0.828, Loss: 0.228 Epoch 13 Batch 266/538 - Train Accuracy: 0.811, Validation Accuracy: 0.828, Loss: 0.229 Epoch 13 Batch 267/538 - Train Accuracy: 0.838, Validation Accuracy: 0.828, Loss: 0.205 Epoch 13 Batch 268/538 - Train Accuracy: 0.847, Validation Accuracy: 0.828, Loss: 0.199 Epoch 13 Batch 269/538 - Train Accuracy: 0.834, Validation Accuracy: 0.824, Loss: 0.205 Epoch 13 Batch 270/538 - Train Accuracy: 0.830, Validation Accuracy: 0.824, Loss: 0.213 Epoch 13 Batch 271/538 - Train Accuracy: 0.821, Validation Accuracy: 0.833, Loss: 0.216 Epoch 13 Batch 272/538 - Train Accuracy: 0.808, Validation Accuracy: 0.835, Loss: 0.232 Epoch 13 Batch 273/538 - Train Accuracy: 0.836, Validation Accuracy: 0.839, Loss: 0.208 Epoch 13 Batch 274/538 - Train Accuracy: 0.784, Validation Accuracy: 0.840, Loss: 0.231 Epoch 13 Batch 275/538 - Train Accuracy: 0.831, Validation Accuracy: 0.832, Loss: 0.231 Epoch 13 Batch 276/538 - Train Accuracy: 0.828, Validation Accuracy: 0.825, Loss: 0.216 Epoch 13 Batch 277/538 - Train Accuracy: 0.832, Validation Accuracy: 0.818, Loss: 0.211 Epoch 13 Batch 278/538 - Train Accuracy: 0.830, Validation Accuracy: 0.821, Loss: 0.212 Epoch 13 Batch 279/538 - Train Accuracy: 0.840, Validation Accuracy: 0.827, Loss: 0.209 Epoch 13 Batch 280/538 - Train Accuracy: 0.853, Validation Accuracy: 0.839, Loss: 0.198 Epoch 13 Batch 281/538 - Train Accuracy: 0.838, Validation Accuracy: 0.836, Loss: 0.215 Epoch 13 Batch 282/538 - Train Accuracy: 0.837, Validation Accuracy: 0.838, Loss: 0.229 Epoch 13 Batch 283/538 - Train Accuracy: 0.838, Validation Accuracy: 0.827, Loss: 0.217 Epoch 13 Batch 284/538 - Train Accuracy: 0.824, Validation Accuracy: 0.813, Loss: 0.221 Epoch 13 Batch 285/538 - Train Accuracy: 0.815, Validation Accuracy: 0.812, Loss: 0.206 Epoch 13 Batch 286/538 - Train Accuracy: 0.829, Validation Accuracy: 0.818, Loss: 0.222 Epoch 13 Batch 287/538 - Train Accuracy: 0.847, Validation Accuracy: 0.829, Loss: 0.200 Epoch 13 Batch 288/538 - Train Accuracy: 0.825, Validation Accuracy: 0.829, Loss: 0.216 Epoch 13 Batch 289/538 - Train Accuracy: 0.858, Validation Accuracy: 0.822, Loss: 0.194 Epoch 13 Batch 290/538 - Train Accuracy: 0.853, Validation Accuracy: 0.819, Loss: 0.197 Epoch 13 Batch 291/538 - Train Accuracy: 0.813, Validation Accuracy: 0.809, Loss: 0.208 Epoch 13 Batch 292/538 - Train Accuracy: 0.844, Validation Accuracy: 0.808, Loss: 0.191 Epoch 13 Batch 293/538 - Train Accuracy: 0.835, Validation Accuracy: 0.813, Loss: 0.198 Epoch 13 Batch 294/538 - Train Accuracy: 0.810, Validation Accuracy: 0.824, Loss: 0.222 Epoch 13 Batch 295/538 - Train Accuracy: 0.861, Validation Accuracy: 0.830, Loss: 0.199 Epoch 13 Batch 296/538 - Train Accuracy: 0.838, Validation Accuracy: 0.832, Loss: 0.213 Epoch 13 Batch 297/538 - Train Accuracy: 0.827, Validation Accuracy: 0.823, Loss: 0.226 Epoch 13 Batch 298/538 - Train Accuracy: 0.836, Validation Accuracy: 0.820, Loss: 0.211 Epoch 13 Batch 299/538 - Train Accuracy: 0.817, Validation Accuracy: 0.826, Loss: 0.227 Epoch 13 Batch 300/538 - Train Accuracy: 0.812, Validation Accuracy: 0.831, Loss: 0.211 Epoch 13 Batch 301/538 - Train Accuracy: 0.824, Validation Accuracy: 0.834, Loss: 0.211 Epoch 13 Batch 302/538 - Train Accuracy: 0.853, Validation Accuracy: 0.833, Loss: 0.197 Epoch 13 Batch 303/538 - Train Accuracy: 0.862, Validation Accuracy: 0.834, Loss: 0.207 Epoch 13 Batch 304/538 - Train Accuracy: 0.824, Validation Accuracy: 0.835, Loss: 0.222 Epoch 13 Batch 305/538 - Train Accuracy: 0.859, Validation Accuracy: 0.835, Loss: 0.204 Epoch 13 Batch 306/538 - Train Accuracy: 0.815, Validation Accuracy: 0.836, Loss: 0.222 Epoch 13 Batch 307/538 - Train Accuracy: 0.849, Validation Accuracy: 0.845, Loss: 0.214 Epoch 13 Batch 308/538 - Train Accuracy: 0.847, Validation Accuracy: 0.842, Loss: 0.206 Epoch 13 Batch 309/538 - Train Accuracy: 0.834, Validation Accuracy: 0.836, Loss: 0.207 Epoch 13 Batch 310/538 - Train Accuracy: 0.865, Validation Accuracy: 0.827, Loss: 0.222 Epoch 13 Batch 311/538 - Train Accuracy: 0.837, Validation Accuracy: 0.829, Loss: 0.211 Epoch 13 Batch 312/538 - Train Accuracy: 0.846, Validation Accuracy: 0.836, Loss: 0.192 Epoch 13 Batch 313/538 - Train Accuracy: 0.837, Validation Accuracy: 0.844, Loss: 0.200 Epoch 13 Batch 314/538 - Train Accuracy: 0.851, Validation Accuracy: 0.845, Loss: 0.206 Epoch 13 Batch 315/538 - Train Accuracy: 0.827, Validation Accuracy: 0.844, Loss: 0.198 Epoch 13 Batch 316/538 - Train Accuracy: 0.833, Validation Accuracy: 0.840, Loss: 0.203 Epoch 13 Batch 317/538 - Train Accuracy: 0.839, Validation Accuracy: 0.827, Loss: 0.218 Epoch 13 Batch 318/538 - Train Accuracy: 0.838, Validation Accuracy: 0.829, Loss: 0.208 Epoch 13 Batch 319/538 - Train Accuracy: 0.830, Validation Accuracy: 0.840, Loss: 0.211 Epoch 13 Batch 320/538 - Train Accuracy: 0.845, Validation Accuracy: 0.844, Loss: 0.196 Epoch 13 Batch 321/538 - Train Accuracy: 0.848, Validation Accuracy: 0.844, Loss: 0.200 Epoch 13 Batch 322/538 - Train Accuracy: 0.832, Validation Accuracy: 0.835, Loss: 0.211 Epoch 13 Batch 323/538 - Train Accuracy: 0.837, Validation Accuracy: 0.827, Loss: 0.198 Epoch 13 Batch 324/538 - Train Accuracy: 0.822, Validation Accuracy: 0.828, Loss: 0.227 Epoch 13 Batch 325/538 - Train Accuracy: 0.830, Validation Accuracy: 0.835, Loss: 0.206 Epoch 13 Batch 326/538 - Train Accuracy: 0.845, Validation Accuracy: 0.841, Loss: 0.208 Epoch 13 Batch 327/538 - Train Accuracy: 0.825, Validation Accuracy: 0.841, Loss: 0.214 Epoch 13 Batch 328/538 - Train Accuracy: 0.857, Validation Accuracy: 0.841, Loss: 0.192 Epoch 13 Batch 329/538 - Train Accuracy: 0.834, Validation Accuracy: 0.839, Loss: 0.215 Epoch 13 Batch 330/538 - Train Accuracy: 0.857, Validation Accuracy: 0.832, Loss: 0.187 Epoch 13 Batch 331/538 - Train Accuracy: 0.825, Validation Accuracy: 0.838, Loss: 0.203 Epoch 13 Batch 332/538 - Train Accuracy: 0.832, Validation Accuracy: 0.841, Loss: 0.212 Epoch 13 Batch 333/538 - Train Accuracy: 0.836, Validation Accuracy: 0.839, Loss: 0.215 Epoch 13 Batch 334/538 - Train Accuracy: 0.850, Validation Accuracy: 0.840, Loss: 0.194 Epoch 13 Batch 335/538 - Train Accuracy: 0.844, Validation Accuracy: 0.829, Loss: 0.207 Epoch 13 Batch 336/538 - Train Accuracy: 0.838, Validation Accuracy: 0.818, Loss: 0.197 Epoch 13 Batch 337/538 - Train Accuracy: 0.843, Validation Accuracy: 0.818, Loss: 0.211 Epoch 13 Batch 338/538 - Train Accuracy: 0.845, Validation Accuracy: 0.824, Loss: 0.210 Epoch 13 Batch 339/538 - Train Accuracy: 0.847, Validation Accuracy: 0.835, Loss: 0.198 Epoch 13 Batch 340/538 - Train Accuracy: 0.825, Validation Accuracy: 0.838, Loss: 0.219 Epoch 13 Batch 341/538 - Train Accuracy: 0.838, Validation Accuracy: 0.839, Loss: 0.207 Epoch 13 Batch 342/538 - Train Accuracy: 0.828, Validation Accuracy: 0.838, Loss: 0.204 Epoch 13 Batch 343/538 - Train Accuracy: 0.856, Validation Accuracy: 0.838, Loss: 0.214 Epoch 13 Batch 344/538 - Train Accuracy: 0.858, Validation Accuracy: 0.836, Loss: 0.198 Epoch 13 Batch 345/538 - Train Accuracy: 0.830, Validation Accuracy: 0.833, Loss: 0.212 Epoch 13 Batch 346/538 - Train Accuracy: 0.835, Validation Accuracy: 0.838, Loss: 0.218 Epoch 13 Batch 347/538 - Train Accuracy: 0.831, Validation Accuracy: 0.841, Loss: 0.205 Epoch 13 Batch 348/538 - Train Accuracy: 0.828, Validation Accuracy: 0.843, Loss: 0.202 Epoch 13 Batch 349/538 - Train Accuracy: 0.848, Validation Accuracy: 0.842, Loss: 0.187 Epoch 13 Batch 350/538 - Train Accuracy: 0.844, Validation Accuracy: 0.832, Loss: 0.214 Epoch 13 Batch 351/538 - Train Accuracy: 0.838, Validation Accuracy: 0.823, Loss: 0.233 Epoch 13 Batch 352/538 - Train Accuracy: 0.830, Validation Accuracy: 0.830, Loss: 0.221 Epoch 13 Batch 353/538 - Train Accuracy: 0.832, Validation Accuracy: 0.840, Loss: 0.209 Epoch 13 Batch 354/538 - Train Accuracy: 0.818, Validation Accuracy: 0.845, Loss: 0.225 Epoch 13 Batch 355/538 - Train Accuracy: 0.845, Validation Accuracy: 0.847, Loss: 0.221 Epoch 13 Batch 356/538 - Train Accuracy: 0.827, Validation Accuracy: 0.850, Loss: 0.199 Epoch 13 Batch 357/538 - Train Accuracy: 0.845, Validation Accuracy: 0.831, Loss: 0.199 Epoch 13 Batch 358/538 - Train Accuracy: 0.836, Validation Accuracy: 0.824, Loss: 0.206 Epoch 13 Batch 359/538 - Train Accuracy: 0.834, Validation Accuracy: 0.823, Loss: 0.204 Epoch 13 Batch 360/538 - Train Accuracy: 0.812, Validation Accuracy: 0.824, Loss: 0.211 Epoch 13 Batch 361/538 - Train Accuracy: 0.849, Validation Accuracy: 0.839, Loss: 0.204 Epoch 13 Batch 362/538 - Train Accuracy: 0.839, Validation Accuracy: 0.846, Loss: 0.196 Epoch 13 Batch 363/538 - Train Accuracy: 0.845, Validation Accuracy: 0.845, Loss: 0.193 Epoch 13 Batch 364/538 - Train Accuracy: 0.829, Validation Accuracy: 0.839, Loss: 0.220 Epoch 13 Batch 365/538 - Train Accuracy: 0.824, Validation Accuracy: 0.832, Loss: 0.200 Epoch 13 Batch 366/538 - Train Accuracy: 0.848, Validation Accuracy: 0.829, Loss: 0.211 Epoch 13 Batch 367/538 - Train Accuracy: 0.830, Validation Accuracy: 0.838, Loss: 0.202 Epoch 13 Batch 368/538 - Train Accuracy: 0.866, Validation Accuracy: 0.839, Loss: 0.191 Epoch 13 Batch 369/538 - Train Accuracy: 0.834, Validation Accuracy: 0.847, Loss: 0.205 Epoch 13 Batch 370/538 - Train Accuracy: 0.825, Validation Accuracy: 0.847, Loss: 0.222 Epoch 13 Batch 371/538 - Train Accuracy: 0.853, Validation Accuracy: 0.835, Loss: 0.208 Epoch 13 Batch 372/538 - Train Accuracy: 0.870, Validation Accuracy: 0.826, Loss: 0.208 Epoch 13 Batch 373/538 - Train Accuracy: 0.820, Validation Accuracy: 0.825, Loss: 0.197 Epoch 13 Batch 374/538 - Train Accuracy: 0.833, Validation Accuracy: 0.821, Loss: 0.208 Epoch 13 Batch 375/538 - Train Accuracy: 0.856, Validation Accuracy: 0.845, Loss: 0.194 Epoch 13 Batch 376/538 - Train Accuracy: 0.838, Validation Accuracy: 0.838, Loss: 0.217 Epoch 13 Batch 377/538 - Train Accuracy: 0.835, Validation Accuracy: 0.842, Loss: 0.200 Epoch 13 Batch 378/538 - Train Accuracy: 0.851, Validation Accuracy: 0.836, Loss: 0.188 Epoch 13 Batch 379/538 - Train Accuracy: 0.836, Validation Accuracy: 0.834, Loss: 0.196 Epoch 13 Batch 380/538 - Train Accuracy: 0.837, Validation Accuracy: 0.828, Loss: 0.201 Epoch 13 Batch 381/538 - Train Accuracy: 0.849, Validation Accuracy: 0.829, Loss: 0.190 Epoch 13 Batch 382/538 - Train Accuracy: 0.823, Validation Accuracy: 0.830, Loss: 0.211 Epoch 13 Batch 383/538 - Train Accuracy: 0.836, Validation Accuracy: 0.841, Loss: 0.211 Epoch 13 Batch 384/538 - Train Accuracy: 0.835, Validation Accuracy: 0.841, Loss: 0.198 Epoch 13 Batch 385/538 - Train Accuracy: 0.848, Validation Accuracy: 0.838, Loss: 0.206 Epoch 13 Batch 386/538 - Train Accuracy: 0.853, Validation Accuracy: 0.835, Loss: 0.214 Epoch 13 Batch 387/538 - Train Accuracy: 0.830, Validation Accuracy: 0.827, Loss: 0.205 Epoch 13 Batch 388/538 - Train Accuracy: 0.837, Validation Accuracy: 0.826, Loss: 0.197 Epoch 13 Batch 389/538 - Train Accuracy: 0.814, Validation Accuracy: 0.830, Loss: 0.218 Epoch 13 Batch 390/538 - Train Accuracy: 0.859, Validation Accuracy: 0.831, Loss: 0.196 Epoch 13 Batch 391/538 - Train Accuracy: 0.835, Validation Accuracy: 0.836, Loss: 0.203 Epoch 13 Batch 392/538 - Train Accuracy: 0.819, Validation Accuracy: 0.837, Loss: 0.212 Epoch 13 Batch 393/538 - Train Accuracy: 0.850, Validation Accuracy: 0.842, Loss: 0.195 Epoch 13 Batch 394/538 - Train Accuracy: 0.798, Validation Accuracy: 0.841, Loss: 0.217 Epoch 13 Batch 395/538 - Train Accuracy: 0.824, Validation Accuracy: 0.834, Loss: 0.214 Epoch 13 Batch 396/538 - Train Accuracy: 0.833, Validation Accuracy: 0.829, Loss: 0.211 Epoch 13 Batch 397/538 - Train Accuracy: 0.834, Validation Accuracy: 0.813, Loss: 0.211 Epoch 13 Batch 398/538 - Train Accuracy: 0.838, Validation Accuracy: 0.834, Loss: 0.218 Epoch 13 Batch 399/538 - Train Accuracy: 0.825, Validation Accuracy: 0.835, Loss: 0.227 Epoch 13 Batch 400/538 - Train Accuracy: 0.836, Validation Accuracy: 0.838, Loss: 0.215 Epoch 13 Batch 401/538 - Train Accuracy: 0.835, Validation Accuracy: 0.832, Loss: 0.213 Epoch 13 Batch 402/538 - Train Accuracy: 0.812, Validation Accuracy: 0.825, Loss: 0.204 Epoch 13 Batch 403/538 - Train Accuracy: 0.829, Validation Accuracy: 0.821, Loss: 0.214 Epoch 13 Batch 404/538 - Train Accuracy: 0.824, Validation Accuracy: 0.825, Loss: 0.211 Epoch 13 Batch 405/538 - Train Accuracy: 0.828, Validation Accuracy: 0.835, Loss: 0.202 Epoch 13 Batch 406/538 - Train Accuracy: 0.853, Validation Accuracy: 0.838, Loss: 0.195 Epoch 13 Batch 407/538 - Train Accuracy: 0.857, Validation Accuracy: 0.838, Loss: 0.219 Epoch 13 Batch 408/538 - Train Accuracy: 0.832, Validation Accuracy: 0.836, Loss: 0.219 Epoch 13 Batch 409/538 - Train Accuracy: 0.827, Validation Accuracy: 0.828, Loss: 0.223 Epoch 13 Batch 410/538 - Train Accuracy: 0.844, Validation Accuracy: 0.829, Loss: 0.210 Epoch 13 Batch 411/538 - Train Accuracy: 0.862, Validation Accuracy: 0.831, Loss: 0.203 Epoch 13 Batch 412/538 - Train Accuracy: 0.840, Validation Accuracy: 0.840, Loss: 0.194 Epoch 13 Batch 413/538 - Train Accuracy: 0.850, Validation Accuracy: 0.846, Loss: 0.214 Epoch 13 Batch 414/538 - Train Accuracy: 0.803, Validation Accuracy: 0.839, Loss: 0.226 Epoch 13 Batch 415/538 - Train Accuracy: 0.819, Validation Accuracy: 0.823, Loss: 0.212 Epoch 13 Batch 416/538 - Train Accuracy: 0.837, Validation Accuracy: 0.824, Loss: 0.205 Epoch 13 Batch 417/538 - Train Accuracy: 0.847, Validation Accuracy: 0.825, Loss: 0.200 Epoch 13 Batch 418/538 - Train Accuracy: 0.838, Validation Accuracy: 0.833, Loss: 0.211 Epoch 13 Batch 419/538 - Train Accuracy: 0.831, Validation Accuracy: 0.842, Loss: 0.199 Epoch 13 Batch 420/538 - Train Accuracy: 0.858, Validation Accuracy: 0.846, Loss: 0.202 Epoch 13 Batch 421/538 - Train Accuracy: 0.847, Validation Accuracy: 0.833, Loss: 0.192 Epoch 13 Batch 422/538 - Train Accuracy: 0.833, Validation Accuracy: 0.825, Loss: 0.218 Epoch 13 Batch 423/538 - Train Accuracy: 0.838, Validation Accuracy: 0.836, Loss: 0.225 Epoch 13 Batch 424/538 - Train Accuracy: 0.809, Validation Accuracy: 0.830, Loss: 0.203 Epoch 13 Batch 425/538 - Train Accuracy: 0.836, Validation Accuracy: 0.831, Loss: 0.211 Epoch 13 Batch 426/538 - Train Accuracy: 0.830, Validation Accuracy: 0.833, Loss: 0.217 Epoch 13 Batch 427/538 - Train Accuracy: 0.838, Validation Accuracy: 0.836, Loss: 0.217 Epoch 13 Batch 428/538 - Train Accuracy: 0.844, Validation Accuracy: 0.845, Loss: 0.211 Epoch 13 Batch 429/538 - Train Accuracy: 0.856, Validation Accuracy: 0.846, Loss: 0.205 Epoch 13 Batch 430/538 - Train Accuracy: 0.854, Validation Accuracy: 0.844, Loss: 0.211 Epoch 13 Batch 431/538 - Train Accuracy: 0.842, Validation Accuracy: 0.843, Loss: 0.205 Epoch 13 Batch 432/538 - Train Accuracy: 0.868, Validation Accuracy: 0.845, Loss: 0.201 Epoch 13 Batch 433/538 - Train Accuracy: 0.830, Validation Accuracy: 0.848, Loss: 0.234 Epoch 13 Batch 434/538 - Train Accuracy: 0.826, Validation Accuracy: 0.852, Loss: 0.214 Epoch 13 Batch 435/538 - Train Accuracy: 0.842, Validation Accuracy: 0.853, Loss: 0.204 Epoch 13 Batch 436/538 - Train Accuracy: 0.798, Validation Accuracy: 0.851, Loss: 0.213 Epoch 13 Batch 437/538 - Train Accuracy: 0.843, Validation Accuracy: 0.850, Loss: 0.207 Epoch 13 Batch 438/538 - Train Accuracy: 0.853, Validation Accuracy: 0.833, Loss: 0.209 Epoch 13 Batch 439/538 - Train Accuracy: 0.849, Validation Accuracy: 0.826, Loss: 0.212 Epoch 13 Batch 440/538 - Train Accuracy: 0.830, Validation Accuracy: 0.833, Loss: 0.222 Epoch 13 Batch 441/538 - Train Accuracy: 0.806, Validation Accuracy: 0.833, Loss: 0.230 Epoch 13 Batch 442/538 - Train Accuracy: 0.843, Validation Accuracy: 0.841, Loss: 0.196 Epoch 13 Batch 443/538 - Train Accuracy: 0.847, Validation Accuracy: 0.837, Loss: 0.216 Epoch 13 Batch 444/538 - Train Accuracy: 0.862, Validation Accuracy: 0.831, Loss: 0.198 Epoch 13 Batch 445/538 - Train Accuracy: 0.879, Validation Accuracy: 0.831, Loss: 0.200 Epoch 13 Batch 446/538 - Train Accuracy: 0.839, Validation Accuracy: 0.832, Loss: 0.193 Epoch 13 Batch 447/538 - Train Accuracy: 0.817, Validation Accuracy: 0.828, Loss: 0.223 Epoch 13 Batch 448/538 - Train Accuracy: 0.843, Validation Accuracy: 0.830, Loss: 0.188 Epoch 13 Batch 449/538 - Train Accuracy: 0.841, Validation Accuracy: 0.824, Loss: 0.221 Epoch 13 Batch 450/538 - Train Accuracy: 0.831, Validation Accuracy: 0.828, Loss: 0.223 Epoch 13 Batch 451/538 - Train Accuracy: 0.807, Validation Accuracy: 0.822, Loss: 0.214 Epoch 13 Batch 452/538 - Train Accuracy: 0.830, Validation Accuracy: 0.827, Loss: 0.206 Epoch 13 Batch 453/538 - Train Accuracy: 0.838, Validation Accuracy: 0.827, Loss: 0.215 Epoch 13 Batch 454/538 - Train Accuracy: 0.843, Validation Accuracy: 0.827, Loss: 0.219 Epoch 13 Batch 455/538 - Train Accuracy: 0.837, Validation Accuracy: 0.826, Loss: 0.192 Epoch 13 Batch 456/538 - Train Accuracy: 0.860, Validation Accuracy: 0.821, Loss: 0.212 Epoch 13 Batch 457/538 - Train Accuracy: 0.801, Validation Accuracy: 0.825, Loss: 0.211 Epoch 13 Batch 458/538 - Train Accuracy: 0.846, Validation Accuracy: 0.826, Loss: 0.204 Epoch 13 Batch 459/538 - Train Accuracy: 0.848, Validation Accuracy: 0.836, Loss: 0.212 Epoch 13 Batch 460/538 - Train Accuracy: 0.824, Validation Accuracy: 0.840, Loss: 0.208 Epoch 13 Batch 461/538 - Train Accuracy: 0.840, Validation Accuracy: 0.837, Loss: 0.210 Epoch 13 Batch 462/538 - Train Accuracy: 0.828, Validation Accuracy: 0.840, Loss: 0.211 Epoch 13 Batch 463/538 - Train Accuracy: 0.820, Validation Accuracy: 0.830, Loss: 0.236 Epoch 13 Batch 464/538 - Train Accuracy: 0.852, Validation Accuracy: 0.828, Loss: 0.223 Epoch 13 Batch 465/538 - Train Accuracy: 0.827, Validation Accuracy: 0.828, Loss: 0.214 Epoch 13 Batch 466/538 - Train Accuracy: 0.815, Validation Accuracy: 0.832, Loss: 0.217 Epoch 13 Batch 467/538 - Train Accuracy: 0.844, Validation Accuracy: 0.830, Loss: 0.211 Epoch 13 Batch 468/538 - Train Accuracy: 0.845, Validation Accuracy: 0.828, Loss: 0.233 Epoch 13 Batch 469/538 - Train Accuracy: 0.850, Validation Accuracy: 0.828, Loss: 0.212 Epoch 13 Batch 470/538 - Train Accuracy: 0.829, Validation Accuracy: 0.827, Loss: 0.203 Epoch 13 Batch 471/538 - Train Accuracy: 0.845, Validation Accuracy: 0.832, Loss: 0.206 Epoch 13 Batch 472/538 - Train Accuracy: 0.868, Validation Accuracy: 0.838, Loss: 0.195 Epoch 13 Batch 473/538 - Train Accuracy: 0.813, Validation Accuracy: 0.841, Loss: 0.217 Epoch 13 Batch 474/538 - Train Accuracy: 0.856, Validation Accuracy: 0.835, Loss: 0.188 Epoch 13 Batch 475/538 - Train Accuracy: 0.850, Validation Accuracy: 0.824, Loss: 0.205 Epoch 13 Batch 476/538 - Train Accuracy: 0.832, Validation Accuracy: 0.813, Loss: 0.219 Epoch 13 Batch 477/538 - Train Accuracy: 0.829, Validation Accuracy: 0.816, Loss: 0.212 Epoch 13 Batch 478/538 - Train Accuracy: 0.860, Validation Accuracy: 0.829, Loss: 0.200 Epoch 13 Batch 479/538 - Train Accuracy: 0.848, Validation Accuracy: 0.843, Loss: 0.197 Epoch 13 Batch 480/538 - Train Accuracy: 0.856, Validation Accuracy: 0.841, Loss: 0.204 Epoch 13 Batch 481/538 - Train Accuracy: 0.855, Validation Accuracy: 0.833, Loss: 0.204 Epoch 13 Batch 482/538 - Train Accuracy: 0.849, Validation Accuracy: 0.811, Loss: 0.187 Epoch 13 Batch 483/538 - Train Accuracy: 0.830, Validation Accuracy: 0.806, Loss: 0.208 Epoch 13 Batch 484/538 - Train Accuracy: 0.846, Validation Accuracy: 0.816, Loss: 0.222 Epoch 13 Batch 485/538 - Train Accuracy: 0.835, Validation Accuracy: 0.827, Loss: 0.203 Epoch 13 Batch 486/538 - Train Accuracy: 0.850, Validation Accuracy: 0.838, Loss: 0.193 Epoch 13 Batch 487/538 - Train Accuracy: 0.835, Validation Accuracy: 0.846, Loss: 0.204 Epoch 13 Batch 488/538 - Train Accuracy: 0.861, Validation Accuracy: 0.843, Loss: 0.193 Epoch 13 Batch 489/538 - Train Accuracy: 0.830, Validation Accuracy: 0.836, Loss: 0.221 Epoch 13 Batch 490/538 - Train Accuracy: 0.835, Validation Accuracy: 0.838, Loss: 0.218 Epoch 13 Batch 491/538 - Train Accuracy: 0.785, Validation Accuracy: 0.830, Loss: 0.214 Epoch 13 Batch 492/538 - Train Accuracy: 0.828, Validation Accuracy: 0.835, Loss: 0.201 Epoch 13 Batch 493/538 - Train Accuracy: 0.815, Validation Accuracy: 0.837, Loss: 0.210 Epoch 13 Batch 494/538 - Train Accuracy: 0.843, Validation Accuracy: 0.834, Loss: 0.214 Epoch 13 Batch 495/538 - Train Accuracy: 0.834, Validation Accuracy: 0.843, Loss: 0.210 Epoch 13 Batch 496/538 - Train Accuracy: 0.837, Validation Accuracy: 0.839, Loss: 0.205 Epoch 13 Batch 497/538 - Train Accuracy: 0.844, Validation Accuracy: 0.840, Loss: 0.196 Epoch 13 Batch 498/538 - Train Accuracy: 0.826, Validation Accuracy: 0.840, Loss: 0.213 Epoch 13 Batch 499/538 - Train Accuracy: 0.821, Validation Accuracy: 0.827, Loss: 0.201 Epoch 13 Batch 500/538 - Train Accuracy: 0.879, Validation Accuracy: 0.822, Loss: 0.184 Epoch 13 Batch 501/538 - Train Accuracy: 0.854, Validation Accuracy: 0.823, Loss: 0.211 Epoch 13 Batch 502/538 - Train Accuracy: 0.834, Validation Accuracy: 0.825, Loss: 0.201 Epoch 13 Batch 503/538 - Train Accuracy: 0.852, Validation Accuracy: 0.830, Loss: 0.194 Epoch 13 Batch 504/538 - Train Accuracy: 0.855, Validation Accuracy: 0.837, Loss: 0.197 Epoch 13 Batch 505/538 - Train Accuracy: 0.846, Validation Accuracy: 0.835, Loss: 0.198 Epoch 13 Batch 506/538 - Train Accuracy: 0.837, Validation Accuracy: 0.833, Loss: 0.202 Epoch 13 Batch 507/538 - Train Accuracy: 0.809, Validation Accuracy: 0.829, Loss: 0.223 Epoch 13 Batch 508/538 - Train Accuracy: 0.823, Validation Accuracy: 0.827, Loss: 0.195 Epoch 13 Batch 509/538 - Train Accuracy: 0.839, Validation Accuracy: 0.829, Loss: 0.209 Epoch 13 Batch 510/538 - Train Accuracy: 0.854, Validation Accuracy: 0.842, Loss: 0.205 Epoch 13 Batch 511/538 - Train Accuracy: 0.843, Validation Accuracy: 0.845, Loss: 0.193 Epoch 13 Batch 512/538 - Train Accuracy: 0.866, Validation Accuracy: 0.845, Loss: 0.204 Epoch 13 Batch 513/538 - Train Accuracy: 0.823, Validation Accuracy: 0.839, Loss: 0.217 Epoch 13 Batch 514/538 - Train Accuracy: 0.813, Validation Accuracy: 0.833, Loss: 0.206 Epoch 13 Batch 515/538 - Train Accuracy: 0.861, Validation Accuracy: 0.832, Loss: 0.212 Epoch 13 Batch 516/538 - Train Accuracy: 0.826, Validation Accuracy: 0.838, Loss: 0.211 Epoch 13 Batch 517/538 - Train Accuracy: 0.860, Validation Accuracy: 0.845, Loss: 0.198 Epoch 13 Batch 518/538 - Train Accuracy: 0.822, Validation Accuracy: 0.849, Loss: 0.213 Epoch 13 Batch 519/538 - Train Accuracy: 0.869, Validation Accuracy: 0.848, Loss: 0.197 Epoch 13 Batch 520/538 - Train Accuracy: 0.845, Validation Accuracy: 0.842, Loss: 0.216 Epoch 13 Batch 521/538 - Train Accuracy: 0.836, Validation Accuracy: 0.846, Loss: 0.222 Epoch 13 Batch 522/538 - Train Accuracy: 0.847, Validation Accuracy: 0.840, Loss: 0.199 Epoch 13 Batch 523/538 - Train Accuracy: 0.841, Validation Accuracy: 0.847, Loss: 0.207 Epoch 13 Batch 524/538 - Train Accuracy: 0.837, Validation Accuracy: 0.849, Loss: 0.212 Epoch 13 Batch 525/538 - Train Accuracy: 0.858, Validation Accuracy: 0.840, Loss: 0.190 Epoch 13 Batch 526/538 - Train Accuracy: 0.848, Validation Accuracy: 0.832, Loss: 0.196 Epoch 13 Batch 527/538 - Train Accuracy: 0.843, Validation Accuracy: 0.834, Loss: 0.210 Epoch 13 Batch 528/538 - Train Accuracy: 0.847, Validation Accuracy: 0.837, Loss: 0.216 Epoch 13 Batch 529/538 - Train Accuracy: 0.835, Validation Accuracy: 0.842, Loss: 0.211 Epoch 13 Batch 530/538 - Train Accuracy: 0.827, Validation Accuracy: 0.845, Loss: 0.225 Epoch 13 Batch 531/538 - Train Accuracy: 0.850, Validation Accuracy: 0.844, Loss: 0.209 Epoch 13 Batch 532/538 - Train Accuracy: 0.850, Validation Accuracy: 0.838, Loss: 0.202 Epoch 13 Batch 533/538 - Train Accuracy: 0.852, Validation Accuracy: 0.837, Loss: 0.211 Epoch 13 Batch 534/538 - Train Accuracy: 0.847, Validation Accuracy: 0.830, Loss: 0.191 Epoch 13 Batch 535/538 - Train Accuracy: 0.840, Validation Accuracy: 0.821, Loss: 0.204 Epoch 13 Batch 536/538 - Train Accuracy: 0.861, Validation Accuracy: 0.832, Loss: 0.217 Epoch 14 Batch 0/538 - Train Accuracy: 0.853, Validation Accuracy: 0.835, Loss: 0.199 Epoch 14 Batch 1/538 - Train Accuracy: 0.842, Validation Accuracy: 0.851, Loss: 0.212 Epoch 14 Batch 2/538 - Train Accuracy: 0.827, Validation Accuracy: 0.840, Loss: 0.225 Epoch 14 Batch 3/538 - Train Accuracy: 0.822, Validation Accuracy: 0.837, Loss: 0.203 Epoch 14 Batch 4/538 - Train Accuracy: 0.840, Validation Accuracy: 0.824, Loss: 0.207 Epoch 14 Batch 5/538 - Train Accuracy: 0.833, Validation Accuracy: 0.841, Loss: 0.222 Epoch 14 Batch 6/538 - Train Accuracy: 0.865, Validation Accuracy: 0.851, Loss: 0.209 Epoch 14 Batch 7/538 - Train Accuracy: 0.836, Validation Accuracy: 0.852, Loss: 0.195 Epoch 14 Batch 8/538 - Train Accuracy: 0.845, Validation Accuracy: 0.845, Loss: 0.212 Epoch 14 Batch 9/538 - Train Accuracy: 0.838, Validation Accuracy: 0.832, Loss: 0.192 Epoch 14 Batch 10/538 - Train Accuracy: 0.822, Validation Accuracy: 0.831, Loss: 0.215 Epoch 14 Batch 11/538 - Train Accuracy: 0.854, Validation Accuracy: 0.837, Loss: 0.207 Epoch 14 Batch 12/538 - Train Accuracy: 0.835, Validation Accuracy: 0.846, Loss: 0.222 Epoch 14 Batch 13/538 - Train Accuracy: 0.856, Validation Accuracy: 0.848, Loss: 0.191 Epoch 14 Batch 14/538 - Train Accuracy: 0.855, Validation Accuracy: 0.858, Loss: 0.211 Epoch 14 Batch 15/538 - Train Accuracy: 0.865, Validation Accuracy: 0.850, Loss: 0.200 Epoch 14 Batch 16/538 - Train Accuracy: 0.842, Validation Accuracy: 0.840, Loss: 0.202 Epoch 14 Batch 17/538 - Train Accuracy: 0.843, Validation Accuracy: 0.833, Loss: 0.207 Epoch 14 Batch 18/538 - Train Accuracy: 0.848, Validation Accuracy: 0.840, Loss: 0.215 Epoch 14 Batch 19/538 - Train Accuracy: 0.845, Validation Accuracy: 0.844, Loss: 0.214 Epoch 14 Batch 20/538 - Train Accuracy: 0.840, Validation Accuracy: 0.851, Loss: 0.215 Epoch 14 Batch 21/538 - Train Accuracy: 0.859, Validation Accuracy: 0.852, Loss: 0.204 Epoch 14 Batch 22/538 - Train Accuracy: 0.827, Validation Accuracy: 0.843, Loss: 0.209 Epoch 14 Batch 23/538 - Train Accuracy: 0.831, Validation Accuracy: 0.843, Loss: 0.220 Epoch 14 Batch 24/538 - Train Accuracy: 0.838, Validation Accuracy: 0.836, Loss: 0.200 Epoch 14 Batch 25/538 - Train Accuracy: 0.840, Validation Accuracy: 0.827, Loss: 0.207 Epoch 14 Batch 26/538 - Train Accuracy: 0.826, Validation Accuracy: 0.829, Loss: 0.213 Epoch 14 Batch 27/538 - Train Accuracy: 0.839, Validation Accuracy: 0.838, Loss: 0.200 Epoch 14 Batch 28/538 - Train Accuracy: 0.842, Validation Accuracy: 0.841, Loss: 0.201 Epoch 14 Batch 29/538 - Train Accuracy: 0.850, Validation Accuracy: 0.845, Loss: 0.203 Epoch 14 Batch 30/538 - Train Accuracy: 0.838, Validation Accuracy: 0.846, Loss: 0.217 Epoch 14 Batch 31/538 - Train Accuracy: 0.870, Validation Accuracy: 0.835, Loss: 0.189 Epoch 14 Batch 32/538 - Train Accuracy: 0.829, Validation Accuracy: 0.836, Loss: 0.192 Epoch 14 Batch 33/538 - Train Accuracy: 0.842, Validation Accuracy: 0.835, Loss: 0.207 Epoch 14 Batch 34/538 - Train Accuracy: 0.836, Validation Accuracy: 0.836, Loss: 0.210 Epoch 14 Batch 35/538 - Train Accuracy: 0.848, Validation Accuracy: 0.838, Loss: 0.189 Epoch 14 Batch 36/538 - Train Accuracy: 0.843, Validation Accuracy: 0.835, Loss: 0.196 Epoch 14 Batch 37/538 - Train Accuracy: 0.850, Validation Accuracy: 0.831, Loss: 0.209 Epoch 14 Batch 38/538 - Train Accuracy: 0.831, Validation Accuracy: 0.834, Loss: 0.218 Epoch 14 Batch 39/538 - Train Accuracy: 0.839, Validation Accuracy: 0.836, Loss: 0.215 Epoch 14 Batch 40/538 - Train Accuracy: 0.851, Validation Accuracy: 0.831, Loss: 0.177 Epoch 14 Batch 41/538 - Train Accuracy: 0.845, Validation Accuracy: 0.830, Loss: 0.206 Epoch 14 Batch 42/538 - Train Accuracy: 0.848, Validation Accuracy: 0.828, Loss: 0.207 Epoch 14 Batch 43/538 - Train Accuracy: 0.811, Validation Accuracy: 0.830, Loss: 0.216 Epoch 14 Batch 44/538 - Train Accuracy: 0.825, Validation Accuracy: 0.831, Loss: 0.216 Epoch 14 Batch 45/538 - Train Accuracy: 0.845, Validation Accuracy: 0.836, Loss: 0.192 Epoch 14 Batch 46/538 - Train Accuracy: 0.856, Validation Accuracy: 0.831, Loss: 0.197 Epoch 14 Batch 47/538 - Train Accuracy: 0.829, Validation Accuracy: 0.834, Loss: 0.212 Epoch 14 Batch 48/538 - Train Accuracy: 0.852, Validation Accuracy: 0.839, Loss: 0.194 Epoch 14 Batch 49/538 - Train Accuracy: 0.839, Validation Accuracy: 0.846, Loss: 0.209 Epoch 14 Batch 50/538 - Train Accuracy: 0.858, Validation Accuracy: 0.845, Loss: 0.202 Epoch 14 Batch 51/538 - Train Accuracy: 0.833, Validation Accuracy: 0.843, Loss: 0.227 Epoch 14 Batch 52/538 - Train Accuracy: 0.849, Validation Accuracy: 0.831, Loss: 0.211 Epoch 14 Batch 53/538 - Train Accuracy: 0.842, Validation Accuracy: 0.832, Loss: 0.189 Epoch 14 Batch 54/538 - Train Accuracy: 0.836, Validation Accuracy: 0.842, Loss: 0.199 Epoch 14 Batch 55/538 - Train Accuracy: 0.836, Validation Accuracy: 0.848, Loss: 0.210 Epoch 14 Batch 56/538 - Train Accuracy: 0.847, Validation Accuracy: 0.843, Loss: 0.197 Epoch 14 Batch 57/538 - Train Accuracy: 0.817, Validation Accuracy: 0.844, Loss: 0.218 Epoch 14 Batch 58/538 - Train Accuracy: 0.824, Validation Accuracy: 0.846, Loss: 0.209 Epoch 14 Batch 59/538 - Train Accuracy: 0.843, Validation Accuracy: 0.840, Loss: 0.219 Epoch 14 Batch 60/538 - Train Accuracy: 0.855, Validation Accuracy: 0.834, Loss: 0.206 Epoch 14 Batch 61/538 - Train Accuracy: 0.852, Validation Accuracy: 0.840, Loss: 0.206 Epoch 14 Batch 62/538 - Train Accuracy: 0.834, Validation Accuracy: 0.842, Loss: 0.201 Epoch 14 Batch 63/538 - Train Accuracy: 0.871, Validation Accuracy: 0.847, Loss: 0.181 Epoch 14 Batch 64/538 - Train Accuracy: 0.842, Validation Accuracy: 0.849, Loss: 0.183 Epoch 14 Batch 65/538 - Train Accuracy: 0.841, Validation Accuracy: 0.848, Loss: 0.204 Epoch 14 Batch 66/538 - Train Accuracy: 0.857, Validation Accuracy: 0.839, Loss: 0.188 Epoch 14 Batch 67/538 - Train Accuracy: 0.858, Validation Accuracy: 0.834, Loss: 0.200 Epoch 14 Batch 68/538 - Train Accuracy: 0.841, Validation Accuracy: 0.835, Loss: 0.183 Epoch 14 Batch 69/538 - Train Accuracy: 0.839, Validation Accuracy: 0.838, Loss: 0.202 Epoch 14 Batch 70/538 - Train Accuracy: 0.836, Validation Accuracy: 0.839, Loss: 0.198 Epoch 14 Batch 71/538 - Train Accuracy: 0.836, Validation Accuracy: 0.841, Loss: 0.209 Epoch 14 Batch 72/538 - Train Accuracy: 0.838, Validation Accuracy: 0.847, Loss: 0.226 Epoch 14 Batch 73/538 - Train Accuracy: 0.832, Validation Accuracy: 0.848, Loss: 0.208 Epoch 14 Batch 74/538 - Train Accuracy: 0.840, Validation Accuracy: 0.851, Loss: 0.197 Epoch 14 Batch 75/538 - Train Accuracy: 0.862, Validation Accuracy: 0.849, Loss: 0.191 Epoch 14 Batch 76/538 - Train Accuracy: 0.829, Validation Accuracy: 0.845, Loss: 0.204 Epoch 14 Batch 77/538 - Train Accuracy: 0.842, Validation Accuracy: 0.843, Loss: 0.200 Epoch 14 Batch 78/538 - Train Accuracy: 0.855, Validation Accuracy: 0.843, Loss: 0.197 Epoch 14 Batch 79/538 - Train Accuracy: 0.850, Validation Accuracy: 0.842, Loss: 0.193 Epoch 14 Batch 80/538 - Train Accuracy: 0.840, Validation Accuracy: 0.843, Loss: 0.207 Epoch 14 Batch 81/538 - Train Accuracy: 0.837, Validation Accuracy: 0.844, Loss: 0.210 Epoch 14 Batch 82/538 - Train Accuracy: 0.835, Validation Accuracy: 0.844, Loss: 0.200 Epoch 14 Batch 83/538 - Train Accuracy: 0.839, Validation Accuracy: 0.841, Loss: 0.210 Epoch 14 Batch 84/538 - Train Accuracy: 0.841, Validation Accuracy: 0.835, Loss: 0.205 Epoch 14 Batch 85/538 - Train Accuracy: 0.848, Validation Accuracy: 0.834, Loss: 0.185 Epoch 14 Batch 86/538 - Train Accuracy: 0.870, Validation Accuracy: 0.833, Loss: 0.199 Epoch 14 Batch 87/538 - Train Accuracy: 0.842, Validation Accuracy: 0.835, Loss: 0.201 Epoch 14 Batch 88/538 - Train Accuracy: 0.878, Validation Accuracy: 0.849, Loss: 0.195 Epoch 14 Batch 89/538 - Train Accuracy: 0.846, Validation Accuracy: 0.848, Loss: 0.194 Epoch 14 Batch 90/538 - Train Accuracy: 0.847, Validation Accuracy: 0.850, Loss: 0.204 Epoch 14 Batch 91/538 - Train Accuracy: 0.854, Validation Accuracy: 0.837, Loss: 0.201 Epoch 14 Batch 92/538 - Train Accuracy: 0.834, Validation Accuracy: 0.825, Loss: 0.203 Epoch 14 Batch 93/538 - Train Accuracy: 0.841, Validation Accuracy: 0.827, Loss: 0.200 Epoch 14 Batch 94/538 - Train Accuracy: 0.854, Validation Accuracy: 0.826, Loss: 0.202 Epoch 14 Batch 95/538 - Train Accuracy: 0.839, Validation Accuracy: 0.834, Loss: 0.191 Epoch 14 Batch 96/538 - Train Accuracy: 0.859, Validation Accuracy: 0.838, Loss: 0.183 Epoch 14 Batch 97/538 - Train Accuracy: 0.866, Validation Accuracy: 0.839, Loss: 0.198 Epoch 14 Batch 98/538 - Train Accuracy: 0.843, Validation Accuracy: 0.839, Loss: 0.189 Epoch 14 Batch 99/538 - Train Accuracy: 0.826, Validation Accuracy: 0.838, Loss: 0.201 Epoch 14 Batch 100/538 - Train Accuracy: 0.858, Validation Accuracy: 0.835, Loss: 0.190 Epoch 14 Batch 101/538 - Train Accuracy: 0.824, Validation Accuracy: 0.841, Loss: 0.207 Epoch 14 Batch 102/538 - Train Accuracy: 0.839, Validation Accuracy: 0.844, Loss: 0.205 Epoch 14 Batch 103/538 - Train Accuracy: 0.859, Validation Accuracy: 0.846, Loss: 0.207 Epoch 14 Batch 104/538 - Train Accuracy: 0.850, Validation Accuracy: 0.848, Loss: 0.199 Epoch 14 Batch 105/538 - Train Accuracy: 0.837, Validation Accuracy: 0.851, Loss: 0.182 Epoch 14 Batch 106/538 - Train Accuracy: 0.827, Validation Accuracy: 0.847, Loss: 0.189 Epoch 14 Batch 107/538 - Train Accuracy: 0.839, Validation Accuracy: 0.842, Loss: 0.213 Epoch 14 Batch 108/538 - Train Accuracy: 0.860, Validation Accuracy: 0.840, Loss: 0.202 Epoch 14 Batch 109/538 - Train Accuracy: 0.878, Validation Accuracy: 0.840, Loss: 0.190 Epoch 14 Batch 110/538 - Train Accuracy: 0.861, Validation Accuracy: 0.844, Loss: 0.202 Epoch 14 Batch 111/538 - Train Accuracy: 0.854, Validation Accuracy: 0.847, Loss: 0.195 Epoch 14 Batch 112/538 - Train Accuracy: 0.851, Validation Accuracy: 0.840, Loss: 0.205 Epoch 14 Batch 113/538 - Train Accuracy: 0.829, Validation Accuracy: 0.829, Loss: 0.208 Epoch 14 Batch 114/538 - Train Accuracy: 0.836, Validation Accuracy: 0.833, Loss: 0.194 Epoch 14 Batch 115/538 - Train Accuracy: 0.859, Validation Accuracy: 0.829, Loss: 0.205 Epoch 14 Batch 116/538 - Train Accuracy: 0.833, Validation Accuracy: 0.838, Loss: 0.213 Epoch 14 Batch 117/538 - Train Accuracy: 0.838, Validation Accuracy: 0.845, Loss: 0.203 Epoch 14 Batch 118/538 - Train Accuracy: 0.838, Validation Accuracy: 0.846, Loss: 0.187 Epoch 14 Batch 119/538 - Train Accuracy: 0.866, Validation Accuracy: 0.840, Loss: 0.180 Epoch 14 Batch 120/538 - Train Accuracy: 0.841, Validation Accuracy: 0.834, Loss: 0.185 Epoch 14 Batch 121/538 - Train Accuracy: 0.848, Validation Accuracy: 0.829, Loss: 0.196 Epoch 14 Batch 122/538 - Train Accuracy: 0.838, Validation Accuracy: 0.825, Loss: 0.187 Epoch 14 Batch 123/538 - Train Accuracy: 0.854, Validation Accuracy: 0.835, Loss: 0.194 Epoch 14 Batch 124/538 - Train Accuracy: 0.851, Validation Accuracy: 0.832, Loss: 0.197 Epoch 14 Batch 125/538 - Train Accuracy: 0.854, Validation Accuracy: 0.835, Loss: 0.199 Epoch 14 Batch 126/538 - Train Accuracy: 0.855, Validation Accuracy: 0.833, Loss: 0.185 Epoch 14 Batch 127/538 - Train Accuracy: 0.846, Validation Accuracy: 0.834, Loss: 0.200 Epoch 14 Batch 128/538 - Train Accuracy: 0.852, Validation Accuracy: 0.839, Loss: 0.190 Epoch 14 Batch 129/538 - Train Accuracy: 0.846, Validation Accuracy: 0.833, Loss: 0.189 Epoch 14 Batch 130/538 - Train Accuracy: 0.861, Validation Accuracy: 0.832, Loss: 0.190 Epoch 14 Batch 131/538 - Train Accuracy: 0.852, Validation Accuracy: 0.821, Loss: 0.207 Epoch 14 Batch 132/538 - Train Accuracy: 0.816, Validation Accuracy: 0.825, Loss: 0.193 Epoch 14 Batch 133/538 - Train Accuracy: 0.855, Validation Accuracy: 0.829, Loss: 0.184 Epoch 14 Batch 134/538 - Train Accuracy: 0.831, Validation Accuracy: 0.830, Loss: 0.216 Epoch 14 Batch 135/538 - Train Accuracy: 0.839, Validation Accuracy: 0.833, Loss: 0.210 Epoch 14 Batch 136/538 - Train Accuracy: 0.834, Validation Accuracy: 0.827, Loss: 0.202 Epoch 14 Batch 137/538 - Train Accuracy: 0.811, Validation Accuracy: 0.827, Loss: 0.213 Epoch 14 Batch 138/538 - Train Accuracy: 0.835, Validation Accuracy: 0.830, Loss: 0.203 Epoch 14 Batch 139/538 - Train Accuracy: 0.840, Validation Accuracy: 0.834, Loss: 0.218 Epoch 14 Batch 140/538 - Train Accuracy: 0.843, Validation Accuracy: 0.839, Loss: 0.226 Epoch 14 Batch 141/538 - Train Accuracy: 0.854, Validation Accuracy: 0.846, Loss: 0.202 Epoch 14 Batch 142/538 - Train Accuracy: 0.872, Validation Accuracy: 0.845, Loss: 0.193 Epoch 14 Batch 143/538 - Train Accuracy: 0.847, Validation Accuracy: 0.836, Loss: 0.213 Epoch 14 Batch 144/538 - Train Accuracy: 0.840, Validation Accuracy: 0.833, Loss: 0.210 Epoch 14 Batch 145/538 - Train Accuracy: 0.831, Validation Accuracy: 0.833, Loss: 0.211 Epoch 14 Batch 146/538 - Train Accuracy: 0.847, Validation Accuracy: 0.837, Loss: 0.199 Epoch 14 Batch 147/538 - Train Accuracy: 0.874, Validation Accuracy: 0.848, Loss: 0.188 Epoch 14 Batch 148/538 - Train Accuracy: 0.831, Validation Accuracy: 0.848, Loss: 0.216 Epoch 14 Batch 149/538 - Train Accuracy: 0.849, Validation Accuracy: 0.848, Loss: 0.191 Epoch 14 Batch 150/538 - Train Accuracy: 0.845, Validation Accuracy: 0.849, Loss: 0.194 Epoch 14 Batch 151/538 - Train Accuracy: 0.846, Validation Accuracy: 0.852, Loss: 0.194 Epoch 14 Batch 152/538 - Train Accuracy: 0.846, Validation Accuracy: 0.855, Loss: 0.200 Epoch 14 Batch 153/538 - Train Accuracy: 0.824, Validation Accuracy: 0.849, Loss: 0.208 Epoch 14 Batch 154/538 - Train Accuracy: 0.851, Validation Accuracy: 0.843, Loss: 0.187 Epoch 14 Batch 155/538 - Train Accuracy: 0.825, Validation Accuracy: 0.839, Loss: 0.198 Epoch 14 Batch 156/538 - Train Accuracy: 0.854, Validation Accuracy: 0.835, Loss: 0.193 Epoch 14 Batch 157/538 - Train Accuracy: 0.843, Validation Accuracy: 0.839, Loss: 0.189 Epoch 14 Batch 158/538 - Train Accuracy: 0.839, Validation Accuracy: 0.844, Loss: 0.211 Epoch 14 Batch 159/538 - Train Accuracy: 0.857, Validation Accuracy: 0.845, Loss: 0.210 Epoch 14 Batch 160/538 - Train Accuracy: 0.831, Validation Accuracy: 0.844, Loss: 0.197 Epoch 14 Batch 161/538 - Train Accuracy: 0.830, Validation Accuracy: 0.843, Loss: 0.196 Epoch 14 Batch 162/538 - Train Accuracy: 0.842, Validation Accuracy: 0.846, Loss: 0.194 Epoch 14 Batch 163/538 - Train Accuracy: 0.853, Validation Accuracy: 0.842, Loss: 0.213 Epoch 14 Batch 164/538 - Train Accuracy: 0.825, Validation Accuracy: 0.840, Loss: 0.204 Epoch 14 Batch 165/538 - Train Accuracy: 0.845, Validation Accuracy: 0.847, Loss: 0.185 Epoch 14 Batch 166/538 - Train Accuracy: 0.860, Validation Accuracy: 0.842, Loss: 0.186 Epoch 14 Batch 167/538 - Train Accuracy: 0.838, Validation Accuracy: 0.842, Loss: 0.211 Epoch 14 Batch 168/538 - Train Accuracy: 0.824, Validation Accuracy: 0.836, Loss: 0.223 Epoch 14 Batch 169/538 - Train Accuracy: 0.866, Validation Accuracy: 0.831, Loss: 0.192 Epoch 14 Batch 170/538 - Train Accuracy: 0.833, Validation Accuracy: 0.831, Loss: 0.205 Epoch 14 Batch 171/538 - Train Accuracy: 0.863, Validation Accuracy: 0.820, Loss: 0.213 Epoch 14 Batch 172/538 - Train Accuracy: 0.859, Validation Accuracy: 0.823, Loss: 0.194 Epoch 14 Batch 173/538 - Train Accuracy: 0.854, Validation Accuracy: 0.832, Loss: 0.181 Epoch 14 Batch 174/538 - Train Accuracy: 0.837, Validation Accuracy: 0.836, Loss: 0.200 Epoch 14 Batch 175/538 - Train Accuracy: 0.843, Validation Accuracy: 0.832, Loss: 0.194 Epoch 14 Batch 176/538 - Train Accuracy: 0.826, Validation Accuracy: 0.830, Loss: 0.202 Epoch 14 Batch 177/538 - Train Accuracy: 0.837, Validation Accuracy: 0.825, Loss: 0.197 Epoch 14 Batch 178/538 - Train Accuracy: 0.820, Validation Accuracy: 0.819, Loss: 0.195 Epoch 14 Batch 179/538 - Train Accuracy: 0.854, Validation Accuracy: 0.820, Loss: 0.196 Epoch 14 Batch 180/538 - Train Accuracy: 0.875, Validation Accuracy: 0.827, Loss: 0.187 Epoch 14 Batch 181/538 - Train Accuracy: 0.817, Validation Accuracy: 0.835, Loss: 0.220 Epoch 14 Batch 182/538 - Train Accuracy: 0.851, Validation Accuracy: 0.825, Loss: 0.190 Epoch 14 Batch 183/538 - Train Accuracy: 0.859, Validation Accuracy: 0.818, Loss: 0.191 Epoch 14 Batch 184/538 - Train Accuracy: 0.857, Validation Accuracy: 0.822, Loss: 0.188 Epoch 14 Batch 185/538 - Train Accuracy: 0.860, Validation Accuracy: 0.817, Loss: 0.190 Epoch 14 Batch 186/538 - Train Accuracy: 0.843, Validation Accuracy: 0.823, Loss: 0.195 Epoch 14 Batch 187/538 - Train Accuracy: 0.846, Validation Accuracy: 0.831, Loss: 0.193 Epoch 14 Batch 188/538 - Train Accuracy: 0.840, Validation Accuracy: 0.841, Loss: 0.198 Epoch 14 Batch 189/538 - Train Accuracy: 0.842, Validation Accuracy: 0.840, Loss: 0.197 Epoch 14 Batch 190/538 - Train Accuracy: 0.847, Validation Accuracy: 0.836, Loss: 0.226 Epoch 14 Batch 191/538 - Train Accuracy: 0.846, Validation Accuracy: 0.826, Loss: 0.187 Epoch 14 Batch 192/538 - Train Accuracy: 0.870, Validation Accuracy: 0.815, Loss: 0.186 Epoch 14 Batch 193/538 - Train Accuracy: 0.836, Validation Accuracy: 0.822, Loss: 0.196 Epoch 14 Batch 194/538 - Train Accuracy: 0.820, Validation Accuracy: 0.833, Loss: 0.224 Epoch 14 Batch 195/538 - Train Accuracy: 0.868, Validation Accuracy: 0.845, Loss: 0.184 Epoch 14 Batch 196/538 - Train Accuracy: 0.856, Validation Accuracy: 0.849, Loss: 0.184 Epoch 14 Batch 197/538 - Train Accuracy: 0.861, Validation Accuracy: 0.844, Loss: 0.190 Epoch 14 Batch 198/538 - Train Accuracy: 0.863, Validation Accuracy: 0.842, Loss: 0.197 Epoch 14 Batch 199/538 - Train Accuracy: 0.831, Validation Accuracy: 0.827, Loss: 0.196 Epoch 14 Batch 200/538 - Train Accuracy: 0.847, Validation Accuracy: 0.827, Loss: 0.186 Epoch 14 Batch 201/538 - Train Accuracy: 0.834, Validation Accuracy: 0.825, Loss: 0.195 Epoch 14 Batch 202/538 - Train Accuracy: 0.868, Validation Accuracy: 0.836, Loss: 0.203 Epoch 14 Batch 203/538 - Train Accuracy: 0.845, Validation Accuracy: 0.855, Loss: 0.208 Epoch 14 Batch 204/538 - Train Accuracy: 0.830, Validation Accuracy: 0.851, Loss: 0.207 Epoch 14 Batch 205/538 - Train Accuracy: 0.858, Validation Accuracy: 0.852, Loss: 0.183 Epoch 14 Batch 206/538 - Train Accuracy: 0.801, Validation Accuracy: 0.842, Loss: 0.205 Epoch 14 Batch 207/538 - Train Accuracy: 0.851, Validation Accuracy: 0.830, Loss: 0.191 Epoch 14 Batch 208/538 - Train Accuracy: 0.832, Validation Accuracy: 0.828, Loss: 0.213 Epoch 14 Batch 209/538 - Train Accuracy: 0.857, Validation Accuracy: 0.844, Loss: 0.188 Epoch 14 Batch 210/538 - Train Accuracy: 0.821, Validation Accuracy: 0.861, Loss: 0.197 Epoch 14 Batch 211/538 - Train Accuracy: 0.848, Validation Accuracy: 0.858, Loss: 0.197 Epoch 14 Batch 212/538 - Train Accuracy: 0.829, Validation Accuracy: 0.862, Loss: 0.197 Epoch 14 Batch 213/538 - Train Accuracy: 0.841, Validation Accuracy: 0.848, Loss: 0.186 Epoch 14 Batch 214/538 - Train Accuracy: 0.865, Validation Accuracy: 0.839, Loss: 0.189 Epoch 14 Batch 215/538 - Train Accuracy: 0.848, Validation Accuracy: 0.829, Loss: 0.190 Epoch 14 Batch 216/538 - Train Accuracy: 0.848, Validation Accuracy: 0.830, Loss: 0.204 Epoch 14 Batch 217/538 - Train Accuracy: 0.866, Validation Accuracy: 0.845, Loss: 0.197 Epoch 14 Batch 218/538 - Train Accuracy: 0.830, Validation Accuracy: 0.849, Loss: 0.195 Epoch 14 Batch 219/538 - Train Accuracy: 0.828, Validation Accuracy: 0.853, Loss: 0.226 Epoch 14 Batch 220/538 - Train Accuracy: 0.832, Validation Accuracy: 0.831, Loss: 0.190 Epoch 14 Batch 221/538 - Train Accuracy: 0.857, Validation Accuracy: 0.825, Loss: 0.185 Epoch 14 Batch 222/538 - Train Accuracy: 0.828, Validation Accuracy: 0.826, Loss: 0.189 Epoch 14 Batch 223/538 - Train Accuracy: 0.858, Validation Accuracy: 0.827, Loss: 0.203 Epoch 14 Batch 224/538 - Train Accuracy: 0.854, Validation Accuracy: 0.832, Loss: 0.200 Epoch 14 Batch 225/538 - Train Accuracy: 0.853, Validation Accuracy: 0.830, Loss: 0.198 Epoch 14 Batch 226/538 - Train Accuracy: 0.842, Validation Accuracy: 0.834, Loss: 0.193 Epoch 14 Batch 227/538 - Train Accuracy: 0.851, Validation Accuracy: 0.828, Loss: 0.194 Epoch 14 Batch 228/538 - Train Accuracy: 0.829, Validation Accuracy: 0.825, Loss: 0.194 Epoch 14 Batch 229/538 - Train Accuracy: 0.859, Validation Accuracy: 0.816, Loss: 0.189 Epoch 14 Batch 230/538 - Train Accuracy: 0.832, Validation Accuracy: 0.815, Loss: 0.195 Epoch 14 Batch 231/538 - Train Accuracy: 0.852, Validation Accuracy: 0.823, Loss: 0.198 Epoch 14 Batch 232/538 - Train Accuracy: 0.823, Validation Accuracy: 0.828, Loss: 0.200 Epoch 14 Batch 233/538 - Train Accuracy: 0.868, Validation Accuracy: 0.832, Loss: 0.194 Epoch 14 Batch 234/538 - Train Accuracy: 0.844, Validation Accuracy: 0.824, Loss: 0.201 Epoch 14 Batch 235/538 - Train Accuracy: 0.868, Validation Accuracy: 0.828, Loss: 0.183 Epoch 14 Batch 236/538 - Train Accuracy: 0.831, Validation Accuracy: 0.823, Loss: 0.208 Epoch 14 Batch 237/538 - Train Accuracy: 0.844, Validation Accuracy: 0.823, Loss: 0.181 Epoch 14 Batch 238/538 - Train Accuracy: 0.869, Validation Accuracy: 0.829, Loss: 0.185 Epoch 14 Batch 239/538 - Train Accuracy: 0.846, Validation Accuracy: 0.842, Loss: 0.200 Epoch 14 Batch 240/538 - Train Accuracy: 0.853, Validation Accuracy: 0.846, Loss: 0.196 Epoch 14 Batch 241/538 - Train Accuracy: 0.841, Validation Accuracy: 0.847, Loss: 0.200 Epoch 14 Batch 242/538 - Train Accuracy: 0.843, Validation Accuracy: 0.846, Loss: 0.188 Epoch 14 Batch 243/538 - Train Accuracy: 0.862, Validation Accuracy: 0.837, Loss: 0.192 Epoch 14 Batch 244/538 - Train Accuracy: 0.839, Validation Accuracy: 0.837, Loss: 0.190 Epoch 14 Batch 245/538 - Train Accuracy: 0.838, Validation Accuracy: 0.835, Loss: 0.213 Epoch 14 Batch 246/538 - Train Accuracy: 0.852, Validation Accuracy: 0.831, Loss: 0.182 Epoch 14 Batch 247/538 - Train Accuracy: 0.829, Validation Accuracy: 0.832, Loss: 0.200 Epoch 14 Batch 248/538 - Train Accuracy: 0.847, Validation Accuracy: 0.834, Loss: 0.195 Epoch 14 Batch 249/538 - Train Accuracy: 0.832, Validation Accuracy: 0.848, Loss: 0.185 Epoch 14 Batch 250/538 - Train Accuracy: 0.863, Validation Accuracy: 0.853, Loss: 0.198 Epoch 14 Batch 251/538 - Train Accuracy: 0.859, Validation Accuracy: 0.857, Loss: 0.200 Epoch 14 Batch 252/538 - Train Accuracy: 0.854, Validation Accuracy: 0.848, Loss: 0.180 Epoch 14 Batch 253/538 - Train Accuracy: 0.842, Validation Accuracy: 0.835, Loss: 0.183 Epoch 14 Batch 254/538 - Train Accuracy: 0.824, Validation Accuracy: 0.835, Loss: 0.205 Epoch 14 Batch 255/538 - Train Accuracy: 0.872, Validation Accuracy: 0.830, Loss: 0.190 Epoch 14 Batch 256/538 - Train Accuracy: 0.823, Validation Accuracy: 0.830, Loss: 0.197 Epoch 14 Batch 257/538 - Train Accuracy: 0.846, Validation Accuracy: 0.834, Loss: 0.202 Epoch 14 Batch 258/538 - Train Accuracy: 0.842, Validation Accuracy: 0.838, Loss: 0.189 Epoch 14 Batch 259/538 - Train Accuracy: 0.874, Validation Accuracy: 0.836, Loss: 0.177 Epoch 14 Batch 260/538 - Train Accuracy: 0.800, Validation Accuracy: 0.834, Loss: 0.200 Epoch 14 Batch 261/538 - Train Accuracy: 0.830, Validation Accuracy: 0.831, Loss: 0.206 Epoch 14 Batch 262/538 - Train Accuracy: 0.854, Validation Accuracy: 0.833, Loss: 0.189 Epoch 14 Batch 263/538 - Train Accuracy: 0.833, Validation Accuracy: 0.843, Loss: 0.197 Epoch 14 Batch 264/538 - Train Accuracy: 0.843, Validation Accuracy: 0.840, Loss: 0.198 Epoch 14 Batch 265/538 - Train Accuracy: 0.819, Validation Accuracy: 0.846, Loss: 0.207 Epoch 14 Batch 266/538 - Train Accuracy: 0.824, Validation Accuracy: 0.845, Loss: 0.209 Epoch 14 Batch 267/538 - Train Accuracy: 0.842, Validation Accuracy: 0.841, Loss: 0.190 Epoch 14 Batch 268/538 - Train Accuracy: 0.858, Validation Accuracy: 0.838, Loss: 0.188 Epoch 14 Batch 269/538 - Train Accuracy: 0.842, Validation Accuracy: 0.834, Loss: 0.195 Epoch 14 Batch 270/538 - Train Accuracy: 0.835, Validation Accuracy: 0.838, Loss: 0.195 Epoch 14 Batch 271/538 - Train Accuracy: 0.838, Validation Accuracy: 0.848, Loss: 0.195 Epoch 14 Batch 272/538 - Train Accuracy: 0.826, Validation Accuracy: 0.851, Loss: 0.216 Epoch 14 Batch 273/538 - Train Accuracy: 0.851, Validation Accuracy: 0.850, Loss: 0.199 Epoch 14 Batch 274/538 - Train Accuracy: 0.787, Validation Accuracy: 0.846, Loss: 0.215 Epoch 14 Batch 275/538 - Train Accuracy: 0.843, Validation Accuracy: 0.850, Loss: 0.209 Epoch 14 Batch 276/538 - Train Accuracy: 0.842, Validation Accuracy: 0.839, Loss: 0.205 Epoch 14 Batch 277/538 - Train Accuracy: 0.837, Validation Accuracy: 0.840, Loss: 0.192 Epoch 14 Batch 278/538 - Train Accuracy: 0.846, Validation Accuracy: 0.841, Loss: 0.195 Epoch 14 Batch 279/538 - Train Accuracy: 0.847, Validation Accuracy: 0.844, Loss: 0.192 Epoch 14 Batch 280/538 - Train Accuracy: 0.859, Validation Accuracy: 0.849, Loss: 0.187 Epoch 14 Batch 281/538 - Train Accuracy: 0.850, Validation Accuracy: 0.849, Loss: 0.195 Epoch 14 Batch 282/538 - Train Accuracy: 0.852, Validation Accuracy: 0.852, Loss: 0.203 Epoch 14 Batch 283/538 - Train Accuracy: 0.859, Validation Accuracy: 0.844, Loss: 0.206 Epoch 14 Batch 284/538 - Train Accuracy: 0.840, Validation Accuracy: 0.846, Loss: 0.204 Epoch 14 Batch 285/538 - Train Accuracy: 0.851, Validation Accuracy: 0.845, Loss: 0.182 Epoch 14 Batch 286/538 - Train Accuracy: 0.843, Validation Accuracy: 0.852, Loss: 0.198 Epoch 14 Batch 287/538 - Train Accuracy: 0.851, Validation Accuracy: 0.849, Loss: 0.181 Epoch 14 Batch 288/538 - Train Accuracy: 0.847, Validation Accuracy: 0.847, Loss: 0.205 Epoch 14 Batch 289/538 - Train Accuracy: 0.872, Validation Accuracy: 0.846, Loss: 0.175 Epoch 14 Batch 290/538 - Train Accuracy: 0.864, Validation Accuracy: 0.847, Loss: 0.177 Epoch 14 Batch 291/538 - Train Accuracy: 0.834, Validation Accuracy: 0.856, Loss: 0.198 Epoch 14 Batch 292/538 - Train Accuracy: 0.857, Validation Accuracy: 0.856, Loss: 0.168 Epoch 14 Batch 293/538 - Train Accuracy: 0.855, Validation Accuracy: 0.847, Loss: 0.184 Epoch 14 Batch 294/538 - Train Accuracy: 0.827, Validation Accuracy: 0.846, Loss: 0.197 Epoch 14 Batch 295/538 - Train Accuracy: 0.877, Validation Accuracy: 0.850, Loss: 0.176 Epoch 14 Batch 296/538 - Train Accuracy: 0.841, Validation Accuracy: 0.848, Loss: 0.193 Epoch 14 Batch 297/538 - Train Accuracy: 0.849, Validation Accuracy: 0.851, Loss: 0.212 Epoch 14 Batch 298/538 - Train Accuracy: 0.840, Validation Accuracy: 0.846, Loss: 0.188 Epoch 14 Batch 299/538 - Train Accuracy: 0.839, Validation Accuracy: 0.846, Loss: 0.204 Epoch 14 Batch 300/538 - Train Accuracy: 0.826, Validation Accuracy: 0.845, Loss: 0.196 Epoch 14 Batch 301/538 - Train Accuracy: 0.845, Validation Accuracy: 0.853, Loss: 0.200 Epoch 14 Batch 302/538 - Train Accuracy: 0.861, Validation Accuracy: 0.852, Loss: 0.189 Epoch 14 Batch 303/538 - Train Accuracy: 0.873, Validation Accuracy: 0.852, Loss: 0.202 Epoch 14 Batch 304/538 - Train Accuracy: 0.826, Validation Accuracy: 0.855, Loss: 0.204 Epoch 14 Batch 305/538 - Train Accuracy: 0.860, Validation Accuracy: 0.852, Loss: 0.188 Epoch 14 Batch 306/538 - Train Accuracy: 0.839, Validation Accuracy: 0.849, Loss: 0.198 Epoch 14 Batch 307/538 - Train Accuracy: 0.870, Validation Accuracy: 0.850, Loss: 0.193 Epoch 14 Batch 308/538 - Train Accuracy: 0.861, Validation Accuracy: 0.846, Loss: 0.196 Epoch 14 Batch 309/538 - Train Accuracy: 0.848, Validation Accuracy: 0.843, Loss: 0.187 Epoch 14 Batch 310/538 - Train Accuracy: 0.869, Validation Accuracy: 0.839, Loss: 0.207 Epoch 14 Batch 311/538 - Train Accuracy: 0.835, Validation Accuracy: 0.840, Loss: 0.192 Epoch 14 Batch 312/538 - Train Accuracy: 0.863, Validation Accuracy: 0.845, Loss: 0.175 Epoch 14 Batch 313/538 - Train Accuracy: 0.853, Validation Accuracy: 0.846, Loss: 0.196 Epoch 14 Batch 314/538 - Train Accuracy: 0.857, Validation Accuracy: 0.847, Loss: 0.190 Epoch 14 Batch 315/538 - Train Accuracy: 0.840, Validation Accuracy: 0.848, Loss: 0.182 Epoch 14 Batch 316/538 - Train Accuracy: 0.845, Validation Accuracy: 0.848, Loss: 0.188 Epoch 14 Batch 317/538 - Train Accuracy: 0.855, Validation Accuracy: 0.842, Loss: 0.209 Epoch 14 Batch 318/538 - Train Accuracy: 0.837, Validation Accuracy: 0.845, Loss: 0.199 Epoch 14 Batch 319/538 - Train Accuracy: 0.848, Validation Accuracy: 0.846, Loss: 0.192 Epoch 14 Batch 320/538 - Train Accuracy: 0.854, Validation Accuracy: 0.849, Loss: 0.187 Epoch 14 Batch 321/538 - Train Accuracy: 0.843, Validation Accuracy: 0.846, Loss: 0.187 Epoch 14 Batch 322/538 - Train Accuracy: 0.849, Validation Accuracy: 0.848, Loss: 0.192 Epoch 14 Batch 323/538 - Train Accuracy: 0.843, Validation Accuracy: 0.850, Loss: 0.182 Epoch 14 Batch 324/538 - Train Accuracy: 0.833, Validation Accuracy: 0.852, Loss: 0.202 Epoch 14 Batch 325/538 - Train Accuracy: 0.838, Validation Accuracy: 0.852, Loss: 0.193 Epoch 14 Batch 326/538 - Train Accuracy: 0.861, Validation Accuracy: 0.853, Loss: 0.187 Epoch 14 Batch 327/538 - Train Accuracy: 0.843, Validation Accuracy: 0.849, Loss: 0.205 Epoch 14 Batch 328/538 - Train Accuracy: 0.871, Validation Accuracy: 0.845, Loss: 0.185 Epoch 14 Batch 329/538 - Train Accuracy: 0.860, Validation Accuracy: 0.845, Loss: 0.201 Epoch 14 Batch 330/538 - Train Accuracy: 0.864, Validation Accuracy: 0.856, Loss: 0.171 Epoch 14 Batch 331/538 - Train Accuracy: 0.837, Validation Accuracy: 0.854, Loss: 0.185 Epoch 14 Batch 332/538 - Train Accuracy: 0.838, Validation Accuracy: 0.855, Loss: 0.204 Epoch 14 Batch 333/538 - Train Accuracy: 0.852, Validation Accuracy: 0.849, Loss: 0.197 Epoch 14 Batch 334/538 - Train Accuracy: 0.859, Validation Accuracy: 0.845, Loss: 0.180 Epoch 14 Batch 335/538 - Train Accuracy: 0.855, Validation Accuracy: 0.851, Loss: 0.190 Epoch 14 Batch 336/538 - Train Accuracy: 0.851, Validation Accuracy: 0.847, Loss: 0.189 Epoch 14 Batch 337/538 - Train Accuracy: 0.865, Validation Accuracy: 0.850, Loss: 0.188 Epoch 14 Batch 338/538 - Train Accuracy: 0.855, Validation Accuracy: 0.851, Loss: 0.187 Epoch 14 Batch 339/538 - Train Accuracy: 0.853, Validation Accuracy: 0.853, Loss: 0.181 Epoch 14 Batch 340/538 - Train Accuracy: 0.836, Validation Accuracy: 0.852, Loss: 0.198 Epoch 14 Batch 341/538 - Train Accuracy: 0.842, Validation Accuracy: 0.854, Loss: 0.183 Epoch 14 Batch 342/538 - Train Accuracy: 0.836, Validation Accuracy: 0.850, Loss: 0.196 Epoch 14 Batch 343/538 - Train Accuracy: 0.870, Validation Accuracy: 0.850, Loss: 0.205 Epoch 14 Batch 344/538 - Train Accuracy: 0.871, Validation Accuracy: 0.850, Loss: 0.185 Epoch 14 Batch 345/538 - Train Accuracy: 0.842, Validation Accuracy: 0.851, Loss: 0.194 Epoch 14 Batch 346/538 - Train Accuracy: 0.853, Validation Accuracy: 0.852, Loss: 0.205 Epoch 14 Batch 347/538 - Train Accuracy: 0.850, Validation Accuracy: 0.851, Loss: 0.196 Epoch 14 Batch 348/538 - Train Accuracy: 0.849, Validation Accuracy: 0.851, Loss: 0.180 Epoch 14 Batch 349/538 - Train Accuracy: 0.856, Validation Accuracy: 0.844, Loss: 0.179 Epoch 14 Batch 350/538 - Train Accuracy: 0.853, Validation Accuracy: 0.848, Loss: 0.208 Epoch 14 Batch 351/538 - Train Accuracy: 0.834, Validation Accuracy: 0.848, Loss: 0.219 Epoch 14 Batch 352/538 - Train Accuracy: 0.842, Validation Accuracy: 0.846, Loss: 0.205 Epoch 14 Batch 353/538 - Train Accuracy: 0.838, Validation Accuracy: 0.845, Loss: 0.207 Epoch 14 Batch 354/538 - Train Accuracy: 0.835, Validation Accuracy: 0.851, Loss: 0.196 Epoch 14 Batch 355/538 - Train Accuracy: 0.858, Validation Accuracy: 0.851, Loss: 0.198 Epoch 14 Batch 356/538 - Train Accuracy: 0.826, Validation Accuracy: 0.847, Loss: 0.177 Epoch 14 Batch 357/538 - Train Accuracy: 0.863, Validation Accuracy: 0.843, Loss: 0.183 Epoch 14 Batch 358/538 - Train Accuracy: 0.852, Validation Accuracy: 0.843, Loss: 0.190 Epoch 14 Batch 359/538 - Train Accuracy: 0.837, Validation Accuracy: 0.844, Loss: 0.199 Epoch 14 Batch 360/538 - Train Accuracy: 0.824, Validation Accuracy: 0.845, Loss: 0.202 Epoch 14 Batch 361/538 - Train Accuracy: 0.860, Validation Accuracy: 0.850, Loss: 0.189 Epoch 14 Batch 362/538 - Train Accuracy: 0.850, Validation Accuracy: 0.846, Loss: 0.181 Epoch 14 Batch 363/538 - Train Accuracy: 0.849, Validation Accuracy: 0.849, Loss: 0.184 Epoch 14 Batch 364/538 - Train Accuracy: 0.830, Validation Accuracy: 0.848, Loss: 0.219 Epoch 14 Batch 365/538 - Train Accuracy: 0.839, Validation Accuracy: 0.845, Loss: 0.189 Epoch 14 Batch 366/538 - Train Accuracy: 0.864, Validation Accuracy: 0.847, Loss: 0.199 Epoch 14 Batch 367/538 - Train Accuracy: 0.857, Validation Accuracy: 0.848, Loss: 0.180 Epoch 14 Batch 368/538 - Train Accuracy: 0.862, Validation Accuracy: 0.854, Loss: 0.177 Epoch 14 Batch 369/538 - Train Accuracy: 0.844, Validation Accuracy: 0.848, Loss: 0.185 Epoch 14 Batch 370/538 - Train Accuracy: 0.841, Validation Accuracy: 0.842, Loss: 0.198 Epoch 14 Batch 371/538 - Train Accuracy: 0.865, Validation Accuracy: 0.842, Loss: 0.191 Epoch 14 Batch 372/538 - Train Accuracy: 0.871, Validation Accuracy: 0.848, Loss: 0.186 Epoch 14 Batch 373/538 - Train Accuracy: 0.834, Validation Accuracy: 0.847, Loss: 0.186 Epoch 14 Batch 374/538 - Train Accuracy: 0.833, Validation Accuracy: 0.845, Loss: 0.189 Epoch 14 Batch 375/538 - Train Accuracy: 0.857, Validation Accuracy: 0.846, Loss: 0.171 Epoch 14 Batch 376/538 - Train Accuracy: 0.860, Validation Accuracy: 0.852, Loss: 0.198 Epoch 14 Batch 377/538 - Train Accuracy: 0.850, Validation Accuracy: 0.853, Loss: 0.187 Epoch 14 Batch 378/538 - Train Accuracy: 0.855, Validation Accuracy: 0.853, Loss: 0.176 Epoch 14 Batch 379/538 - Train Accuracy: 0.851, Validation Accuracy: 0.852, Loss: 0.183 Epoch 14 Batch 380/538 - Train Accuracy: 0.855, Validation Accuracy: 0.839, Loss: 0.181 Epoch 14 Batch 381/538 - Train Accuracy: 0.858, Validation Accuracy: 0.838, Loss: 0.179 Epoch 14 Batch 382/538 - Train Accuracy: 0.834, Validation Accuracy: 0.835, Loss: 0.201 Epoch 14 Batch 383/538 - Train Accuracy: 0.834, Validation Accuracy: 0.843, Loss: 0.189 Epoch 14 Batch 384/538 - Train Accuracy: 0.850, Validation Accuracy: 0.842, Loss: 0.180 Epoch 14 Batch 385/538 - Train Accuracy: 0.853, Validation Accuracy: 0.845, Loss: 0.191 Epoch 14 Batch 386/538 - Train Accuracy: 0.859, Validation Accuracy: 0.853, Loss: 0.192 Epoch 14 Batch 387/538 - Train Accuracy: 0.846, Validation Accuracy: 0.853, Loss: 0.191 Epoch 14 Batch 388/538 - Train Accuracy: 0.846, Validation Accuracy: 0.847, Loss: 0.187 Epoch 14 Batch 389/538 - Train Accuracy: 0.823, Validation Accuracy: 0.839, Loss: 0.204 Epoch 14 Batch 390/538 - Train Accuracy: 0.864, Validation Accuracy: 0.840, Loss: 0.183 Epoch 14 Batch 391/538 - Train Accuracy: 0.829, Validation Accuracy: 0.840, Loss: 0.186 Epoch 14 Batch 392/538 - Train Accuracy: 0.836, Validation Accuracy: 0.851, Loss: 0.200 Epoch 14 Batch 393/538 - Train Accuracy: 0.866, Validation Accuracy: 0.855, Loss: 0.170 Epoch 14 Batch 394/538 - Train Accuracy: 0.812, Validation Accuracy: 0.854, Loss: 0.200 Epoch 14 Batch 395/538 - Train Accuracy: 0.835, Validation Accuracy: 0.849, Loss: 0.208 Epoch 14 Batch 396/538 - Train Accuracy: 0.852, Validation Accuracy: 0.842, Loss: 0.189 Epoch 14 Batch 397/538 - Train Accuracy: 0.852, Validation Accuracy: 0.843, Loss: 0.202 Epoch 14 Batch 398/538 - Train Accuracy: 0.864, Validation Accuracy: 0.851, Loss: 0.194 Epoch 14 Batch 399/538 - Train Accuracy: 0.834, Validation Accuracy: 0.850, Loss: 0.206 Epoch 14 Batch 400/538 - Train Accuracy: 0.834, Validation Accuracy: 0.849, Loss: 0.192 Epoch 14 Batch 401/538 - Train Accuracy: 0.848, Validation Accuracy: 0.847, Loss: 0.196 Epoch 14 Batch 402/538 - Train Accuracy: 0.838, Validation Accuracy: 0.838, Loss: 0.197 Epoch 14 Batch 403/538 - Train Accuracy: 0.846, Validation Accuracy: 0.836, Loss: 0.196 Epoch 14 Batch 404/538 - Train Accuracy: 0.839, Validation Accuracy: 0.836, Loss: 0.191 Epoch 14 Batch 405/538 - Train Accuracy: 0.846, Validation Accuracy: 0.839, Loss: 0.186 Epoch 14 Batch 406/538 - Train Accuracy: 0.868, Validation Accuracy: 0.848, Loss: 0.179 Epoch 14 Batch 407/538 - Train Accuracy: 0.865, Validation Accuracy: 0.851, Loss: 0.187 Epoch 14 Batch 408/538 - Train Accuracy: 0.852, Validation Accuracy: 0.852, Loss: 0.197 Epoch 14 Batch 409/538 - Train Accuracy: 0.839, Validation Accuracy: 0.852, Loss: 0.206 Epoch 14 Batch 410/538 - Train Accuracy: 0.863, Validation Accuracy: 0.849, Loss: 0.202 Epoch 14 Batch 411/538 - Train Accuracy: 0.878, Validation Accuracy: 0.850, Loss: 0.182 Epoch 14 Batch 412/538 - Train Accuracy: 0.838, Validation Accuracy: 0.847, Loss: 0.179 Epoch 14 Batch 413/538 - Train Accuracy: 0.857, Validation Accuracy: 0.851, Loss: 0.183 Epoch 14 Batch 414/538 - Train Accuracy: 0.813, Validation Accuracy: 0.851, Loss: 0.209 Epoch 14 Batch 415/538 - Train Accuracy: 0.822, Validation Accuracy: 0.848, Loss: 0.195 Epoch 14 Batch 416/538 - Train Accuracy: 0.852, Validation Accuracy: 0.840, Loss: 0.190 Epoch 14 Batch 417/538 - Train Accuracy: 0.864, Validation Accuracy: 0.845, Loss: 0.187 Epoch 14 Batch 418/538 - Train Accuracy: 0.858, Validation Accuracy: 0.848, Loss: 0.197 Epoch 14 Batch 419/538 - Train Accuracy: 0.846, Validation Accuracy: 0.850, Loss: 0.177 Epoch 14 Batch 420/538 - Train Accuracy: 0.868, Validation Accuracy: 0.846, Loss: 0.184 Epoch 14 Batch 421/538 - Train Accuracy: 0.861, Validation Accuracy: 0.841, Loss: 0.177 Epoch 14 Batch 422/538 - Train Accuracy: 0.842, Validation Accuracy: 0.844, Loss: 0.203 Epoch 14 Batch 423/538 - Train Accuracy: 0.853, Validation Accuracy: 0.845, Loss: 0.207 Epoch 14 Batch 424/538 - Train Accuracy: 0.835, Validation Accuracy: 0.848, Loss: 0.198 Epoch 14 Batch 425/538 - Train Accuracy: 0.846, Validation Accuracy: 0.849, Loss: 0.204 Epoch 14 Batch 426/538 - Train Accuracy: 0.844, Validation Accuracy: 0.850, Loss: 0.204 Epoch 14 Batch 427/538 - Train Accuracy: 0.838, Validation Accuracy: 0.846, Loss: 0.204 Epoch 14 Batch 428/538 - Train Accuracy: 0.857, Validation Accuracy: 0.846, Loss: 0.193 Epoch 14 Batch 429/538 - Train Accuracy: 0.857, Validation Accuracy: 0.848, Loss: 0.193 Epoch 14 Batch 430/538 - Train Accuracy: 0.857, Validation Accuracy: 0.850, Loss: 0.186 Epoch 14 Batch 431/538 - Train Accuracy: 0.854, Validation Accuracy: 0.851, Loss: 0.189 Epoch 14 Batch 432/538 - Train Accuracy: 0.877, Validation Accuracy: 0.854, Loss: 0.185 Epoch 14 Batch 433/538 - Train Accuracy: 0.841, Validation Accuracy: 0.845, Loss: 0.228 Epoch 14 Batch 434/538 - Train Accuracy: 0.836, Validation Accuracy: 0.843, Loss: 0.202 Epoch 14 Batch 435/538 - Train Accuracy: 0.853, Validation Accuracy: 0.841, Loss: 0.189 Epoch 14 Batch 436/538 - Train Accuracy: 0.816, Validation Accuracy: 0.846, Loss: 0.196 Epoch 14 Batch 437/538 - Train Accuracy: 0.854, Validation Accuracy: 0.846, Loss: 0.196 Epoch 14 Batch 438/538 - Train Accuracy: 0.870, Validation Accuracy: 0.846, Loss: 0.189 Epoch 14 Batch 439/538 - Train Accuracy: 0.864, Validation Accuracy: 0.843, Loss: 0.187 Epoch 14 Batch 440/538 - Train Accuracy: 0.844, Validation Accuracy: 0.843, Loss: 0.210 Epoch 14 Batch 441/538 - Train Accuracy: 0.814, Validation Accuracy: 0.841, Loss: 0.201 Epoch 14 Batch 442/538 - Train Accuracy: 0.856, Validation Accuracy: 0.834, Loss: 0.177 Epoch 14 Batch 443/538 - Train Accuracy: 0.854, Validation Accuracy: 0.839, Loss: 0.192 Epoch 14 Batch 444/538 - Train Accuracy: 0.872, Validation Accuracy: 0.839, Loss: 0.188 Epoch 14 Batch 445/538 - Train Accuracy: 0.881, Validation Accuracy: 0.848, Loss: 0.181 Epoch 14 Batch 446/538 - Train Accuracy: 0.850, Validation Accuracy: 0.851, Loss: 0.183 Epoch 14 Batch 447/538 - Train Accuracy: 0.828, Validation Accuracy: 0.848, Loss: 0.201 Epoch 14 Batch 448/538 - Train Accuracy: 0.839, Validation Accuracy: 0.840, Loss: 0.171 Epoch 14 Batch 449/538 - Train Accuracy: 0.859, Validation Accuracy: 0.840, Loss: 0.200 Epoch 14 Batch 450/538 - Train Accuracy: 0.846, Validation Accuracy: 0.844, Loss: 0.206 Epoch 14 Batch 451/538 - Train Accuracy: 0.831, Validation Accuracy: 0.841, Loss: 0.181 Epoch 14 Batch 452/538 - Train Accuracy: 0.858, Validation Accuracy: 0.845, Loss: 0.187 Epoch 14 Batch 453/538 - Train Accuracy: 0.846, Validation Accuracy: 0.847, Loss: 0.189 Epoch 14 Batch 454/538 - Train Accuracy: 0.851, Validation Accuracy: 0.845, Loss: 0.188 Epoch 14 Batch 455/538 - Train Accuracy: 0.862, Validation Accuracy: 0.842, Loss: 0.171 Epoch 14 Batch 456/538 - Train Accuracy: 0.875, Validation Accuracy: 0.841, Loss: 0.189 Epoch 14 Batch 457/538 - Train Accuracy: 0.832, Validation Accuracy: 0.841, Loss: 0.189 Epoch 14 Batch 458/538 - Train Accuracy: 0.874, Validation Accuracy: 0.841, Loss: 0.178 Epoch 14 Batch 459/538 - Train Accuracy: 0.855, Validation Accuracy: 0.844, Loss: 0.196 Epoch 14 Batch 460/538 - Train Accuracy: 0.817, Validation Accuracy: 0.850, Loss: 0.177 Epoch 14 Batch 461/538 - Train Accuracy: 0.852, Validation Accuracy: 0.856, Loss: 0.204 Epoch 14 Batch 462/538 - Train Accuracy: 0.831, Validation Accuracy: 0.851, Loss: 0.192 Epoch 14 Batch 463/538 - Train Accuracy: 0.829, Validation Accuracy: 0.845, Loss: 0.202 Epoch 14 Batch 464/538 - Train Accuracy: 0.863, Validation Accuracy: 0.838, Loss: 0.190 Epoch 14 Batch 465/538 - Train Accuracy: 0.840, Validation Accuracy: 0.844, Loss: 0.200 Epoch 14 Batch 466/538 - Train Accuracy: 0.828, Validation Accuracy: 0.843, Loss: 0.200 Epoch 14 Batch 467/538 - Train Accuracy: 0.852, Validation Accuracy: 0.847, Loss: 0.191 Epoch 14 Batch 468/538 - Train Accuracy: 0.868, Validation Accuracy: 0.847, Loss: 0.199 Epoch 14 Batch 469/538 - Train Accuracy: 0.865, Validation Accuracy: 0.846, Loss: 0.195 Epoch 14 Batch 470/538 - Train Accuracy: 0.852, Validation Accuracy: 0.837, Loss: 0.190 Epoch 14 Batch 471/538 - Train Accuracy: 0.862, Validation Accuracy: 0.842, Loss: 0.178 Epoch 14 Batch 472/538 - Train Accuracy: 0.874, Validation Accuracy: 0.847, Loss: 0.178 Epoch 14 Batch 473/538 - Train Accuracy: 0.825, Validation Accuracy: 0.849, Loss: 0.197 Epoch 14 Batch 474/538 - Train Accuracy: 0.861, Validation Accuracy: 0.848, Loss: 0.179 Epoch 14 Batch 475/538 - Train Accuracy: 0.861, Validation Accuracy: 0.846, Loss: 0.180 Epoch 14 Batch 476/538 - Train Accuracy: 0.843, Validation Accuracy: 0.836, Loss: 0.188 Epoch 14 Batch 477/538 - Train Accuracy: 0.842, Validation Accuracy: 0.832, Loss: 0.188 Epoch 14 Batch 478/538 - Train Accuracy: 0.868, Validation Accuracy: 0.842, Loss: 0.180 Epoch 14 Batch 479/538 - Train Accuracy: 0.843, Validation Accuracy: 0.839, Loss: 0.172 Epoch 14 Batch 480/538 - Train Accuracy: 0.871, Validation Accuracy: 0.841, Loss: 0.178 Epoch 14 Batch 481/538 - Train Accuracy: 0.870, Validation Accuracy: 0.841, Loss: 0.185 Epoch 14 Batch 482/538 - Train Accuracy: 0.867, Validation Accuracy: 0.839, Loss: 0.168 Epoch 14 Batch 483/538 - Train Accuracy: 0.833, Validation Accuracy: 0.836, Loss: 0.194 Epoch 14 Batch 484/538 - Train Accuracy: 0.863, Validation Accuracy: 0.839, Loss: 0.196 Epoch 14 Batch 485/538 - Train Accuracy: 0.843, Validation Accuracy: 0.839, Loss: 0.179 Epoch 14 Batch 486/538 - Train Accuracy: 0.861, Validation Accuracy: 0.842, Loss: 0.185 Epoch 14 Batch 487/538 - Train Accuracy: 0.844, Validation Accuracy: 0.837, Loss: 0.174 Epoch 14 Batch 488/538 - Train Accuracy: 0.868, Validation Accuracy: 0.844, Loss: 0.182 Epoch 14 Batch 489/538 - Train Accuracy: 0.840, Validation Accuracy: 0.852, Loss: 0.191 Epoch 14 Batch 490/538 - Train Accuracy: 0.860, Validation Accuracy: 0.848, Loss: 0.204 Epoch 14 Batch 491/538 - Train Accuracy: 0.830, Validation Accuracy: 0.848, Loss: 0.199 Epoch 14 Batch 492/538 - Train Accuracy: 0.866, Validation Accuracy: 0.845, Loss: 0.179 Epoch 14 Batch 493/538 - Train Accuracy: 0.837, Validation Accuracy: 0.849, Loss: 0.183 Epoch 14 Batch 494/538 - Train Accuracy: 0.867, Validation Accuracy: 0.852, Loss: 0.197 Epoch 14 Batch 495/538 - Train Accuracy: 0.862, Validation Accuracy: 0.853, Loss: 0.199 Epoch 14 Batch 496/538 - Train Accuracy: 0.842, Validation Accuracy: 0.858, Loss: 0.180 Epoch 14 Batch 497/538 - Train Accuracy: 0.854, Validation Accuracy: 0.853, Loss: 0.181 Epoch 14 Batch 498/538 - Train Accuracy: 0.859, Validation Accuracy: 0.850, Loss: 0.189 Epoch 14 Batch 499/538 - Train Accuracy: 0.844, Validation Accuracy: 0.852, Loss: 0.179 Epoch 14 Batch 500/538 - Train Accuracy: 0.877, Validation Accuracy: 0.849, Loss: 0.163 Epoch 14 Batch 501/538 - Train Accuracy: 0.871, Validation Accuracy: 0.845, Loss: 0.183 Epoch 14 Batch 502/538 - Train Accuracy: 0.849, Validation Accuracy: 0.845, Loss: 0.187 Epoch 14 Batch 503/538 - Train Accuracy: 0.867, Validation Accuracy: 0.849, Loss: 0.178 Epoch 14 Batch 504/538 - Train Accuracy: 0.879, Validation Accuracy: 0.847, Loss: 0.177 Epoch 14 Batch 505/538 - Train Accuracy: 0.856, Validation Accuracy: 0.847, Loss: 0.181 Epoch 14 Batch 506/538 - Train Accuracy: 0.847, Validation Accuracy: 0.841, Loss: 0.192 Epoch 14 Batch 507/538 - Train Accuracy: 0.829, Validation Accuracy: 0.840, Loss: 0.209 Epoch 14 Batch 508/538 - Train Accuracy: 0.849, Validation Accuracy: 0.847, Loss: 0.181 Epoch 14 Batch 509/538 - Train Accuracy: 0.851, Validation Accuracy: 0.854, Loss: 0.191 Epoch 14 Batch 510/538 - Train Accuracy: 0.859, Validation Accuracy: 0.852, Loss: 0.186 Epoch 14 Batch 511/538 - Train Accuracy: 0.853, Validation Accuracy: 0.855, Loss: 0.179 Epoch 14 Batch 512/538 - Train Accuracy: 0.863, Validation Accuracy: 0.852, Loss: 0.185 Epoch 14 Batch 513/538 - Train Accuracy: 0.832, Validation Accuracy: 0.845, Loss: 0.207 Epoch 14 Batch 514/538 - Train Accuracy: 0.847, Validation Accuracy: 0.849, Loss: 0.189 Epoch 14 Batch 515/538 - Train Accuracy: 0.865, Validation Accuracy: 0.841, Loss: 0.187 Epoch 14 Batch 516/538 - Train Accuracy: 0.824, Validation Accuracy: 0.839, Loss: 0.192 Epoch 14 Batch 517/538 - Train Accuracy: 0.870, Validation Accuracy: 0.843, Loss: 0.182 Epoch 14 Batch 518/538 - Train Accuracy: 0.843, Validation Accuracy: 0.845, Loss: 0.211 Epoch 14 Batch 519/538 - Train Accuracy: 0.874, Validation Accuracy: 0.846, Loss: 0.186 Epoch 14 Batch 520/538 - Train Accuracy: 0.862, Validation Accuracy: 0.846, Loss: 0.202 Epoch 14 Batch 521/538 - Train Accuracy: 0.848, Validation Accuracy: 0.841, Loss: 0.203 Epoch 14 Batch 522/538 - Train Accuracy: 0.867, Validation Accuracy: 0.840, Loss: 0.185 Epoch 14 Batch 523/538 - Train Accuracy: 0.848, Validation Accuracy: 0.840, Loss: 0.195 Epoch 14 Batch 524/538 - Train Accuracy: 0.853, Validation Accuracy: 0.852, Loss: 0.199 Epoch 14 Batch 525/538 - Train Accuracy: 0.873, Validation Accuracy: 0.851, Loss: 0.189 Epoch 14 Batch 526/538 - Train Accuracy: 0.848, Validation Accuracy: 0.855, Loss: 0.175 Epoch 14 Batch 527/538 - Train Accuracy: 0.860, Validation Accuracy: 0.857, Loss: 0.191 Epoch 14 Batch 528/538 - Train Accuracy: 0.857, Validation Accuracy: 0.853, Loss: 0.203 Epoch 14 Batch 529/538 - Train Accuracy: 0.851, Validation Accuracy: 0.850, Loss: 0.185 Epoch 14 Batch 530/538 - Train Accuracy: 0.824, Validation Accuracy: 0.850, Loss: 0.202 Epoch 14 Batch 531/538 - Train Accuracy: 0.850, Validation Accuracy: 0.850, Loss: 0.184 Epoch 14 Batch 532/538 - Train Accuracy: 0.854, Validation Accuracy: 0.848, Loss: 0.187 Epoch 14 Batch 533/538 - Train Accuracy: 0.870, Validation Accuracy: 0.846, Loss: 0.200 Epoch 14 Batch 534/538 - Train Accuracy: 0.866, Validation Accuracy: 0.847, Loss: 0.181 Epoch 14 Batch 535/538 - Train Accuracy: 0.853, Validation Accuracy: 0.845, Loss: 0.194 Epoch 14 Batch 536/538 - Train Accuracy: 0.866, Validation Accuracy: 0.842, Loss: 0.200 Epoch 15 Batch 0/538 - Train Accuracy: 0.858, Validation Accuracy: 0.849, Loss: 0.192 Epoch 15 Batch 1/538 - Train Accuracy: 0.860, Validation Accuracy: 0.856, Loss: 0.189 Epoch 15 Batch 2/538 - Train Accuracy: 0.830, Validation Accuracy: 0.856, Loss: 0.199 Epoch 15 Batch 3/538 - Train Accuracy: 0.844, Validation Accuracy: 0.855, Loss: 0.196 Epoch 15 Batch 4/538 - Train Accuracy: 0.862, Validation Accuracy: 0.846, Loss: 0.206 Epoch 15 Batch 5/538 - Train Accuracy: 0.854, Validation Accuracy: 0.845, Loss: 0.198 Epoch 15 Batch 6/538 - Train Accuracy: 0.864, Validation Accuracy: 0.839, Loss: 0.187 Epoch 15 Batch 7/538 - Train Accuracy: 0.859, Validation Accuracy: 0.844, Loss: 0.192 Epoch 15 Batch 8/538 - Train Accuracy: 0.859, Validation Accuracy: 0.851, Loss: 0.189 Epoch 15 Batch 9/538 - Train Accuracy: 0.851, Validation Accuracy: 0.854, Loss: 0.185 Epoch 15 Batch 10/538 - Train Accuracy: 0.838, Validation Accuracy: 0.852, Loss: 0.201 Epoch 15 Batch 11/538 - Train Accuracy: 0.857, Validation Accuracy: 0.852, Loss: 0.179 Epoch 15 Batch 12/538 - Train Accuracy: 0.842, Validation Accuracy: 0.846, Loss: 0.188 Epoch 15 Batch 13/538 - Train Accuracy: 0.872, Validation Accuracy: 0.849, Loss: 0.183 Epoch 15 Batch 14/538 - Train Accuracy: 0.852, Validation Accuracy: 0.851, Loss: 0.185 Epoch 15 Batch 15/538 - Train Accuracy: 0.865, Validation Accuracy: 0.853, Loss: 0.178 Epoch 15 Batch 16/538 - Train Accuracy: 0.846, Validation Accuracy: 0.855, Loss: 0.171 Epoch 15 Batch 17/538 - Train Accuracy: 0.861, Validation Accuracy: 0.856, Loss: 0.186 Epoch 15 Batch 18/538 - Train Accuracy: 0.857, Validation Accuracy: 0.852, Loss: 0.184 Epoch 15 Batch 19/538 - Train Accuracy: 0.866, Validation Accuracy: 0.845, Loss: 0.190 Epoch 15 Batch 20/538 - Train Accuracy: 0.854, Validation Accuracy: 0.844, Loss: 0.200 Epoch 15 Batch 21/538 - Train Accuracy: 0.869, Validation Accuracy: 0.851, Loss: 0.180 Epoch 15 Batch 22/538 - Train Accuracy: 0.836, Validation Accuracy: 0.847, Loss: 0.190 Epoch 15 Batch 23/538 - Train Accuracy: 0.853, Validation Accuracy: 0.852, Loss: 0.213 Epoch 15 Batch 24/538 - Train Accuracy: 0.849, Validation Accuracy: 0.849, Loss: 0.187 Epoch 15 Batch 25/538 - Train Accuracy: 0.853, Validation Accuracy: 0.846, Loss: 0.194 Epoch 15 Batch 26/538 - Train Accuracy: 0.853, Validation Accuracy: 0.847, Loss: 0.191 Epoch 15 Batch 27/538 - Train Accuracy: 0.857, Validation Accuracy: 0.850, Loss: 0.179 Epoch 15 Batch 28/538 - Train Accuracy: 0.846, Validation Accuracy: 0.852, Loss: 0.177 Epoch 15 Batch 29/538 - Train Accuracy: 0.861, Validation Accuracy: 0.854, Loss: 0.182 Epoch 15 Batch 30/538 - Train Accuracy: 0.844, Validation Accuracy: 0.853, Loss: 0.204 Epoch 15 Batch 31/538 - Train Accuracy: 0.880, Validation Accuracy: 0.849, Loss: 0.163 Epoch 15 Batch 32/538 - Train Accuracy: 0.847, Validation Accuracy: 0.852, Loss: 0.180 Epoch 15 Batch 33/538 - Train Accuracy: 0.857, Validation Accuracy: 0.861, Loss: 0.195 Epoch 15 Batch 34/538 - Train Accuracy: 0.856, Validation Accuracy: 0.864, Loss: 0.197 Epoch 15 Batch 35/538 - Train Accuracy: 0.868, Validation Accuracy: 0.860, Loss: 0.175 Epoch 15 Batch 36/538 - Train Accuracy: 0.848, Validation Accuracy: 0.850, Loss: 0.179 Epoch 15 Batch 37/538 - Train Accuracy: 0.878, Validation Accuracy: 0.844, Loss: 0.194 Epoch 15 Batch 38/538 - Train Accuracy: 0.838, Validation Accuracy: 0.840, Loss: 0.186 Epoch 15 Batch 39/538 - Train Accuracy: 0.843, Validation Accuracy: 0.846, Loss: 0.190 Epoch 15 Batch 40/538 - Train Accuracy: 0.862, Validation Accuracy: 0.853, Loss: 0.167 Epoch 15 Batch 41/538 - Train Accuracy: 0.856, Validation Accuracy: 0.857, Loss: 0.189 Epoch 15 Batch 42/538 - Train Accuracy: 0.863, Validation Accuracy: 0.855, Loss: 0.193 Epoch 15 Batch 43/538 - Train Accuracy: 0.822, Validation Accuracy: 0.853, Loss: 0.202 Epoch 15 Batch 44/538 - Train Accuracy: 0.845, Validation Accuracy: 0.843, Loss: 0.208 Epoch 15 Batch 45/538 - Train Accuracy: 0.858, Validation Accuracy: 0.845, Loss: 0.174 Epoch 15 Batch 46/538 - Train Accuracy: 0.872, Validation Accuracy: 0.851, Loss: 0.182 Epoch 15 Batch 47/538 - Train Accuracy: 0.852, Validation Accuracy: 0.854, Loss: 0.186 Epoch 15 Batch 48/538 - Train Accuracy: 0.858, Validation Accuracy: 0.853, Loss: 0.185 Epoch 15 Batch 49/538 - Train Accuracy: 0.848, Validation Accuracy: 0.856, Loss: 0.198 Epoch 15 Batch 50/538 - Train Accuracy: 0.869, Validation Accuracy: 0.850, Loss: 0.179 Epoch 15 Batch 51/538 - Train Accuracy: 0.839, Validation Accuracy: 0.851, Loss: 0.204 Epoch 15 Batch 52/538 - Train Accuracy: 0.848, Validation Accuracy: 0.837, Loss: 0.200 Epoch 15 Batch 53/538 - Train Accuracy: 0.850, Validation Accuracy: 0.836, Loss: 0.173 Epoch 15 Batch 54/538 - Train Accuracy: 0.836, Validation Accuracy: 0.842, Loss: 0.187 Epoch 15 Batch 55/538 - Train Accuracy: 0.850, Validation Accuracy: 0.849, Loss: 0.185 Epoch 15 Batch 56/538 - Train Accuracy: 0.843, Validation Accuracy: 0.850, Loss: 0.179 Epoch 15 Batch 57/538 - Train Accuracy: 0.825, Validation Accuracy: 0.856, Loss: 0.196 Epoch 15 Batch 58/538 - Train Accuracy: 0.822, Validation Accuracy: 0.855, Loss: 0.196 Epoch 15 Batch 59/538 - Train Accuracy: 0.853, Validation Accuracy: 0.853, Loss: 0.197 Epoch 15 Batch 60/538 - Train Accuracy: 0.866, Validation Accuracy: 0.852, Loss: 0.183 Epoch 15 Batch 61/538 - Train Accuracy: 0.859, Validation Accuracy: 0.853, Loss: 0.187 Epoch 15 Batch 62/538 - Train Accuracy: 0.851, Validation Accuracy: 0.856, Loss: 0.179 Epoch 15 Batch 63/538 - Train Accuracy: 0.870, Validation Accuracy: 0.860, Loss: 0.161 Epoch 15 Batch 64/538 - Train Accuracy: 0.856, Validation Accuracy: 0.861, Loss: 0.171 Epoch 15 Batch 65/538 - Train Accuracy: 0.843, Validation Accuracy: 0.861, Loss: 0.193 Epoch 15 Batch 66/538 - Train Accuracy: 0.870, Validation Accuracy: 0.858, Loss: 0.174 Epoch 15 Batch 67/538 - Train Accuracy: 0.874, Validation Accuracy: 0.857, Loss: 0.178 Epoch 15 Batch 68/538 - Train Accuracy: 0.844, Validation Accuracy: 0.855, Loss: 0.172 Epoch 15 Batch 69/538 - Train Accuracy: 0.842, Validation Accuracy: 0.851, Loss: 0.192 Epoch 15 Batch 70/538 - Train Accuracy: 0.845, Validation Accuracy: 0.851, Loss: 0.188 Epoch 15 Batch 71/538 - Train Accuracy: 0.847, Validation Accuracy: 0.855, Loss: 0.199 Epoch 15 Batch 72/538 - Train Accuracy: 0.858, Validation Accuracy: 0.849, Loss: 0.226 Epoch 15 Batch 73/538 - Train Accuracy: 0.846, Validation Accuracy: 0.847, Loss: 0.186 Epoch 15 Batch 74/538 - Train Accuracy: 0.852, Validation Accuracy: 0.846, Loss: 0.185 Epoch 15 Batch 75/538 - Train Accuracy: 0.873, Validation Accuracy: 0.850, Loss: 0.178 Epoch 15 Batch 76/538 - Train Accuracy: 0.852, Validation Accuracy: 0.847, Loss: 0.196 Epoch 15 Batch 77/538 - Train Accuracy: 0.860, Validation Accuracy: 0.851, Loss: 0.175 Epoch 15 Batch 78/538 - Train Accuracy: 0.872, Validation Accuracy: 0.855, Loss: 0.184 Epoch 15 Batch 79/538 - Train Accuracy: 0.857, Validation Accuracy: 0.855, Loss: 0.174 Epoch 15 Batch 80/538 - Train Accuracy: 0.850, Validation Accuracy: 0.860, Loss: 0.197 Epoch 15 Batch 81/538 - Train Accuracy: 0.852, Validation Accuracy: 0.854, Loss: 0.196 Epoch 15 Batch 82/538 - Train Accuracy: 0.844, Validation Accuracy: 0.849, Loss: 0.185 Epoch 15 Batch 83/538 - Train Accuracy: 0.850, Validation Accuracy: 0.847, Loss: 0.197 Epoch 15 Batch 84/538 - Train Accuracy: 0.847, Validation Accuracy: 0.845, Loss: 0.187 Epoch 15 Batch 85/538 - Train Accuracy: 0.872, Validation Accuracy: 0.849, Loss: 0.164 Epoch 15 Batch 86/538 - Train Accuracy: 0.874, Validation Accuracy: 0.843, Loss: 0.192 Epoch 15 Batch 87/538 - Train Accuracy: 0.848, Validation Accuracy: 0.841, Loss: 0.186 Epoch 15 Batch 88/538 - Train Accuracy: 0.883, Validation Accuracy: 0.846, Loss: 0.190 Epoch 15 Batch 89/538 - Train Accuracy: 0.858, Validation Accuracy: 0.850, Loss: 0.184 Epoch 15 Batch 90/538 - Train Accuracy: 0.853, Validation Accuracy: 0.841, Loss: 0.193 Epoch 15 Batch 91/538 - Train Accuracy: 0.863, Validation Accuracy: 0.839, Loss: 0.189 Epoch 15 Batch 92/538 - Train Accuracy: 0.839, Validation Accuracy: 0.843, Loss: 0.183 Epoch 15 Batch 93/538 - Train Accuracy: 0.859, Validation Accuracy: 0.844, Loss: 0.180 Epoch 15 Batch 94/538 - Train Accuracy: 0.876, Validation Accuracy: 0.847, Loss: 0.176 Epoch 15 Batch 95/538 - Train Accuracy: 0.851, Validation Accuracy: 0.849, Loss: 0.172 Epoch 15 Batch 96/538 - Train Accuracy: 0.873, Validation Accuracy: 0.848, Loss: 0.163 Epoch 15 Batch 97/538 - Train Accuracy: 0.885, Validation Accuracy: 0.849, Loss: 0.187 Epoch 15 Batch 98/538 - Train Accuracy: 0.850, Validation Accuracy: 0.847, Loss: 0.171 Epoch 15 Batch 99/538 - Train Accuracy: 0.847, Validation Accuracy: 0.849, Loss: 0.177 Epoch 15 Batch 100/538 - Train Accuracy: 0.858, Validation Accuracy: 0.851, Loss: 0.176 Epoch 15 Batch 101/538 - Train Accuracy: 0.834, Validation Accuracy: 0.854, Loss: 0.194 Epoch 15 Batch 102/538 - Train Accuracy: 0.857, Validation Accuracy: 0.857, Loss: 0.194 Epoch 15 Batch 103/538 - Train Accuracy: 0.876, Validation Accuracy: 0.860, Loss: 0.183 Epoch 15 Batch 104/538 - Train Accuracy: 0.862, Validation Accuracy: 0.861, Loss: 0.168 Epoch 15 Batch 105/538 - Train Accuracy: 0.857, Validation Accuracy: 0.862, Loss: 0.166 Epoch 15 Batch 106/538 - Train Accuracy: 0.851, Validation Accuracy: 0.859, Loss: 0.171 Epoch 15 Batch 107/538 - Train Accuracy: 0.857, Validation Accuracy: 0.864, Loss: 0.199 Epoch 15 Batch 108/538 - Train Accuracy: 0.876, Validation Accuracy: 0.864, Loss: 0.184 Epoch 15 Batch 109/538 - Train Accuracy: 0.882, Validation Accuracy: 0.862, Loss: 0.171 Epoch 15 Batch 110/538 - Train Accuracy: 0.882, Validation Accuracy: 0.861, Loss: 0.183 Epoch 15 Batch 111/538 - Train Accuracy: 0.866, Validation Accuracy: 0.861, Loss: 0.183 Epoch 15 Batch 112/538 - Train Accuracy: 0.871, Validation Accuracy: 0.859, Loss: 0.181 Epoch 15 Batch 113/538 - Train Accuracy: 0.844, Validation Accuracy: 0.844, Loss: 0.197 Epoch 15 Batch 114/538 - Train Accuracy: 0.849, Validation Accuracy: 0.847, Loss: 0.179 Epoch 15 Batch 115/538 - Train Accuracy: 0.875, Validation Accuracy: 0.860, Loss: 0.183 Epoch 15 Batch 116/538 - Train Accuracy: 0.846, Validation Accuracy: 0.866, Loss: 0.197 Epoch 15 Batch 117/538 - Train Accuracy: 0.842, Validation Accuracy: 0.861, Loss: 0.184 Epoch 15 Batch 118/538 - Train Accuracy: 0.851, Validation Accuracy: 0.857, Loss: 0.177 Epoch 15 Batch 119/538 - Train Accuracy: 0.878, Validation Accuracy: 0.855, Loss: 0.164 Epoch 15 Batch 120/538 - Train Accuracy: 0.863, Validation Accuracy: 0.862, Loss: 0.167 Epoch 15 Batch 121/538 - Train Accuracy: 0.866, Validation Accuracy: 0.848, Loss: 0.180 Epoch 15 Batch 122/538 - Train Accuracy: 0.858, Validation Accuracy: 0.853, Loss: 0.173 Epoch 15 Batch 123/538 - Train Accuracy: 0.867, Validation Accuracy: 0.848, Loss: 0.175 Epoch 15 Batch 124/538 - Train Accuracy: 0.866, Validation Accuracy: 0.848, Loss: 0.172 Epoch 15 Batch 125/538 - Train Accuracy: 0.861, Validation Accuracy: 0.846, Loss: 0.183 Epoch 15 Batch 126/538 - Train Accuracy: 0.865, Validation Accuracy: 0.860, Loss: 0.176 Epoch 15 Batch 127/538 - Train Accuracy: 0.852, Validation Accuracy: 0.858, Loss: 0.187 Epoch 15 Batch 128/538 - Train Accuracy: 0.868, Validation Accuracy: 0.861, Loss: 0.178 Epoch 15 Batch 129/538 - Train Accuracy: 0.860, Validation Accuracy: 0.863, Loss: 0.171 Epoch 15 Batch 130/538 - Train Accuracy: 0.869, Validation Accuracy: 0.864, Loss: 0.174 Epoch 15 Batch 131/538 - Train Accuracy: 0.863, Validation Accuracy: 0.854, Loss: 0.186 Epoch 15 Batch 132/538 - Train Accuracy: 0.834, Validation Accuracy: 0.854, Loss: 0.175 Epoch 15 Batch 133/538 - Train Accuracy: 0.881, Validation Accuracy: 0.852, Loss: 0.164 Epoch 15 Batch 134/538 - Train Accuracy: 0.835, Validation Accuracy: 0.852, Loss: 0.194 Epoch 15 Batch 135/538 - Train Accuracy: 0.855, Validation Accuracy: 0.850, Loss: 0.193 Epoch 15 Batch 136/538 - Train Accuracy: 0.850, Validation Accuracy: 0.843, Loss: 0.182 Epoch 15 Batch 137/538 - Train Accuracy: 0.831, Validation Accuracy: 0.844, Loss: 0.197 Epoch 15 Batch 138/538 - Train Accuracy: 0.848, Validation Accuracy: 0.842, Loss: 0.177 Epoch 15 Batch 139/538 - Train Accuracy: 0.842, Validation Accuracy: 0.858, Loss: 0.206 Epoch 15 Batch 140/538 - Train Accuracy: 0.855, Validation Accuracy: 0.859, Loss: 0.197 Epoch 15 Batch 141/538 - Train Accuracy: 0.853, Validation Accuracy: 0.858, Loss: 0.185 Epoch 15 Batch 142/538 - Train Accuracy: 0.879, Validation Accuracy: 0.857, Loss: 0.181 Epoch 15 Batch 143/538 - Train Accuracy: 0.865, Validation Accuracy: 0.857, Loss: 0.194 Epoch 15 Batch 144/538 - Train Accuracy: 0.863, Validation Accuracy: 0.856, Loss: 0.202 Epoch 15 Batch 145/538 - Train Accuracy: 0.844, Validation Accuracy: 0.851, Loss: 0.191 Epoch 15 Batch 146/538 - Train Accuracy: 0.860, Validation Accuracy: 0.847, Loss: 0.185 Epoch 15 Batch 147/538 - Train Accuracy: 0.881, Validation Accuracy: 0.850, Loss: 0.176 Epoch 15 Batch 148/538 - Train Accuracy: 0.841, Validation Accuracy: 0.853, Loss: 0.198 Epoch 15 Batch 149/538 - Train Accuracy: 0.860, Validation Accuracy: 0.855, Loss: 0.170 Epoch 15 Batch 150/538 - Train Accuracy: 0.844, Validation Accuracy: 0.853, Loss: 0.186 Epoch 15 Batch 151/538 - Train Accuracy: 0.864, Validation Accuracy: 0.850, Loss: 0.174 Epoch 15 Batch 152/538 - Train Accuracy: 0.856, Validation Accuracy: 0.845, Loss: 0.172 Epoch 15 Batch 153/538 - Train Accuracy: 0.845, Validation Accuracy: 0.844, Loss: 0.184 Epoch 15 Batch 154/538 - Train Accuracy: 0.857, Validation Accuracy: 0.840, Loss: 0.170 Epoch 15 Batch 155/538 - Train Accuracy: 0.847, Validation Accuracy: 0.846, Loss: 0.186 Epoch 15 Batch 156/538 - Train Accuracy: 0.864, Validation Accuracy: 0.851, Loss: 0.180 Epoch 15 Batch 157/538 - Train Accuracy: 0.867, Validation Accuracy: 0.852, Loss: 0.169 Epoch 15 Batch 158/538 - Train Accuracy: 0.855, Validation Accuracy: 0.847, Loss: 0.194 Epoch 15 Batch 159/538 - Train Accuracy: 0.868, Validation Accuracy: 0.852, Loss: 0.201 Epoch 15 Batch 160/538 - Train Accuracy: 0.828, Validation Accuracy: 0.851, Loss: 0.175 Epoch 15 Batch 161/538 - Train Accuracy: 0.839, Validation Accuracy: 0.854, Loss: 0.185 Epoch 15 Batch 162/538 - Train Accuracy: 0.862, Validation Accuracy: 0.851, Loss: 0.181 Epoch 15 Batch 163/538 - Train Accuracy: 0.867, Validation Accuracy: 0.857, Loss: 0.195 Epoch 15 Batch 164/538 - Train Accuracy: 0.838, Validation Accuracy: 0.860, Loss: 0.187 Epoch 15 Batch 165/538 - Train Accuracy: 0.851, Validation Accuracy: 0.862, Loss: 0.171 Epoch 15 Batch 166/538 - Train Accuracy: 0.870, Validation Accuracy: 0.852, Loss: 0.174 Epoch 15 Batch 167/538 - Train Accuracy: 0.846, Validation Accuracy: 0.850, Loss: 0.201 Epoch 15 Batch 168/538 - Train Accuracy: 0.830, Validation Accuracy: 0.845, Loss: 0.198 Epoch 15 Batch 169/538 - Train Accuracy: 0.865, Validation Accuracy: 0.854, Loss: 0.181 Epoch 15 Batch 170/538 - Train Accuracy: 0.835, Validation Accuracy: 0.851, Loss: 0.186 Epoch 15 Batch 171/538 - Train Accuracy: 0.855, Validation Accuracy: 0.848, Loss: 0.190 Epoch 15 Batch 172/538 - Train Accuracy: 0.865, Validation Accuracy: 0.841, Loss: 0.166 Epoch 15 Batch 173/538 - Train Accuracy: 0.865, Validation Accuracy: 0.841, Loss: 0.155 Epoch 15 Batch 174/538 - Train Accuracy: 0.847, Validation Accuracy: 0.842, Loss: 0.178 Epoch 15 Batch 175/538 - Train Accuracy: 0.861, Validation Accuracy: 0.844, Loss: 0.178 Epoch 15 Batch 176/538 - Train Accuracy: 0.841, Validation Accuracy: 0.842, Loss: 0.195 Epoch 15 Batch 177/538 - Train Accuracy: 0.842, Validation Accuracy: 0.836, Loss: 0.185 Epoch 15 Batch 178/538 - Train Accuracy: 0.846, Validation Accuracy: 0.840, Loss: 0.182 Epoch 15 Batch 179/538 - Train Accuracy: 0.861, Validation Accuracy: 0.841, Loss: 0.173 Epoch 15 Batch 180/538 - Train Accuracy: 0.876, Validation Accuracy: 0.844, Loss: 0.169 Epoch 15 Batch 181/538 - Train Accuracy: 0.829, Validation Accuracy: 0.850, Loss: 0.205 Epoch 15 Batch 182/538 - Train Accuracy: 0.868, Validation Accuracy: 0.854, Loss: 0.176 Epoch 15 Batch 183/538 - Train Accuracy: 0.878, Validation Accuracy: 0.855, Loss: 0.171 Epoch 15 Batch 184/538 - Train Accuracy: 0.869, Validation Accuracy: 0.854, Loss: 0.169 Epoch 15 Batch 185/538 - Train Accuracy: 0.876, Validation Accuracy: 0.855, Loss: 0.182 Epoch 15 Batch 186/538 - Train Accuracy: 0.851, Validation Accuracy: 0.857, Loss: 0.177 Epoch 15 Batch 187/538 - Train Accuracy: 0.865, Validation Accuracy: 0.851, Loss: 0.173 Epoch 15 Batch 188/538 - Train Accuracy: 0.862, Validation Accuracy: 0.855, Loss: 0.177 Epoch 15 Batch 189/538 - Train Accuracy: 0.845, Validation Accuracy: 0.853, Loss: 0.185 Epoch 15 Batch 190/538 - Train Accuracy: 0.847, Validation Accuracy: 0.860, Loss: 0.208 Epoch 15 Batch 191/538 - Train Accuracy: 0.859, Validation Accuracy: 0.856, Loss: 0.178 Epoch 15 Batch 192/538 - Train Accuracy: 0.899, Validation Accuracy: 0.842, Loss: 0.166 Epoch 15 Batch 193/538 - Train Accuracy: 0.861, Validation Accuracy: 0.840, Loss: 0.185 Epoch 15 Batch 194/538 - Train Accuracy: 0.836, Validation Accuracy: 0.847, Loss: 0.207 Epoch 15 Batch 195/538 - Train Accuracy: 0.881, Validation Accuracy: 0.850, Loss: 0.171 Epoch 15 Batch 196/538 - Train Accuracy: 0.860, Validation Accuracy: 0.854, Loss: 0.173 Epoch 15 Batch 197/538 - Train Accuracy: 0.868, Validation Accuracy: 0.853, Loss: 0.183 Epoch 15 Batch 198/538 - Train Accuracy: 0.870, Validation Accuracy: 0.853, Loss: 0.188 Epoch 15 Batch 199/538 - Train Accuracy: 0.843, Validation Accuracy: 0.852, Loss: 0.175 Epoch 15 Batch 200/538 - Train Accuracy: 0.865, Validation Accuracy: 0.850, Loss: 0.169 Epoch 15 Batch 201/538 - Train Accuracy: 0.838, Validation Accuracy: 0.858, Loss: 0.194 Epoch 15 Batch 202/538 - Train Accuracy: 0.875, Validation Accuracy: 0.855, Loss: 0.181 Epoch 15 Batch 203/538 - Train Accuracy: 0.843, Validation Accuracy: 0.861, Loss: 0.198 Epoch 15 Batch 204/538 - Train Accuracy: 0.844, Validation Accuracy: 0.857, Loss: 0.189 Epoch 15 Batch 205/538 - Train Accuracy: 0.865, Validation Accuracy: 0.862, Loss: 0.177 Epoch 15 Batch 206/538 - Train Accuracy: 0.824, Validation Accuracy: 0.856, Loss: 0.180 Epoch 15 Batch 207/538 - Train Accuracy: 0.883, Validation Accuracy: 0.860, Loss: 0.181 Epoch 15 Batch 208/538 - Train Accuracy: 0.855, Validation Accuracy: 0.863, Loss: 0.196 Epoch 15 Batch 209/538 - Train Accuracy: 0.878, Validation Accuracy: 0.862, Loss: 0.166 Epoch 15 Batch 210/538 - Train Accuracy: 0.838, Validation Accuracy: 0.858, Loss: 0.178 Epoch 15 Batch 211/538 - Train Accuracy: 0.857, Validation Accuracy: 0.862, Loss: 0.192 Epoch 15 Batch 212/538 - Train Accuracy: 0.847, Validation Accuracy: 0.854, Loss: 0.183 Epoch 15 Batch 213/538 - Train Accuracy: 0.839, Validation Accuracy: 0.856, Loss: 0.173 Epoch 15 Batch 214/538 - Train Accuracy: 0.884, Validation Accuracy: 0.850, Loss: 0.172 Epoch 15 Batch 215/538 - Train Accuracy: 0.866, Validation Accuracy: 0.848, Loss: 0.180 Epoch 15 Batch 216/538 - Train Accuracy: 0.869, Validation Accuracy: 0.849, Loss: 0.190 Epoch 15 Batch 217/538 - Train Accuracy: 0.886, Validation Accuracy: 0.848, Loss: 0.179 Epoch 15 Batch 218/538 - Train Accuracy: 0.854, Validation Accuracy: 0.848, Loss: 0.180 Epoch 15 Batch 219/538 - Train Accuracy: 0.844, Validation Accuracy: 0.853, Loss: 0.202 Epoch 15 Batch 220/538 - Train Accuracy: 0.847, Validation Accuracy: 0.857, Loss: 0.171 Epoch 15 Batch 221/538 - Train Accuracy: 0.880, Validation Accuracy: 0.855, Loss: 0.170 Epoch 15 Batch 222/538 - Train Accuracy: 0.846, Validation Accuracy: 0.848, Loss: 0.174 Epoch 15 Batch 223/538 - Train Accuracy: 0.867, Validation Accuracy: 0.842, Loss: 0.189 Epoch 15 Batch 224/538 - Train Accuracy: 0.859, Validation Accuracy: 0.837, Loss: 0.180 Epoch 15 Batch 225/538 - Train Accuracy: 0.864, Validation Accuracy: 0.840, Loss: 0.174 Epoch 15 Batch 226/538 - Train Accuracy: 0.853, Validation Accuracy: 0.841, Loss: 0.185 Epoch 15 Batch 227/538 - Train Accuracy: 0.860, Validation Accuracy: 0.847, Loss: 0.173 Epoch 15 Batch 228/538 - Train Accuracy: 0.837, Validation Accuracy: 0.847, Loss: 0.172 Epoch 15 Batch 229/538 - Train Accuracy: 0.872, Validation Accuracy: 0.848, Loss: 0.178 Epoch 15 Batch 230/538 - Train Accuracy: 0.839, Validation Accuracy: 0.845, Loss: 0.178 Epoch 15 Batch 231/538 - Train Accuracy: 0.871, Validation Accuracy: 0.839, Loss: 0.177 Epoch 15 Batch 232/538 - Train Accuracy: 0.842, Validation Accuracy: 0.847, Loss: 0.185 Epoch 15 Batch 233/538 - Train Accuracy: 0.884, Validation Accuracy: 0.850, Loss: 0.181 Epoch 15 Batch 234/538 - Train Accuracy: 0.861, Validation Accuracy: 0.844, Loss: 0.185 Epoch 15 Batch 235/538 - Train Accuracy: 0.882, Validation Accuracy: 0.846, Loss: 0.159 Epoch 15 Batch 236/538 - Train Accuracy: 0.859, Validation Accuracy: 0.852, Loss: 0.187 Epoch 15 Batch 237/538 - Train Accuracy: 0.863, Validation Accuracy: 0.852, Loss: 0.165 Epoch 15 Batch 238/538 - Train Accuracy: 0.882, Validation Accuracy: 0.847, Loss: 0.174 Epoch 15 Batch 239/538 - Train Accuracy: 0.849, Validation Accuracy: 0.846, Loss: 0.178 Epoch 15 Batch 240/538 - Train Accuracy: 0.865, Validation Accuracy: 0.847, Loss: 0.170 Epoch 15 Batch 241/538 - Train Accuracy: 0.855, Validation Accuracy: 0.851, Loss: 0.182 Epoch 15 Batch 242/538 - Train Accuracy: 0.867, Validation Accuracy: 0.848, Loss: 0.174 Epoch 15 Batch 243/538 - Train Accuracy: 0.878, Validation Accuracy: 0.857, Loss: 0.179 Epoch 15 Batch 244/538 - Train Accuracy: 0.869, Validation Accuracy: 0.856, Loss: 0.169 Epoch 15 Batch 245/538 - Train Accuracy: 0.846, Validation Accuracy: 0.853, Loss: 0.196 Epoch 15 Batch 246/538 - Train Accuracy: 0.875, Validation Accuracy: 0.849, Loss: 0.164 Epoch 15 Batch 247/538 - Train Accuracy: 0.851, Validation Accuracy: 0.846, Loss: 0.171 Epoch 15 Batch 248/538 - Train Accuracy: 0.862, Validation Accuracy: 0.840, Loss: 0.180 Epoch 15 Batch 249/538 - Train Accuracy: 0.848, Validation Accuracy: 0.848, Loss: 0.170 Epoch 15 Batch 250/538 - Train Accuracy: 0.879, Validation Accuracy: 0.848, Loss: 0.171 Epoch 15 Batch 251/538 - Train Accuracy: 0.867, Validation Accuracy: 0.851, Loss: 0.179 Epoch 15 Batch 252/538 - Train Accuracy: 0.886, Validation Accuracy: 0.851, Loss: 0.170 Epoch 15 Batch 253/538 - Train Accuracy: 0.865, Validation Accuracy: 0.853, Loss: 0.162 Epoch 15 Batch 254/538 - Train Accuracy: 0.850, Validation Accuracy: 0.854, Loss: 0.183 Epoch 15 Batch 255/538 - Train Accuracy: 0.896, Validation Accuracy: 0.856, Loss: 0.164 Epoch 15 Batch 256/538 - Train Accuracy: 0.855, Validation Accuracy: 0.850, Loss: 0.180 Epoch 15 Batch 257/538 - Train Accuracy: 0.872, Validation Accuracy: 0.851, Loss: 0.181 Epoch 15 Batch 258/538 - Train Accuracy: 0.858, Validation Accuracy: 0.852, Loss: 0.170 Epoch 15 Batch 259/538 - Train Accuracy: 0.888, Validation Accuracy: 0.855, Loss: 0.170 Epoch 15 Batch 260/538 - Train Accuracy: 0.816, Validation Accuracy: 0.854, Loss: 0.182 Epoch 15 Batch 261/538 - Train Accuracy: 0.837, Validation Accuracy: 0.857, Loss: 0.182 Epoch 15 Batch 262/538 - Train Accuracy: 0.881, Validation Accuracy: 0.857, Loss: 0.170 Epoch 15 Batch 263/538 - Train Accuracy: 0.851, Validation Accuracy: 0.860, Loss: 0.179 Epoch 15 Batch 264/538 - Train Accuracy: 0.864, Validation Accuracy: 0.862, Loss: 0.174 Epoch 15 Batch 265/538 - Train Accuracy: 0.836, Validation Accuracy: 0.858, Loss: 0.186 Epoch 15 Batch 266/538 - Train Accuracy: 0.851, Validation Accuracy: 0.860, Loss: 0.185 Epoch 15 Batch 267/538 - Train Accuracy: 0.870, Validation Accuracy: 0.864, Loss: 0.171 Epoch 15 Batch 268/538 - Train Accuracy: 0.892, Validation Accuracy: 0.865, Loss: 0.174 Epoch 15 Batch 269/538 - Train Accuracy: 0.865, Validation Accuracy: 0.862, Loss: 0.177 Epoch 15 Batch 270/538 - Train Accuracy: 0.856, Validation Accuracy: 0.864, Loss: 0.178 Epoch 15 Batch 271/538 - Train Accuracy: 0.866, Validation Accuracy: 0.862, Loss: 0.179 Epoch 15 Batch 272/538 - Train Accuracy: 0.855, Validation Accuracy: 0.857, Loss: 0.198 Epoch 15 Batch 273/538 - Train Accuracy: 0.870, Validation Accuracy: 0.853, Loss: 0.178 Epoch 15 Batch 274/538 - Train Accuracy: 0.797, Validation Accuracy: 0.862, Loss: 0.201 Epoch 15 Batch 275/538 - Train Accuracy: 0.855, Validation Accuracy: 0.862, Loss: 0.198 Epoch 15 Batch 276/538 - Train Accuracy: 0.856, Validation Accuracy: 0.865, Loss: 0.189 Epoch 15 Batch 277/538 - Train Accuracy: 0.867, Validation Accuracy: 0.863, Loss: 0.179 Epoch 15 Batch 278/538 - Train Accuracy: 0.881, Validation Accuracy: 0.864, Loss: 0.184 Epoch 15 Batch 279/538 - Train Accuracy: 0.871, Validation Accuracy: 0.857, Loss: 0.171 Epoch 15 Batch 280/538 - Train Accuracy: 0.875, Validation Accuracy: 0.852, Loss: 0.166 Epoch 15 Batch 281/538 - Train Accuracy: 0.875, Validation Accuracy: 0.862, Loss: 0.184 Epoch 15 Batch 282/538 - Train Accuracy: 0.870, Validation Accuracy: 0.862, Loss: 0.186 Epoch 15 Batch 283/538 - Train Accuracy: 0.879, Validation Accuracy: 0.863, Loss: 0.180 Epoch 15 Batch 284/538 - Train Accuracy: 0.847, Validation Accuracy: 0.865, Loss: 0.194 Epoch 15 Batch 285/538 - Train Accuracy: 0.865, Validation Accuracy: 0.859, Loss: 0.166 Epoch 15 Batch 286/538 - Train Accuracy: 0.872, Validation Accuracy: 0.860, Loss: 0.188 Epoch 15 Batch 287/538 - Train Accuracy: 0.863, Validation Accuracy: 0.854, Loss: 0.168 Epoch 15 Batch 288/538 - Train Accuracy: 0.864, Validation Accuracy: 0.850, Loss: 0.181 Epoch 15 Batch 289/538 - Train Accuracy: 0.881, Validation Accuracy: 0.853, Loss: 0.161 Epoch 15 Batch 290/538 - Train Accuracy: 0.883, Validation Accuracy: 0.850, Loss: 0.162 Epoch 15 Batch 291/538 - Train Accuracy: 0.855, Validation Accuracy: 0.859, Loss: 0.179 Epoch 15 Batch 292/538 - Train Accuracy: 0.880, Validation Accuracy: 0.858, Loss: 0.161 Epoch 15 Batch 293/538 - Train Accuracy: 0.868, Validation Accuracy: 0.855, Loss: 0.169 Epoch 15 Batch 294/538 - Train Accuracy: 0.846, Validation Accuracy: 0.856, Loss: 0.181 Epoch 15 Batch 295/538 - Train Accuracy: 0.890, Validation Accuracy: 0.860, Loss: 0.167 Epoch 15 Batch 296/538 - Train Accuracy: 0.866, Validation Accuracy: 0.858, Loss: 0.182 Epoch 15 Batch 297/538 - Train Accuracy: 0.860, Validation Accuracy: 0.857, Loss: 0.190 Epoch 15 Batch 298/538 - Train Accuracy: 0.865, Validation Accuracy: 0.860, Loss: 0.177 Epoch 15 Batch 299/538 - Train Accuracy: 0.870, Validation Accuracy: 0.863, Loss: 0.187 Epoch 15 Batch 300/538 - Train Accuracy: 0.836, Validation Accuracy: 0.860, Loss: 0.171 Epoch 15 Batch 301/538 - Train Accuracy: 0.871, Validation Accuracy: 0.851, Loss: 0.178 Epoch 15 Batch 302/538 - Train Accuracy: 0.869, Validation Accuracy: 0.857, Loss: 0.170 Epoch 15 Batch 303/538 - Train Accuracy: 0.892, Validation Accuracy: 0.855, Loss: 0.174 Epoch 15 Batch 304/538 - Train Accuracy: 0.848, Validation Accuracy: 0.865, Loss: 0.188 Epoch 15 Batch 305/538 - Train Accuracy: 0.883, Validation Accuracy: 0.857, Loss: 0.167 Epoch 15 Batch 306/538 - Train Accuracy: 0.860, Validation Accuracy: 0.857, Loss: 0.181 Epoch 15 Batch 307/538 - Train Accuracy: 0.878, Validation Accuracy: 0.856, Loss: 0.174 Epoch 15 Batch 308/538 - Train Accuracy: 0.875, Validation Accuracy: 0.864, Loss: 0.170 Epoch 15 Batch 309/538 - Train Accuracy: 0.886, Validation Accuracy: 0.868, Loss: 0.168 Epoch 15 Batch 310/538 - Train Accuracy: 0.895, Validation Accuracy: 0.867, Loss: 0.178 Epoch 15 Batch 311/538 - Train Accuracy: 0.867, Validation Accuracy: 0.864, Loss: 0.175 Epoch 15 Batch 312/538 - Train Accuracy: 0.888, Validation Accuracy: 0.865, Loss: 0.164 Epoch 15 Batch 313/538 - Train Accuracy: 0.877, Validation Accuracy: 0.873, Loss: 0.176 Epoch 15 Batch 314/538 - Train Accuracy: 0.876, Validation Accuracy: 0.874, Loss: 0.186 Epoch 15 Batch 315/538 - Train Accuracy: 0.865, Validation Accuracy: 0.873, Loss: 0.168 Epoch 15 Batch 316/538 - Train Accuracy: 0.865, Validation Accuracy: 0.876, Loss: 0.167 Epoch 15 Batch 317/538 - Train Accuracy: 0.866, Validation Accuracy: 0.877, Loss: 0.189 Epoch 15 Batch 318/538 - Train Accuracy: 0.854, Validation Accuracy: 0.870, Loss: 0.180 Epoch 15 Batch 319/538 - Train Accuracy: 0.873, Validation Accuracy: 0.869, Loss: 0.178 Epoch 15 Batch 320/538 - Train Accuracy: 0.858, Validation Accuracy: 0.866, Loss: 0.169 Epoch 15 Batch 321/538 - Train Accuracy: 0.878, Validation Accuracy: 0.863, Loss: 0.164 Epoch 15 Batch 322/538 - Train Accuracy: 0.883, Validation Accuracy: 0.860, Loss: 0.173 Epoch 15 Batch 323/538 - Train Accuracy: 0.885, Validation Accuracy: 0.867, Loss: 0.172 Epoch 15 Batch 324/538 - Train Accuracy: 0.859, Validation Accuracy: 0.864, Loss: 0.181 Epoch 15 Batch 325/538 - Train Accuracy: 0.874, Validation Accuracy: 0.872, Loss: 0.173 Epoch 15 Batch 326/538 - Train Accuracy: 0.877, Validation Accuracy: 0.873, Loss: 0.170 Epoch 15 Batch 327/538 - Train Accuracy: 0.865, Validation Accuracy: 0.877, Loss: 0.181 Epoch 15 Batch 328/538 - Train Accuracy: 0.870, Validation Accuracy: 0.875, Loss: 0.165 Epoch 15 Batch 329/538 - Train Accuracy: 0.874, Validation Accuracy: 0.875, Loss: 0.178 Epoch 15 Batch 330/538 - Train Accuracy: 0.886, Validation Accuracy: 0.877, Loss: 0.160 Epoch 15 Batch 331/538 - Train Accuracy: 0.873, Validation Accuracy: 0.872, Loss: 0.164 Epoch 15 Batch 332/538 - Train Accuracy: 0.875, Validation Accuracy: 0.868, Loss: 0.177 Epoch 15 Batch 333/538 - Train Accuracy: 0.870, Validation Accuracy: 0.860, Loss: 0.174 Epoch 15 Batch 334/538 - Train Accuracy: 0.872, Validation Accuracy: 0.862, Loss: 0.168 Epoch 15 Batch 335/538 - Train Accuracy: 0.877, Validation Accuracy: 0.862, Loss: 0.173 Epoch 15 Batch 336/538 - Train Accuracy: 0.879, Validation Accuracy: 0.862, Loss: 0.164 Epoch 15 Batch 337/538 - Train Accuracy: 0.884, Validation Accuracy: 0.860, Loss: 0.172 Epoch 15 Batch 338/538 - Train Accuracy: 0.877, Validation Accuracy: 0.861, Loss: 0.175 Epoch 15 Batch 339/538 - Train Accuracy: 0.877, Validation Accuracy: 0.865, Loss: 0.162 Epoch 15 Batch 340/538 - Train Accuracy: 0.865, Validation Accuracy: 0.859, Loss: 0.192 Epoch 15 Batch 341/538 - Train Accuracy: 0.886, Validation Accuracy: 0.858, Loss: 0.172 Epoch 15 Batch 342/538 - Train Accuracy: 0.856, Validation Accuracy: 0.864, Loss: 0.174 Epoch 15 Batch 343/538 - Train Accuracy: 0.874, Validation Accuracy: 0.866, Loss: 0.189 Epoch 15 Batch 344/538 - Train Accuracy: 0.887, Validation Accuracy: 0.876, Loss: 0.162 Epoch 15 Batch 345/538 - Train Accuracy: 0.868, Validation Accuracy: 0.879, Loss: 0.183 Epoch 15 Batch 346/538 - Train Accuracy: 0.876, Validation Accuracy: 0.877, Loss: 0.182 Epoch 15 Batch 347/538 - Train Accuracy: 0.886, Validation Accuracy: 0.879, Loss: 0.174 Epoch 15 Batch 348/538 - Train Accuracy: 0.887, Validation Accuracy: 0.873, Loss: 0.170 Epoch 15 Batch 349/538 - Train Accuracy: 0.885, Validation Accuracy: 0.863, Loss: 0.156 Epoch 15 Batch 350/538 - Train Accuracy: 0.884, Validation Accuracy: 0.862, Loss: 0.178 Epoch 15 Batch 351/538 - Train Accuracy: 0.865, Validation Accuracy: 0.866, Loss: 0.195 Epoch 15 Batch 352/538 - Train Accuracy: 0.867, Validation Accuracy: 0.862, Loss: 0.191 Epoch 15 Batch 353/538 - Train Accuracy: 0.862, Validation Accuracy: 0.869, Loss: 0.181 Epoch 15 Batch 354/538 - Train Accuracy: 0.858, Validation Accuracy: 0.863, Loss: 0.177 Epoch 15 Batch 355/538 - Train Accuracy: 0.865, Validation Accuracy: 0.860, Loss: 0.186 Epoch 15 Batch 356/538 - Train Accuracy: 0.870, Validation Accuracy: 0.861, Loss: 0.161 Epoch 15 Batch 357/538 - Train Accuracy: 0.883, Validation Accuracy: 0.863, Loss: 0.165 Epoch 15 Batch 358/538 - Train Accuracy: 0.875, Validation Accuracy: 0.866, Loss: 0.169 Epoch 15 Batch 359/538 - Train Accuracy: 0.860, Validation Accuracy: 0.859, Loss: 0.178 Epoch 15 Batch 360/538 - Train Accuracy: 0.850, Validation Accuracy: 0.870, Loss: 0.177 Epoch 15 Batch 361/538 - Train Accuracy: 0.891, Validation Accuracy: 0.866, Loss: 0.178 Epoch 15 Batch 362/538 - Train Accuracy: 0.873, Validation Accuracy: 0.869, Loss: 0.173 Epoch 15 Batch 363/538 - Train Accuracy: 0.876, Validation Accuracy: 0.869, Loss: 0.167 Epoch 15 Batch 364/538 - Train Accuracy: 0.857, Validation Accuracy: 0.865, Loss: 0.191 Epoch 15 Batch 365/538 - Train Accuracy: 0.854, Validation Accuracy: 0.859, Loss: 0.172 Epoch 15 Batch 366/538 - Train Accuracy: 0.889, Validation Accuracy: 0.863, Loss: 0.180 Epoch 15 Batch 367/538 - Train Accuracy: 0.879, Validation Accuracy: 0.861, Loss: 0.169 Epoch 15 Batch 368/538 - Train Accuracy: 0.885, Validation Accuracy: 0.860, Loss: 0.166 Epoch 15 Batch 369/538 - Train Accuracy: 0.868, Validation Accuracy: 0.861, Loss: 0.170 Epoch 15 Batch 370/538 - Train Accuracy: 0.872, Validation Accuracy: 0.862, Loss: 0.176 Epoch 15 Batch 371/538 - Train Accuracy: 0.884, Validation Accuracy: 0.865, Loss: 0.177 Epoch 15 Batch 372/538 - Train Accuracy: 0.884, Validation Accuracy: 0.863, Loss: 0.177 Epoch 15 Batch 373/538 - Train Accuracy: 0.864, Validation Accuracy: 0.869, Loss: 0.159 Epoch 15 Batch 374/538 - Train Accuracy: 0.872, Validation Accuracy: 0.871, Loss: 0.176 Epoch 15 Batch 375/538 - Train Accuracy: 0.870, Validation Accuracy: 0.870, Loss: 0.159 Epoch 15 Batch 376/538 - Train Accuracy: 0.869, Validation Accuracy: 0.872, Loss: 0.185 Epoch 15 Batch 377/538 - Train Accuracy: 0.859, Validation Accuracy: 0.868, Loss: 0.161 Epoch 15 Batch 378/538 - Train Accuracy: 0.878, Validation Accuracy: 0.863, Loss: 0.160 Epoch 15 Batch 379/538 - Train Accuracy: 0.892, Validation Accuracy: 0.866, Loss: 0.167 Epoch 15 Batch 380/538 - Train Accuracy: 0.881, Validation Accuracy: 0.868, Loss: 0.164 Epoch 15 Batch 381/538 - Train Accuracy: 0.893, Validation Accuracy: 0.874, Loss: 0.166 Epoch 15 Batch 382/538 - Train Accuracy: 0.858, Validation Accuracy: 0.870, Loss: 0.190 Epoch 15 Batch 383/538 - Train Accuracy: 0.870, Validation Accuracy: 0.874, Loss: 0.173 Epoch 15 Batch 384/538 - Train Accuracy: 0.870, Validation Accuracy: 0.877, Loss: 0.163 Epoch 15 Batch 385/538 - Train Accuracy: 0.883, Validation Accuracy: 0.876, Loss: 0.171 Epoch 15 Batch 386/538 - Train Accuracy: 0.882, Validation Accuracy: 0.874, Loss: 0.171 Epoch 15 Batch 387/538 - Train Accuracy: 0.868, Validation Accuracy: 0.869, Loss: 0.172 Epoch 15 Batch 388/538 - Train Accuracy: 0.882, Validation Accuracy: 0.871, Loss: 0.166 Epoch 15 Batch 389/538 - Train Accuracy: 0.846, Validation Accuracy: 0.873, Loss: 0.180 Epoch 15 Batch 390/538 - Train Accuracy: 0.892, Validation Accuracy: 0.876, Loss: 0.162 Epoch 15 Batch 391/538 - Train Accuracy: 0.871, Validation Accuracy: 0.878, Loss: 0.169 Epoch 15 Batch 392/538 - Train Accuracy: 0.861, Validation Accuracy: 0.881, Loss: 0.174 Epoch 15 Batch 393/538 - Train Accuracy: 0.879, Validation Accuracy: 0.881, Loss: 0.156 Epoch 15 Batch 394/538 - Train Accuracy: 0.836, Validation Accuracy: 0.876, Loss: 0.186 Epoch 15 Batch 395/538 - Train Accuracy: 0.866, Validation Accuracy: 0.867, Loss: 0.176 Epoch 15 Batch 396/538 - Train Accuracy: 0.883, Validation Accuracy: 0.868, Loss: 0.171 Epoch 15 Batch 397/538 - Train Accuracy: 0.872, Validation Accuracy: 0.867, Loss: 0.191 Epoch 15 Batch 398/538 - Train Accuracy: 0.885, Validation Accuracy: 0.866, Loss: 0.178 Epoch 15 Batch 399/538 - Train Accuracy: 0.849, Validation Accuracy: 0.865, Loss: 0.180 Epoch 15 Batch 400/538 - Train Accuracy: 0.871, Validation Accuracy: 0.865, Loss: 0.178 Epoch 15 Batch 401/538 - Train Accuracy: 0.879, Validation Accuracy: 0.867, Loss: 0.180 Epoch 15 Batch 402/538 - Train Accuracy: 0.870, Validation Accuracy: 0.862, Loss: 0.166 Epoch 15 Batch 403/538 - Train Accuracy: 0.876, Validation Accuracy: 0.858, Loss: 0.187 Epoch 15 Batch 404/538 - Train Accuracy: 0.870, Validation Accuracy: 0.854, Loss: 0.178 Epoch 15 Batch 405/538 - Train Accuracy: 0.875, Validation Accuracy: 0.853, Loss: 0.166 Epoch 15 Batch 406/538 - Train Accuracy: 0.882, Validation Accuracy: 0.862, Loss: 0.173 Epoch 15 Batch 407/538 - Train Accuracy: 0.891, Validation Accuracy: 0.872, Loss: 0.171 Epoch 15 Batch 408/538 - Train Accuracy: 0.869, Validation Accuracy: 0.869, Loss: 0.187 Epoch 15 Batch 409/538 - Train Accuracy: 0.854, Validation Accuracy: 0.868, Loss: 0.192 Epoch 15 Batch 410/538 - Train Accuracy: 0.895, Validation Accuracy: 0.870, Loss: 0.182 Epoch 15 Batch 411/538 - Train Accuracy: 0.903, Validation Accuracy: 0.869, Loss: 0.169 Epoch 15 Batch 412/538 - Train Accuracy: 0.866, Validation Accuracy: 0.866, Loss: 0.165 Epoch 15 Batch 413/538 - Train Accuracy: 0.873, Validation Accuracy: 0.866, Loss: 0.171 Epoch 15 Batch 414/538 - Train Accuracy: 0.842, Validation Accuracy: 0.865, Loss: 0.196 Epoch 15 Batch 415/538 - Train Accuracy: 0.861, Validation Accuracy: 0.861, Loss: 0.175 Epoch 15 Batch 416/538 - Train Accuracy: 0.889, Validation Accuracy: 0.862, Loss: 0.170 Epoch 15 Batch 417/538 - Train Accuracy: 0.880, Validation Accuracy: 0.868, Loss: 0.166 Epoch 15 Batch 418/538 - Train Accuracy: 0.882, Validation Accuracy: 0.867, Loss: 0.172 Epoch 15 Batch 419/538 - Train Accuracy: 0.875, Validation Accuracy: 0.862, Loss: 0.166 Epoch 15 Batch 420/538 - Train Accuracy: 0.894, Validation Accuracy: 0.859, Loss: 0.163 Epoch 15 Batch 421/538 - Train Accuracy: 0.875, Validation Accuracy: 0.859, Loss: 0.167 Epoch 15 Batch 422/538 - Train Accuracy: 0.880, Validation Accuracy: 0.861, Loss: 0.182 Epoch 15 Batch 423/538 - Train Accuracy: 0.877, Validation Accuracy: 0.860, Loss: 0.183 Epoch 15 Batch 424/538 - Train Accuracy: 0.866, Validation Accuracy: 0.861, Loss: 0.173 Epoch 15 Batch 425/538 - Train Accuracy: 0.872, Validation Accuracy: 0.869, Loss: 0.179 Epoch 15 Batch 426/538 - Train Accuracy: 0.871, Validation Accuracy: 0.868, Loss: 0.178 Epoch 15 Batch 427/538 - Train Accuracy: 0.876, Validation Accuracy: 0.869, Loss: 0.180 Epoch 15 Batch 428/538 - Train Accuracy: 0.888, Validation Accuracy: 0.869, Loss: 0.167 Epoch 15 Batch 429/538 - Train Accuracy: 0.878, Validation Accuracy: 0.869, Loss: 0.178 Epoch 15 Batch 430/538 - Train Accuracy: 0.865, Validation Accuracy: 0.865, Loss: 0.176 Epoch 15 Batch 431/538 - Train Accuracy: 0.882, Validation Accuracy: 0.866, Loss: 0.167 Epoch 15 Batch 432/538 - Train Accuracy: 0.880, Validation Accuracy: 0.866, Loss: 0.164 Epoch 15 Batch 433/538 - Train Accuracy: 0.871, Validation Accuracy: 0.868, Loss: 0.196 Epoch 15 Batch 434/538 - Train Accuracy: 0.866, Validation Accuracy: 0.861, Loss: 0.180 Epoch 15 Batch 435/538 - Train Accuracy: 0.880, Validation Accuracy: 0.861, Loss: 0.173 Epoch 15 Batch 436/538 - Train Accuracy: 0.843, Validation Accuracy: 0.860, Loss: 0.174 Epoch 15 Batch 437/538 - Train Accuracy: 0.878, Validation Accuracy: 0.859, Loss: 0.176 Epoch 15 Batch 438/538 - Train Accuracy: 0.885, Validation Accuracy: 0.856, Loss: 0.164 Epoch 15 Batch 439/538 - Train Accuracy: 0.882, Validation Accuracy: 0.865, Loss: 0.170 Epoch 15 Batch 440/538 - Train Accuracy: 0.853, Validation Accuracy: 0.873, Loss: 0.189 Epoch 15 Batch 441/538 - Train Accuracy: 0.854, Validation Accuracy: 0.871, Loss: 0.182 Epoch 15 Batch 442/538 - Train Accuracy: 0.885, Validation Accuracy: 0.872, Loss: 0.162 Epoch 15 Batch 443/538 - Train Accuracy: 0.888, Validation Accuracy: 0.870, Loss: 0.173 Epoch 15 Batch 444/538 - Train Accuracy: 0.883, Validation Accuracy: 0.872, Loss: 0.172 Epoch 15 Batch 445/538 - Train Accuracy: 0.897, Validation Accuracy: 0.873, Loss: 0.162 Epoch 15 Batch 446/538 - Train Accuracy: 0.881, Validation Accuracy: 0.874, Loss: 0.170 Epoch 15 Batch 447/538 - Train Accuracy: 0.868, Validation Accuracy: 0.875, Loss: 0.180 Epoch 15 Batch 448/538 - Train Accuracy: 0.876, Validation Accuracy: 0.876, Loss: 0.148 Epoch 15 Batch 449/538 - Train Accuracy: 0.895, Validation Accuracy: 0.874, Loss: 0.179 Epoch 15 Batch 450/538 - Train Accuracy: 0.866, Validation Accuracy: 0.867, Loss: 0.187 Epoch 15 Batch 451/538 - Train Accuracy: 0.860, Validation Accuracy: 0.864, Loss: 0.163 Epoch 15 Batch 452/538 - Train Accuracy: 0.885, Validation Accuracy: 0.870, Loss: 0.162 Epoch 15 Batch 453/538 - Train Accuracy: 0.873, Validation Accuracy: 0.867, Loss: 0.171 Epoch 15 Batch 454/538 - Train Accuracy: 0.877, Validation Accuracy: 0.861, Loss: 0.166 Epoch 15 Batch 455/538 - Train Accuracy: 0.878, Validation Accuracy: 0.863, Loss: 0.155 Epoch 15 Batch 456/538 - Train Accuracy: 0.895, Validation Accuracy: 0.864, Loss: 0.174 Epoch 15 Batch 457/538 - Train Accuracy: 0.869, Validation Accuracy: 0.869, Loss: 0.181 Epoch 15 Batch 458/538 - Train Accuracy: 0.896, Validation Accuracy: 0.863, Loss: 0.158 Epoch 15 Batch 459/538 - Train Accuracy: 0.889, Validation Accuracy: 0.868, Loss: 0.167 Epoch 15 Batch 460/538 - Train Accuracy: 0.848, Validation Accuracy: 0.876, Loss: 0.165 Epoch 15 Batch 461/538 - Train Accuracy: 0.874, Validation Accuracy: 0.874, Loss: 0.181 Epoch 15 Batch 462/538 - Train Accuracy: 0.858, Validation Accuracy: 0.870, Loss: 0.176 Epoch 15 Batch 463/538 - Train Accuracy: 0.864, Validation Accuracy: 0.866, Loss: 0.180 Epoch 15 Batch 464/538 - Train Accuracy: 0.882, Validation Accuracy: 0.867, Loss: 0.162 Epoch 15 Batch 465/538 - Train Accuracy: 0.852, Validation Accuracy: 0.871, Loss: 0.180 Epoch 15 Batch 466/538 - Train Accuracy: 0.871, Validation Accuracy: 0.877, Loss: 0.177 Epoch 15 Batch 467/538 - Train Accuracy: 0.875, Validation Accuracy: 0.876, Loss: 0.181 Epoch 15 Batch 468/538 - Train Accuracy: 0.881, Validation Accuracy: 0.872, Loss: 0.183 Epoch 15 Batch 469/538 - Train Accuracy: 0.881, Validation Accuracy: 0.868, Loss: 0.170 Epoch 15 Batch 470/538 - Train Accuracy: 0.875, Validation Accuracy: 0.869, Loss: 0.168 Epoch 15 Batch 471/538 - Train Accuracy: 0.870, Validation Accuracy: 0.868, Loss: 0.163 Epoch 15 Batch 472/538 - Train Accuracy: 0.907, Validation Accuracy: 0.870, Loss: 0.165 Epoch 15 Batch 473/538 - Train Accuracy: 0.842, Validation Accuracy: 0.873, Loss: 0.179 Epoch 15 Batch 474/538 - Train Accuracy: 0.884, Validation Accuracy: 0.875, Loss: 0.156 Epoch 15 Batch 475/538 - Train Accuracy: 0.889, Validation Accuracy: 0.873, Loss: 0.164 Epoch 15 Batch 476/538 - Train Accuracy: 0.875, Validation Accuracy: 0.868, Loss: 0.172 Epoch 15 Batch 477/538 - Train Accuracy: 0.871, Validation Accuracy: 0.866, Loss: 0.175 Epoch 15 Batch 478/538 - Train Accuracy: 0.883, Validation Accuracy: 0.864, Loss: 0.165 Epoch 15 Batch 479/538 - Train Accuracy: 0.876, Validation Accuracy: 0.866, Loss: 0.160 Epoch 15 Batch 480/538 - Train Accuracy: 0.895, Validation Accuracy: 0.867, Loss: 0.159 Epoch 15 Batch 481/538 - Train Accuracy: 0.913, Validation Accuracy: 0.871, Loss: 0.168 Epoch 15 Batch 482/538 - Train Accuracy: 0.881, Validation Accuracy: 0.864, Loss: 0.151 Epoch 15 Batch 483/538 - Train Accuracy: 0.854, Validation Accuracy: 0.866, Loss: 0.170 Epoch 15 Batch 484/538 - Train Accuracy: 0.871, Validation Accuracy: 0.863, Loss: 0.181 Epoch 15 Batch 485/538 - Train Accuracy: 0.862, Validation Accuracy: 0.865, Loss: 0.170 Epoch 15 Batch 486/538 - Train Accuracy: 0.884, Validation Accuracy: 0.862, Loss: 0.160 Epoch 15 Batch 487/538 - Train Accuracy: 0.874, Validation Accuracy: 0.865, Loss: 0.156 Epoch 15 Batch 488/538 - Train Accuracy: 0.899, Validation Accuracy: 0.876, Loss: 0.161 Epoch 15 Batch 489/538 - Train Accuracy: 0.866, Validation Accuracy: 0.871, Loss: 0.180 Epoch 15 Batch 490/538 - Train Accuracy: 0.881, Validation Accuracy: 0.873, Loss: 0.172 Epoch 15 Batch 491/538 - Train Accuracy: 0.848, Validation Accuracy: 0.870, Loss: 0.179 Epoch 15 Batch 492/538 - Train Accuracy: 0.876, Validation Accuracy: 0.867, Loss: 0.168 Epoch 15 Batch 493/538 - Train Accuracy: 0.865, Validation Accuracy: 0.866, Loss: 0.173 Epoch 15 Batch 494/538 - Train Accuracy: 0.866, Validation Accuracy: 0.865, Loss: 0.177 Epoch 15 Batch 495/538 - Train Accuracy: 0.885, Validation Accuracy: 0.865, Loss: 0.168 Epoch 15 Batch 496/538 - Train Accuracy: 0.867, Validation Accuracy: 0.870, Loss: 0.158 Epoch 15 Batch 497/538 - Train Accuracy: 0.886, Validation Accuracy: 0.868, Loss: 0.162 Epoch 15 Batch 498/538 - Train Accuracy: 0.880, Validation Accuracy: 0.867, Loss: 0.170 Epoch 15 Batch 499/538 - Train Accuracy: 0.865, Validation Accuracy: 0.864, Loss: 0.167 Epoch 15 Batch 500/538 - Train Accuracy: 0.904, Validation Accuracy: 0.862, Loss: 0.148 Epoch 15 Batch 501/538 - Train Accuracy: 0.897, Validation Accuracy: 0.861, Loss: 0.166 Epoch 15 Batch 502/538 - Train Accuracy: 0.871, Validation Accuracy: 0.865, Loss: 0.164 Epoch 15 Batch 503/538 - Train Accuracy: 0.894, Validation Accuracy: 0.865, Loss: 0.162 Epoch 15 Batch 504/538 - Train Accuracy: 0.891, Validation Accuracy: 0.864, Loss: 0.161 Epoch 15 Batch 505/538 - Train Accuracy: 0.878, Validation Accuracy: 0.869, Loss: 0.161 Epoch 15 Batch 506/538 - Train Accuracy: 0.875, Validation Accuracy: 0.872, Loss: 0.167 Epoch 15 Batch 507/538 - Train Accuracy: 0.850, Validation Accuracy: 0.869, Loss: 0.184 Epoch 15 Batch 508/538 - Train Accuracy: 0.864, Validation Accuracy: 0.869, Loss: 0.168 Epoch 15 Batch 509/538 - Train Accuracy: 0.873, Validation Accuracy: 0.867, Loss: 0.170 Epoch 15 Batch 510/538 - Train Accuracy: 0.879, Validation Accuracy: 0.865, Loss: 0.171 Epoch 15 Batch 511/538 - Train Accuracy: 0.880, Validation Accuracy: 0.865, Loss: 0.166 Epoch 15 Batch 512/538 - Train Accuracy: 0.895, Validation Accuracy: 0.868, Loss: 0.165 Epoch 15 Batch 513/538 - Train Accuracy: 0.849, Validation Accuracy: 0.865, Loss: 0.182 Epoch 15 Batch 514/538 - Train Accuracy: 0.885, Validation Accuracy: 0.868, Loss: 0.168 Epoch 15 Batch 515/538 - Train Accuracy: 0.884, Validation Accuracy: 0.865, Loss: 0.175 Epoch 15 Batch 516/538 - Train Accuracy: 0.848, Validation Accuracy: 0.865, Loss: 0.174 Epoch 15 Batch 517/538 - Train Accuracy: 0.884, Validation Accuracy: 0.864, Loss: 0.165 Epoch 15 Batch 518/538 - Train Accuracy: 0.862, Validation Accuracy: 0.864, Loss: 0.181 Epoch 15 Batch 519/538 - Train Accuracy: 0.884, Validation Accuracy: 0.865, Loss: 0.169 Epoch 15 Batch 520/538 - Train Accuracy: 0.882, Validation Accuracy: 0.862, Loss: 0.179 Epoch 15 Batch 521/538 - Train Accuracy: 0.872, Validation Accuracy: 0.869, Loss: 0.179 Epoch 15 Batch 522/538 - Train Accuracy: 0.874, Validation Accuracy: 0.867, Loss: 0.161 Epoch 15 Batch 523/538 - Train Accuracy: 0.884, Validation Accuracy: 0.865, Loss: 0.179 Epoch 15 Batch 524/538 - Train Accuracy: 0.874, Validation Accuracy: 0.871, Loss: 0.178 Epoch 15 Batch 525/538 - Train Accuracy: 0.898, Validation Accuracy: 0.878, Loss: 0.160 Epoch 15 Batch 526/538 - Train Accuracy: 0.871, Validation Accuracy: 0.875, Loss: 0.157 Epoch 15 Batch 527/538 - Train Accuracy: 0.890, Validation Accuracy: 0.870, Loss: 0.169 Epoch 15 Batch 528/538 - Train Accuracy: 0.884, Validation Accuracy: 0.872, Loss: 0.184 Epoch 15 Batch 529/538 - Train Accuracy: 0.874, Validation Accuracy: 0.872, Loss: 0.176 Epoch 15 Batch 530/538 - Train Accuracy: 0.867, Validation Accuracy: 0.876, Loss: 0.183 Epoch 15 Batch 531/538 - Train Accuracy: 0.877, Validation Accuracy: 0.874, Loss: 0.169 Epoch 15 Batch 532/538 - Train Accuracy: 0.887, Validation Accuracy: 0.873, Loss: 0.171 Epoch 15 Batch 533/538 - Train Accuracy: 0.888, Validation Accuracy: 0.869, Loss: 0.174 Epoch 15 Batch 534/538 - Train Accuracy: 0.895, Validation Accuracy: 0.872, Loss: 0.156 Epoch 15 Batch 535/538 - Train Accuracy: 0.874, Validation Accuracy: 0.863, Loss: 0.175 Epoch 15 Batch 536/538 - Train Accuracy: 0.897, Validation Accuracy: 0.875, Loss: 0.178 Epoch 16 Batch 0/538 - Train Accuracy: 0.874, Validation Accuracy: 0.879, Loss: 0.171 Epoch 16 Batch 1/538 - Train Accuracy: 0.894, Validation Accuracy: 0.877, Loss: 0.166 Epoch 16 Batch 2/538 - Train Accuracy: 0.866, Validation Accuracy: 0.878, Loss: 0.191 Epoch 16 Batch 3/538 - Train Accuracy: 0.879, Validation Accuracy: 0.870, Loss: 0.164 Epoch 16 Batch 4/538 - Train Accuracy: 0.873, Validation Accuracy: 0.860, Loss: 0.165 Epoch 16 Batch 5/538 - Train Accuracy: 0.882, Validation Accuracy: 0.855, Loss: 0.178 Epoch 16 Batch 6/538 - Train Accuracy: 0.896, Validation Accuracy: 0.858, Loss: 0.167 Epoch 16 Batch 7/538 - Train Accuracy: 0.872, Validation Accuracy: 0.861, Loss: 0.162 Epoch 16 Batch 8/538 - Train Accuracy: 0.876, Validation Accuracy: 0.861, Loss: 0.167 Epoch 16 Batch 9/538 - Train Accuracy: 0.879, Validation Accuracy: 0.864, Loss: 0.157 Epoch 16 Batch 10/538 - Train Accuracy: 0.864, Validation Accuracy: 0.866, Loss: 0.183 Epoch 16 Batch 11/538 - Train Accuracy: 0.893, Validation Accuracy: 0.866, Loss: 0.173 Epoch 16 Batch 12/538 - Train Accuracy: 0.862, Validation Accuracy: 0.867, Loss: 0.177 Epoch 16 Batch 13/538 - Train Accuracy: 0.887, Validation Accuracy: 0.872, Loss: 0.154 Epoch 16 Batch 14/538 - Train Accuracy: 0.877, Validation Accuracy: 0.875, Loss: 0.167 Epoch 16 Batch 15/538 - Train Accuracy: 0.889, Validation Accuracy: 0.876, Loss: 0.166 Epoch 16 Batch 16/538 - Train Accuracy: 0.880, Validation Accuracy: 0.871, Loss: 0.165 Epoch 16 Batch 17/538 - Train Accuracy: 0.898, Validation Accuracy: 0.873, Loss: 0.164 Epoch 16 Batch 18/538 - Train Accuracy: 0.891, Validation Accuracy: 0.871, Loss: 0.173 Epoch 16 Batch 19/538 - Train Accuracy: 0.879, Validation Accuracy: 0.868, Loss: 0.181 Epoch 16 Batch 20/538 - Train Accuracy: 0.872, Validation Accuracy: 0.866, Loss: 0.174 Epoch 16 Batch 21/538 - Train Accuracy: 0.900, Validation Accuracy: 0.871, Loss: 0.166 Epoch 16 Batch 22/538 - Train Accuracy: 0.864, Validation Accuracy: 0.866, Loss: 0.172 Epoch 16 Batch 23/538 - Train Accuracy: 0.871, Validation Accuracy: 0.862, Loss: 0.187 Epoch 16 Batch 24/538 - Train Accuracy: 0.880, Validation Accuracy: 0.862, Loss: 0.175 Epoch 16 Batch 25/538 - Train Accuracy: 0.871, Validation Accuracy: 0.866, Loss: 0.174 Epoch 16 Batch 26/538 - Train Accuracy: 0.863, Validation Accuracy: 0.872, Loss: 0.180 Epoch 16 Batch 27/538 - Train Accuracy: 0.888, Validation Accuracy: 0.870, Loss: 0.152 Epoch 16 Batch 28/538 - Train Accuracy: 0.868, Validation Accuracy: 0.870, Loss: 0.155 Epoch 16 Batch 29/538 - Train Accuracy: 0.885, Validation Accuracy: 0.876, Loss: 0.165 Epoch 16 Batch 30/538 - Train Accuracy: 0.879, Validation Accuracy: 0.871, Loss: 0.180 Epoch 16 Batch 31/538 - Train Accuracy: 0.900, Validation Accuracy: 0.870, Loss: 0.150 Epoch 16 Batch 32/538 - Train Accuracy: 0.884, Validation Accuracy: 0.869, Loss: 0.148 Epoch 16 Batch 33/538 - Train Accuracy: 0.878, Validation Accuracy: 0.867, Loss: 0.164 Epoch 16 Batch 34/538 - Train Accuracy: 0.870, Validation Accuracy: 0.867, Loss: 0.184 Epoch 16 Batch 35/538 - Train Accuracy: 0.885, Validation Accuracy: 0.864, Loss: 0.161 Epoch 16 Batch 36/538 - Train Accuracy: 0.868, Validation Accuracy: 0.869, Loss: 0.160 Epoch 16 Batch 37/538 - Train Accuracy: 0.896, Validation Accuracy: 0.869, Loss: 0.181 Epoch 16 Batch 38/538 - Train Accuracy: 0.865, Validation Accuracy: 0.869, Loss: 0.163 Epoch 16 Batch 39/538 - Train Accuracy: 0.888, Validation Accuracy: 0.872, Loss: 0.170 Epoch 16 Batch 40/538 - Train Accuracy: 0.886, Validation Accuracy: 0.872, Loss: 0.147 Epoch 16 Batch 41/538 - Train Accuracy: 0.876, Validation Accuracy: 0.867, Loss: 0.167 Epoch 16 Batch 42/538 - Train Accuracy: 0.879, Validation Accuracy: 0.873, Loss: 0.163 Epoch 16 Batch 43/538 - Train Accuracy: 0.859, Validation Accuracy: 0.871, Loss: 0.188 Epoch 16 Batch 44/538 - Train Accuracy: 0.860, Validation Accuracy: 0.870, Loss: 0.179 Epoch 16 Batch 45/538 - Train Accuracy: 0.899, Validation Accuracy: 0.870, Loss: 0.156 Epoch 16 Batch 46/538 - Train Accuracy: 0.894, Validation Accuracy: 0.868, Loss: 0.161 Epoch 16 Batch 47/538 - Train Accuracy: 0.869, Validation Accuracy: 0.876, Loss: 0.185 Epoch 16 Batch 48/538 - Train Accuracy: 0.890, Validation Accuracy: 0.874, Loss: 0.168 Epoch 16 Batch 49/538 - Train Accuracy: 0.896, Validation Accuracy: 0.879, Loss: 0.173 Epoch 16 Batch 50/538 - Train Accuracy: 0.880, Validation Accuracy: 0.879, Loss: 0.168 Epoch 16 Batch 51/538 - Train Accuracy: 0.866, Validation Accuracy: 0.877, Loss: 0.194 Epoch 16 Batch 52/538 - Train Accuracy: 0.865, Validation Accuracy: 0.865, Loss: 0.175 Epoch 16 Batch 53/538 - Train Accuracy: 0.877, Validation Accuracy: 0.866, Loss: 0.150 Epoch 16 Batch 54/538 - Train Accuracy: 0.868, Validation Accuracy: 0.869, Loss: 0.161 Epoch 16 Batch 55/538 - Train Accuracy: 0.884, Validation Accuracy: 0.876, Loss: 0.163 Epoch 16 Batch 56/538 - Train Accuracy: 0.875, Validation Accuracy: 0.874, Loss: 0.158 Epoch 16 Batch 57/538 - Train Accuracy: 0.853, Validation Accuracy: 0.873, Loss: 0.183 Epoch 16 Batch 58/538 - Train Accuracy: 0.857, Validation Accuracy: 0.873, Loss: 0.170 Epoch 16 Batch 59/538 - Train Accuracy: 0.890, Validation Accuracy: 0.866, Loss: 0.185 Epoch 16 Batch 60/538 - Train Accuracy: 0.887, Validation Accuracy: 0.873, Loss: 0.170 Epoch 16 Batch 61/538 - Train Accuracy: 0.894, Validation Accuracy: 0.874, Loss: 0.166 Epoch 16 Batch 62/538 - Train Accuracy: 0.887, Validation Accuracy: 0.873, Loss: 0.163 Epoch 16 Batch 63/538 - Train Accuracy: 0.898, Validation Accuracy: 0.882, Loss: 0.150 Epoch 16 Batch 64/538 - Train Accuracy: 0.883, Validation Accuracy: 0.874, Loss: 0.147 Epoch 16 Batch 65/538 - Train Accuracy: 0.855, Validation Accuracy: 0.873, Loss: 0.166 Epoch 16 Batch 66/538 - Train Accuracy: 0.894, Validation Accuracy: 0.875, Loss: 0.155 Epoch 16 Batch 67/538 - Train Accuracy: 0.901, Validation Accuracy: 0.870, Loss: 0.146 Epoch 16 Batch 68/538 - Train Accuracy: 0.862, Validation Accuracy: 0.863, Loss: 0.160 Epoch 16 Batch 69/538 - Train Accuracy: 0.896, Validation Accuracy: 0.859, Loss: 0.174 Epoch 16 Batch 70/538 - Train Accuracy: 0.867, Validation Accuracy: 0.868, Loss: 0.160 Epoch 16 Batch 71/538 - Train Accuracy: 0.869, Validation Accuracy: 0.871, Loss: 0.177 Epoch 16 Batch 72/538 - Train Accuracy: 0.880, Validation Accuracy: 0.878, Loss: 0.194 Epoch 16 Batch 73/538 - Train Accuracy: 0.874, Validation Accuracy: 0.886, Loss: 0.177 Epoch 16 Batch 74/538 - Train Accuracy: 0.878, Validation Accuracy: 0.876, Loss: 0.154 Epoch 16 Batch 75/538 - Train Accuracy: 0.879, Validation Accuracy: 0.876, Loss: 0.161 Epoch 16 Batch 76/538 - Train Accuracy: 0.881, Validation Accuracy: 0.868, Loss: 0.167 Epoch 16 Batch 77/538 - Train Accuracy: 0.883, Validation Accuracy: 0.874, Loss: 0.158 Epoch 16 Batch 78/538 - Train Accuracy: 0.885, Validation Accuracy: 0.872, Loss: 0.169 Epoch 16 Batch 79/538 - Train Accuracy: 0.888, Validation Accuracy: 0.877, Loss: 0.159 Epoch 16 Batch 80/538 - Train Accuracy: 0.875, Validation Accuracy: 0.875, Loss: 0.178 Epoch 16 Batch 81/538 - Train Accuracy: 0.879, Validation Accuracy: 0.877, Loss: 0.180 Epoch 16 Batch 82/538 - Train Accuracy: 0.871, Validation Accuracy: 0.872, Loss: 0.163 Epoch 16 Batch 83/538 - Train Accuracy: 0.860, Validation Accuracy: 0.869, Loss: 0.166 Epoch 16 Batch 84/538 - Train Accuracy: 0.874, Validation Accuracy: 0.865, Loss: 0.167 Epoch 16 Batch 85/538 - Train Accuracy: 0.885, Validation Accuracy: 0.866, Loss: 0.153 Epoch 16 Batch 86/538 - Train Accuracy: 0.898, Validation Accuracy: 0.873, Loss: 0.163 Epoch 16 Batch 87/538 - Train Accuracy: 0.887, Validation Accuracy: 0.877, Loss: 0.170 Epoch 16 Batch 88/538 - Train Accuracy: 0.886, Validation Accuracy: 0.871, Loss: 0.165 Epoch 16 Batch 89/538 - Train Accuracy: 0.882, Validation Accuracy: 0.871, Loss: 0.160 Epoch 16 Batch 90/538 - Train Accuracy: 0.870, Validation Accuracy: 0.873, Loss: 0.175 Epoch 16 Batch 91/538 - Train Accuracy: 0.879, Validation Accuracy: 0.875, Loss: 0.165 Epoch 16 Batch 92/538 - Train Accuracy: 0.872, Validation Accuracy: 0.875, Loss: 0.172 Epoch 16 Batch 93/538 - Train Accuracy: 0.886, Validation Accuracy: 0.870, Loss: 0.160 Epoch 16 Batch 94/538 - Train Accuracy: 0.901, Validation Accuracy: 0.874, Loss: 0.166 Epoch 16 Batch 95/538 - Train Accuracy: 0.879, Validation Accuracy: 0.875, Loss: 0.157 Epoch 16 Batch 96/538 - Train Accuracy: 0.898, Validation Accuracy: 0.877, Loss: 0.148 Epoch 16 Batch 97/538 - Train Accuracy: 0.901, Validation Accuracy: 0.876, Loss: 0.162 Epoch 16 Batch 98/538 - Train Accuracy: 0.888, Validation Accuracy: 0.874, Loss: 0.160 Epoch 16 Batch 99/538 - Train Accuracy: 0.879, Validation Accuracy: 0.881, Loss: 0.157 Epoch 16 Batch 100/538 - Train Accuracy: 0.888, Validation Accuracy: 0.878, Loss: 0.154 Epoch 16 Batch 101/538 - Train Accuracy: 0.871, Validation Accuracy: 0.872, Loss: 0.175 Epoch 16 Batch 102/538 - Train Accuracy: 0.887, Validation Accuracy: 0.872, Loss: 0.166 Epoch 16 Batch 103/538 - Train Accuracy: 0.902, Validation Accuracy: 0.876, Loss: 0.172 Epoch 16 Batch 104/538 - Train Accuracy: 0.890, Validation Accuracy: 0.875, Loss: 0.156 Epoch 16 Batch 105/538 - Train Accuracy: 0.882, Validation Accuracy: 0.879, Loss: 0.150 Epoch 16 Batch 106/538 - Train Accuracy: 0.864, Validation Accuracy: 0.876, Loss: 0.144 Epoch 16 Batch 107/538 - Train Accuracy: 0.872, Validation Accuracy: 0.870, Loss: 0.171 Epoch 16 Batch 108/538 - Train Accuracy: 0.891, Validation Accuracy: 0.873, Loss: 0.159 Epoch 16 Batch 109/538 - Train Accuracy: 0.895, Validation Accuracy: 0.872, Loss: 0.153 Epoch 16 Batch 110/538 - Train Accuracy: 0.900, Validation Accuracy: 0.876, Loss: 0.162 Epoch 16 Batch 111/538 - Train Accuracy: 0.886, Validation Accuracy: 0.882, Loss: 0.159 Epoch 16 Batch 112/538 - Train Accuracy: 0.891, Validation Accuracy: 0.877, Loss: 0.167 Epoch 16 Batch 113/538 - Train Accuracy: 0.866, Validation Accuracy: 0.875, Loss: 0.169 Epoch 16 Batch 114/538 - Train Accuracy: 0.875, Validation Accuracy: 0.879, Loss: 0.147 Epoch 16 Batch 115/538 - Train Accuracy: 0.904, Validation Accuracy: 0.880, Loss: 0.170 Epoch 16 Batch 116/538 - Train Accuracy: 0.872, Validation Accuracy: 0.876, Loss: 0.175 Epoch 16 Batch 117/538 - Train Accuracy: 0.875, Validation Accuracy: 0.877, Loss: 0.161 Epoch 16 Batch 118/538 - Train Accuracy: 0.886, Validation Accuracy: 0.882, Loss: 0.149 Epoch 16 Batch 119/538 - Train Accuracy: 0.906, Validation Accuracy: 0.885, Loss: 0.151 Epoch 16 Batch 120/538 - Train Accuracy: 0.890, Validation Accuracy: 0.881, Loss: 0.151 Epoch 16 Batch 121/538 - Train Accuracy: 0.893, Validation Accuracy: 0.881, Loss: 0.161 Epoch 16 Batch 122/538 - Train Accuracy: 0.893, Validation Accuracy: 0.880, Loss: 0.150 Epoch 16 Batch 123/538 - Train Accuracy: 0.901, Validation Accuracy: 0.877, Loss: 0.154 Epoch 16 Batch 124/538 - Train Accuracy: 0.898, Validation Accuracy: 0.879, Loss: 0.153 Epoch 16 Batch 125/538 - Train Accuracy: 0.883, Validation Accuracy: 0.884, Loss: 0.160 Epoch 16 Batch 126/538 - Train Accuracy: 0.887, Validation Accuracy: 0.885, Loss: 0.156 Epoch 16 Batch 127/538 - Train Accuracy: 0.871, Validation Accuracy: 0.891, Loss: 0.168 Epoch 16 Batch 128/538 - Train Accuracy: 0.899, Validation Accuracy: 0.890, Loss: 0.157 Epoch 16 Batch 129/538 - Train Accuracy: 0.890, Validation Accuracy: 0.893, Loss: 0.147 Epoch 16 Batch 130/538 - Train Accuracy: 0.898, Validation Accuracy: 0.895, Loss: 0.152 Epoch 16 Batch 131/538 - Train Accuracy: 0.894, Validation Accuracy: 0.888, Loss: 0.164 Epoch 16 Batch 132/538 - Train Accuracy: 0.847, Validation Accuracy: 0.893, Loss: 0.163 Epoch 16 Batch 133/538 - Train Accuracy: 0.896, Validation Accuracy: 0.890, Loss: 0.154 Epoch 16 Batch 134/538 - Train Accuracy: 0.855, Validation Accuracy: 0.885, Loss: 0.174 Epoch 16 Batch 135/538 - Train Accuracy: 0.888, Validation Accuracy: 0.870, Loss: 0.174 Epoch 16 Batch 136/538 - Train Accuracy: 0.876, Validation Accuracy: 0.868, Loss: 0.159 Epoch 16 Batch 137/538 - Train Accuracy: 0.854, Validation Accuracy: 0.869, Loss: 0.178 Epoch 16 Batch 138/538 - Train Accuracy: 0.879, Validation Accuracy: 0.868, Loss: 0.166 Epoch 16 Batch 139/538 - Train Accuracy: 0.881, Validation Accuracy: 0.869, Loss: 0.179 Epoch 16 Batch 140/538 - Train Accuracy: 0.874, Validation Accuracy: 0.869, Loss: 0.180 Epoch 16 Batch 141/538 - Train Accuracy: 0.875, Validation Accuracy: 0.863, Loss: 0.166 Epoch 16 Batch 142/538 - Train Accuracy: 0.894, Validation Accuracy: 0.859, Loss: 0.162 Epoch 16 Batch 143/538 - Train Accuracy: 0.880, Validation Accuracy: 0.866, Loss: 0.176 Epoch 16 Batch 144/538 - Train Accuracy: 0.886, Validation Accuracy: 0.865, Loss: 0.184 Epoch 16 Batch 145/538 - Train Accuracy: 0.871, Validation Accuracy: 0.866, Loss: 0.183 Epoch 16 Batch 146/538 - Train Accuracy: 0.880, Validation Accuracy: 0.871, Loss: 0.166 Epoch 16 Batch 147/538 - Train Accuracy: 0.898, Validation Accuracy: 0.867, Loss: 0.159 Epoch 16 Batch 148/538 - Train Accuracy: 0.859, Validation Accuracy: 0.869, Loss: 0.180 Epoch 16 Batch 149/538 - Train Accuracy: 0.887, Validation Accuracy: 0.868, Loss: 0.159 Epoch 16 Batch 150/538 - Train Accuracy: 0.884, Validation Accuracy: 0.869, Loss: 0.161 Epoch 16 Batch 151/538 - Train Accuracy: 0.892, Validation Accuracy: 0.871, Loss: 0.155 Epoch 16 Batch 152/538 - Train Accuracy: 0.881, Validation Accuracy: 0.871, Loss: 0.167 Epoch 16 Batch 153/538 - Train Accuracy: 0.870, Validation Accuracy: 0.873, Loss: 0.168 Epoch 16 Batch 154/538 - Train Accuracy: 0.884, Validation Accuracy: 0.880, Loss: 0.150 Epoch 16 Batch 155/538 - Train Accuracy: 0.866, Validation Accuracy: 0.881, Loss: 0.159 Epoch 16 Batch 156/538 - Train Accuracy: 0.897, Validation Accuracy: 0.875, Loss: 0.154 Epoch 16 Batch 157/538 - Train Accuracy: 0.884, Validation Accuracy: 0.873, Loss: 0.153 Epoch 16 Batch 158/538 - Train Accuracy: 0.877, Validation Accuracy: 0.869, Loss: 0.172 Epoch 16 Batch 159/538 - Train Accuracy: 0.888, Validation Accuracy: 0.866, Loss: 0.173 Epoch 16 Batch 160/538 - Train Accuracy: 0.858, Validation Accuracy: 0.871, Loss: 0.162 Epoch 16 Batch 161/538 - Train Accuracy: 0.873, Validation Accuracy: 0.873, Loss: 0.165 Epoch 16 Batch 162/538 - Train Accuracy: 0.885, Validation Accuracy: 0.876, Loss: 0.151 Epoch 16 Batch 163/538 - Train Accuracy: 0.886, Validation Accuracy: 0.879, Loss: 0.173 Epoch 16 Batch 164/538 - Train Accuracy: 0.869, Validation Accuracy: 0.872, Loss: 0.170 Epoch 16 Batch 165/538 - Train Accuracy: 0.889, Validation Accuracy: 0.871, Loss: 0.148 Epoch 16 Batch 166/538 - Train Accuracy: 0.918, Validation Accuracy: 0.871, Loss: 0.159 Epoch 16 Batch 167/538 - Train Accuracy: 0.900, Validation Accuracy: 0.870, Loss: 0.175 Epoch 16 Batch 168/538 - Train Accuracy: 0.863, Validation Accuracy: 0.873, Loss: 0.178 Epoch 16 Batch 169/538 - Train Accuracy: 0.899, Validation Accuracy: 0.871, Loss: 0.158 Epoch 16 Batch 170/538 - Train Accuracy: 0.861, Validation Accuracy: 0.870, Loss: 0.169 Epoch 16 Batch 171/538 - Train Accuracy: 0.875, Validation Accuracy: 0.869, Loss: 0.178 Epoch 16 Batch 172/538 - Train Accuracy: 0.901, Validation Accuracy: 0.866, Loss: 0.148 Epoch 16 Batch 173/538 - Train Accuracy: 0.880, Validation Accuracy: 0.862, Loss: 0.145 Epoch 16 Batch 174/538 - Train Accuracy: 0.878, Validation Accuracy: 0.854, Loss: 0.154 Epoch 16 Batch 175/538 - Train Accuracy: 0.887, Validation Accuracy: 0.856, Loss: 0.161 Epoch 16 Batch 176/538 - Train Accuracy: 0.864, Validation Accuracy: 0.861, Loss: 0.169 Epoch 16 Batch 177/538 - Train Accuracy: 0.878, Validation Accuracy: 0.862, Loss: 0.157 Epoch 16 Batch 178/538 - Train Accuracy: 0.868, Validation Accuracy: 0.866, Loss: 0.154 Epoch 16 Batch 179/538 - Train Accuracy: 0.901, Validation Accuracy: 0.870, Loss: 0.151 Epoch 16 Batch 180/538 - Train Accuracy: 0.900, Validation Accuracy: 0.876, Loss: 0.154 Epoch 16 Batch 181/538 - Train Accuracy: 0.857, Validation Accuracy: 0.886, Loss: 0.180 Epoch 16 Batch 182/538 - Train Accuracy: 0.904, Validation Accuracy: 0.886, Loss: 0.159 Epoch 16 Batch 183/538 - Train Accuracy: 0.890, Validation Accuracy: 0.882, Loss: 0.152 Epoch 16 Batch 184/538 - Train Accuracy: 0.888, Validation Accuracy: 0.882, Loss: 0.149 Epoch 16 Batch 185/538 - Train Accuracy: 0.915, Validation Accuracy: 0.882, Loss: 0.151 Epoch 16 Batch 186/538 - Train Accuracy: 0.881, Validation Accuracy: 0.880, Loss: 0.161 Epoch 16 Batch 187/538 - Train Accuracy: 0.895, Validation Accuracy: 0.881, Loss: 0.155 Epoch 16 Batch 188/538 - Train Accuracy: 0.889, Validation Accuracy: 0.880, Loss: 0.152 Epoch 16 Batch 189/538 - Train Accuracy: 0.885, Validation Accuracy: 0.864, Loss: 0.158 Epoch 16 Batch 190/538 - Train Accuracy: 0.877, Validation Accuracy: 0.865, Loss: 0.191 Epoch 16 Batch 191/538 - Train Accuracy: 0.891, Validation Accuracy: 0.874, Loss: 0.163 Epoch 16 Batch 192/538 - Train Accuracy: 0.898, Validation Accuracy: 0.876, Loss: 0.148 Epoch 16 Batch 193/538 - Train Accuracy: 0.866, Validation Accuracy: 0.873, Loss: 0.152 Epoch 16 Batch 194/538 - Train Accuracy: 0.865, Validation Accuracy: 0.873, Loss: 0.183 Epoch 16 Batch 195/538 - Train Accuracy: 0.907, Validation Accuracy: 0.874, Loss: 0.156 Epoch 16 Batch 196/538 - Train Accuracy: 0.886, Validation Accuracy: 0.865, Loss: 0.152 Epoch 16 Batch 197/538 - Train Accuracy: 0.892, Validation Accuracy: 0.864, Loss: 0.154 Epoch 16 Batch 198/538 - Train Accuracy: 0.896, Validation Accuracy: 0.871, Loss: 0.170 Epoch 16 Batch 199/538 - Train Accuracy: 0.873, Validation Accuracy: 0.870, Loss: 0.159 Epoch 16 Batch 200/538 - Train Accuracy: 0.883, Validation Accuracy: 0.870, Loss: 0.148 Epoch 16 Batch 201/538 - Train Accuracy: 0.878, Validation Accuracy: 0.867, Loss: 0.172 Epoch 16 Batch 202/538 - Train Accuracy: 0.900, Validation Accuracy: 0.876, Loss: 0.164 Epoch 16 Batch 203/538 - Train Accuracy: 0.881, Validation Accuracy: 0.879, Loss: 0.174 Epoch 16 Batch 204/538 - Train Accuracy: 0.874, Validation Accuracy: 0.878, Loss: 0.174 Epoch 16 Batch 205/538 - Train Accuracy: 0.903, Validation Accuracy: 0.874, Loss: 0.142 Epoch 16 Batch 206/538 - Train Accuracy: 0.874, Validation Accuracy: 0.880, Loss: 0.159 Epoch 16 Batch 207/538 - Train Accuracy: 0.897, Validation Accuracy: 0.880, Loss: 0.157 Epoch 16 Batch 208/538 - Train Accuracy: 0.882, Validation Accuracy: 0.881, Loss: 0.171 Epoch 16 Batch 209/538 - Train Accuracy: 0.905, Validation Accuracy: 0.879, Loss: 0.147 Epoch 16 Batch 210/538 - Train Accuracy: 0.859, Validation Accuracy: 0.882, Loss: 0.159 Epoch 16 Batch 211/538 - Train Accuracy: 0.876, Validation Accuracy: 0.878, Loss: 0.168 Epoch 16 Batch 212/538 - Train Accuracy: 0.873, Validation Accuracy: 0.881, Loss: 0.161 Epoch 16 Batch 213/538 - Train Accuracy: 0.884, Validation Accuracy: 0.878, Loss: 0.145 Epoch 16 Batch 214/538 - Train Accuracy: 0.895, Validation Accuracy: 0.874, Loss: 0.148 Epoch 16 Batch 215/538 - Train Accuracy: 0.899, Validation Accuracy: 0.874, Loss: 0.154 Epoch 16 Batch 216/538 - Train Accuracy: 0.895, Validation Accuracy: 0.875, Loss: 0.160 Epoch 16 Batch 217/538 - Train Accuracy: 0.900, Validation Accuracy: 0.876, Loss: 0.153 Epoch 16 Batch 218/538 - Train Accuracy: 0.879, Validation Accuracy: 0.875, Loss: 0.159 Epoch 16 Batch 219/538 - Train Accuracy: 0.873, Validation Accuracy: 0.876, Loss: 0.184 Epoch 16 Batch 220/538 - Train Accuracy: 0.874, Validation Accuracy: 0.876, Loss: 0.144 Epoch 16 Batch 221/538 - Train Accuracy: 0.913, Validation Accuracy: 0.874, Loss: 0.141 Epoch 16 Batch 222/538 - Train Accuracy: 0.862, Validation Accuracy: 0.869, Loss: 0.151 Epoch 16 Batch 223/538 - Train Accuracy: 0.889, Validation Accuracy: 0.868, Loss: 0.160 Epoch 16 Batch 224/538 - Train Accuracy: 0.876, Validation Accuracy: 0.870, Loss: 0.156 Epoch 16 Batch 225/538 - Train Accuracy: 0.890, Validation Accuracy: 0.872, Loss: 0.154 Epoch 16 Batch 226/538 - Train Accuracy: 0.879, Validation Accuracy: 0.876, Loss: 0.162 Epoch 16 Batch 227/538 - Train Accuracy: 0.891, Validation Accuracy: 0.876, Loss: 0.160 Epoch 16 Batch 228/538 - Train Accuracy: 0.873, Validation Accuracy: 0.876, Loss: 0.159 Epoch 16 Batch 229/538 - Train Accuracy: 0.879, Validation Accuracy: 0.869, Loss: 0.157 Epoch 16 Batch 230/538 - Train Accuracy: 0.871, Validation Accuracy: 0.871, Loss: 0.156 Epoch 16 Batch 231/538 - Train Accuracy: 0.882, Validation Accuracy: 0.873, Loss: 0.168 Epoch 16 Batch 232/538 - Train Accuracy: 0.876, Validation Accuracy: 0.869, Loss: 0.156 Epoch 16 Batch 233/538 - Train Accuracy: 0.908, Validation Accuracy: 0.872, Loss: 0.164 Epoch 16 Batch 234/538 - Train Accuracy: 0.890, Validation Accuracy: 0.870, Loss: 0.159 Epoch 16 Batch 235/538 - Train Accuracy: 0.898, Validation Accuracy: 0.873, Loss: 0.147 Epoch 16 Batch 236/538 - Train Accuracy: 0.887, Validation Accuracy: 0.874, Loss: 0.177 Epoch 16 Batch 237/538 - Train Accuracy: 0.891, Validation Accuracy: 0.877, Loss: 0.145 Epoch 16 Batch 238/538 - Train Accuracy: 0.908, Validation Accuracy: 0.874, Loss: 0.153 Epoch 16 Batch 239/538 - Train Accuracy: 0.871, Validation Accuracy: 0.877, Loss: 0.164 Epoch 16 Batch 240/538 - Train Accuracy: 0.879, Validation Accuracy: 0.869, Loss: 0.157 Epoch 16 Batch 241/538 - Train Accuracy: 0.869, Validation Accuracy: 0.860, Loss: 0.164 Epoch 16 Batch 242/538 - Train Accuracy: 0.905, Validation Accuracy: 0.864, Loss: 0.149 Epoch 16 Batch 243/538 - Train Accuracy: 0.893, Validation Accuracy: 0.867, Loss: 0.167 Epoch 16 Batch 244/538 - Train Accuracy: 0.885, Validation Accuracy: 0.875, Loss: 0.156 Epoch 16 Batch 245/538 - Train Accuracy: 0.888, Validation Accuracy: 0.874, Loss: 0.179 Epoch 16 Batch 246/538 - Train Accuracy: 0.898, Validation Accuracy: 0.881, Loss: 0.149 Epoch 16 Batch 247/538 - Train Accuracy: 0.874, Validation Accuracy: 0.873, Loss: 0.157 Epoch 16 Batch 248/538 - Train Accuracy: 0.892, Validation Accuracy: 0.872, Loss: 0.162 Epoch 16 Batch 249/538 - Train Accuracy: 0.879, Validation Accuracy: 0.878, Loss: 0.150 Epoch 16 Batch 250/538 - Train Accuracy: 0.898, Validation Accuracy: 0.873, Loss: 0.156 Epoch 16 Batch 251/538 - Train Accuracy: 0.883, Validation Accuracy: 0.870, Loss: 0.155 Epoch 16 Batch 252/538 - Train Accuracy: 0.904, Validation Accuracy: 0.873, Loss: 0.148 Epoch 16 Batch 253/538 - Train Accuracy: 0.878, Validation Accuracy: 0.873, Loss: 0.146 Epoch 16 Batch 254/538 - Train Accuracy: 0.864, Validation Accuracy: 0.875, Loss: 0.167 Epoch 16 Batch 255/538 - Train Accuracy: 0.920, Validation Accuracy: 0.870, Loss: 0.150 Epoch 16 Batch 256/538 - Train Accuracy: 0.872, Validation Accuracy: 0.873, Loss: 0.163 Epoch 16 Batch 257/538 - Train Accuracy: 0.891, Validation Accuracy: 0.876, Loss: 0.159 Epoch 16 Batch 258/538 - Train Accuracy: 0.894, Validation Accuracy: 0.877, Loss: 0.151 Epoch 16 Batch 259/538 - Train Accuracy: 0.904, Validation Accuracy: 0.885, Loss: 0.151 Epoch 16 Batch 260/538 - Train Accuracy: 0.843, Validation Accuracy: 0.884, Loss: 0.164 Epoch 16 Batch 261/538 - Train Accuracy: 0.876, Validation Accuracy: 0.883, Loss: 0.160 Epoch 16 Batch 262/538 - Train Accuracy: 0.908, Validation Accuracy: 0.884, Loss: 0.144 Epoch 16 Batch 263/538 - Train Accuracy: 0.874, Validation Accuracy: 0.877, Loss: 0.154 Epoch 16 Batch 264/538 - Train Accuracy: 0.875, Validation Accuracy: 0.882, Loss: 0.154 Epoch 16 Batch 265/538 - Train Accuracy: 0.859, Validation Accuracy: 0.880, Loss: 0.170 Epoch 16 Batch 266/538 - Train Accuracy: 0.875, Validation Accuracy: 0.883, Loss: 0.166 Epoch 16 Batch 267/538 - Train Accuracy: 0.886, Validation Accuracy: 0.883, Loss: 0.152 Epoch 16 Batch 268/538 - Train Accuracy: 0.896, Validation Accuracy: 0.886, Loss: 0.156 Epoch 16 Batch 269/538 - Train Accuracy: 0.874, Validation Accuracy: 0.883, Loss: 0.157 Epoch 16 Batch 270/538 - Train Accuracy: 0.874, Validation Accuracy: 0.884, Loss: 0.160 Epoch 16 Batch 271/538 - Train Accuracy: 0.894, Validation Accuracy: 0.887, Loss: 0.154 Epoch 16 Batch 272/538 - Train Accuracy: 0.879, Validation Accuracy: 0.888, Loss: 0.180 Epoch 16 Batch 273/538 - Train Accuracy: 0.896, Validation Accuracy: 0.888, Loss: 0.154 Epoch 16 Batch 274/538 - Train Accuracy: 0.854, Validation Accuracy: 0.888, Loss: 0.182 Epoch 16 Batch 275/538 - Train Accuracy: 0.889, Validation Accuracy: 0.886, Loss: 0.171 Epoch 16 Batch 276/538 - Train Accuracy: 0.886, Validation Accuracy: 0.885, Loss: 0.163 Epoch 16 Batch 277/538 - Train Accuracy: 0.879, Validation Accuracy: 0.881, Loss: 0.160 Epoch 16 Batch 278/538 - Train Accuracy: 0.899, Validation Accuracy: 0.880, Loss: 0.155 Epoch 16 Batch 279/538 - Train Accuracy: 0.882, Validation Accuracy: 0.879, Loss: 0.151 Epoch 16 Batch 280/538 - Train Accuracy: 0.890, Validation Accuracy: 0.875, Loss: 0.148 Epoch 16 Batch 281/538 - Train Accuracy: 0.884, Validation Accuracy: 0.872, Loss: 0.167 Epoch 16 Batch 282/538 - Train Accuracy: 0.880, Validation Accuracy: 0.870, Loss: 0.170 Epoch 16 Batch 283/538 - Train Accuracy: 0.892, Validation Accuracy: 0.869, Loss: 0.169 Epoch 16 Batch 284/538 - Train Accuracy: 0.871, Validation Accuracy: 0.862, Loss: 0.170 Epoch 16 Batch 285/538 - Train Accuracy: 0.873, Validation Accuracy: 0.863, Loss: 0.144 Epoch 16 Batch 286/538 - Train Accuracy: 0.887, Validation Accuracy: 0.866, Loss: 0.166 Epoch 16 Batch 287/538 - Train Accuracy: 0.895, Validation Accuracy: 0.876, Loss: 0.143 Epoch 16 Batch 288/538 - Train Accuracy: 0.878, Validation Accuracy: 0.885, Loss: 0.160 Epoch 16 Batch 289/538 - Train Accuracy: 0.891, Validation Accuracy: 0.888, Loss: 0.133 Epoch 16 Batch 290/538 - Train Accuracy: 0.911, Validation Accuracy: 0.889, Loss: 0.149 Epoch 16 Batch 291/538 - Train Accuracy: 0.885, Validation Accuracy: 0.882, Loss: 0.151 Epoch 16 Batch 292/538 - Train Accuracy: 0.903, Validation Accuracy: 0.885, Loss: 0.138 Epoch 16 Batch 293/538 - Train Accuracy: 0.881, Validation Accuracy: 0.886, Loss: 0.150 Epoch 16 Batch 294/538 - Train Accuracy: 0.869, Validation Accuracy: 0.889, Loss: 0.161 Epoch 16 Batch 295/538 - Train Accuracy: 0.906, Validation Accuracy: 0.885, Loss: 0.151 Epoch 16 Batch 296/538 - Train Accuracy: 0.882, Validation Accuracy: 0.890, Loss: 0.163 Epoch 16 Batch 297/538 - Train Accuracy: 0.896, Validation Accuracy: 0.894, Loss: 0.161 Epoch 16 Batch 298/538 - Train Accuracy: 0.887, Validation Accuracy: 0.892, Loss: 0.153 Epoch 16 Batch 299/538 - Train Accuracy: 0.890, Validation Accuracy: 0.895, Loss: 0.168 Epoch 16 Batch 300/538 - Train Accuracy: 0.860, Validation Accuracy: 0.892, Loss: 0.156 Epoch 16 Batch 301/538 - Train Accuracy: 0.882, Validation Accuracy: 0.885, Loss: 0.153 Epoch 16 Batch 302/538 - Train Accuracy: 0.890, Validation Accuracy: 0.887, Loss: 0.150 Epoch 16 Batch 303/538 - Train Accuracy: 0.904, Validation Accuracy: 0.886, Loss: 0.147 Epoch 16 Batch 304/538 - Train Accuracy: 0.873, Validation Accuracy: 0.890, Loss: 0.160 Epoch 16 Batch 305/538 - Train Accuracy: 0.906, Validation Accuracy: 0.890, Loss: 0.146 Epoch 16 Batch 306/538 - Train Accuracy: 0.884, Validation Accuracy: 0.896, Loss: 0.165 Epoch 16 Batch 307/538 - Train Accuracy: 0.898, Validation Accuracy: 0.886, Loss: 0.151 Epoch 16 Batch 308/538 - Train Accuracy: 0.886, Validation Accuracy: 0.888, Loss: 0.150 Epoch 16 Batch 309/538 - Train Accuracy: 0.905, Validation Accuracy: 0.889, Loss: 0.145 Epoch 16 Batch 310/538 - Train Accuracy: 0.912, Validation Accuracy: 0.888, Loss: 0.153 Epoch 16 Batch 311/538 - Train Accuracy: 0.890, Validation Accuracy: 0.884, Loss: 0.159 Epoch 16 Batch 312/538 - Train Accuracy: 0.906, Validation Accuracy: 0.892, Loss: 0.145 Epoch 16 Batch 313/538 - Train Accuracy: 0.887, Validation Accuracy: 0.890, Loss: 0.162 Epoch 16 Batch 314/538 - Train Accuracy: 0.900, Validation Accuracy: 0.887, Loss: 0.151 Epoch 16 Batch 315/538 - Train Accuracy: 0.888, Validation Accuracy: 0.887, Loss: 0.145 Epoch 16 Batch 316/538 - Train Accuracy: 0.887, Validation Accuracy: 0.895, Loss: 0.146 Epoch 16 Batch 317/538 - Train Accuracy: 0.905, Validation Accuracy: 0.900, Loss: 0.166 Epoch 16 Batch 318/538 - Train Accuracy: 0.867, Validation Accuracy: 0.897, Loss: 0.159 Epoch 16 Batch 319/538 - Train Accuracy: 0.897, Validation Accuracy: 0.888, Loss: 0.157 Epoch 16 Batch 320/538 - Train Accuracy: 0.890, Validation Accuracy: 0.887, Loss: 0.148 Epoch 16 Batch 321/538 - Train Accuracy: 0.905, Validation Accuracy: 0.886, Loss: 0.146 Epoch 16 Batch 322/538 - Train Accuracy: 0.912, Validation Accuracy: 0.894, Loss: 0.150 Epoch 16 Batch 323/538 - Train Accuracy: 0.906, Validation Accuracy: 0.899, Loss: 0.148 Epoch 16 Batch 324/538 - Train Accuracy: 0.894, Validation Accuracy: 0.897, Loss: 0.162 Epoch 16 Batch 325/538 - Train Accuracy: 0.900, Validation Accuracy: 0.895, Loss: 0.151 Epoch 16 Batch 326/538 - Train Accuracy: 0.902, Validation Accuracy: 0.893, Loss: 0.157 Epoch 16 Batch 327/538 - Train Accuracy: 0.896, Validation Accuracy: 0.890, Loss: 0.167 Epoch 16 Batch 328/538 - Train Accuracy: 0.899, Validation Accuracy: 0.890, Loss: 0.147 Epoch 16 Batch 329/538 - Train Accuracy: 0.898, Validation Accuracy: 0.888, Loss: 0.153 Epoch 16 Batch 330/538 - Train Accuracy: 0.912, Validation Accuracy: 0.887, Loss: 0.137 Epoch 16 Batch 331/538 - Train Accuracy: 0.892, Validation Accuracy: 0.890, Loss: 0.147 Epoch 16 Batch 332/538 - Train Accuracy: 0.890, Validation Accuracy: 0.882, Loss: 0.155 Epoch 16 Batch 333/538 - Train Accuracy: 0.892, Validation Accuracy: 0.881, Loss: 0.160 Epoch 16 Batch 334/538 - Train Accuracy: 0.893, Validation Accuracy: 0.882, Loss: 0.142 Epoch 16 Batch 335/538 - Train Accuracy: 0.890, Validation Accuracy: 0.890, Loss: 0.157 Epoch 16 Batch 336/538 - Train Accuracy: 0.905, Validation Accuracy: 0.894, Loss: 0.148 Epoch 16 Batch 337/538 - Train Accuracy: 0.900, Validation Accuracy: 0.893, Loss: 0.150 Epoch 16 Batch 338/538 - Train Accuracy: 0.898, Validation Accuracy: 0.895, Loss: 0.152 Epoch 16 Batch 339/538 - Train Accuracy: 0.899, Validation Accuracy: 0.894, Loss: 0.147 Epoch 16 Batch 340/538 - Train Accuracy: 0.867, Validation Accuracy: 0.894, Loss: 0.165 Epoch 16 Batch 341/538 - Train Accuracy: 0.890, Validation Accuracy: 0.892, Loss: 0.139 Epoch 16 Batch 342/538 - Train Accuracy: 0.878, Validation Accuracy: 0.891, Loss: 0.148 Epoch 16 Batch 343/538 - Train Accuracy: 0.905, Validation Accuracy: 0.893, Loss: 0.164 Epoch 16 Batch 344/538 - Train Accuracy: 0.905, Validation Accuracy: 0.888, Loss: 0.143 Epoch 16 Batch 345/538 - Train Accuracy: 0.876, Validation Accuracy: 0.888, Loss: 0.149 Epoch 16 Batch 346/538 - Train Accuracy: 0.887, Validation Accuracy: 0.888, Loss: 0.163 Epoch 16 Batch 347/538 - Train Accuracy: 0.908, Validation Accuracy: 0.887, Loss: 0.142 Epoch 16 Batch 348/538 - Train Accuracy: 0.895, Validation Accuracy: 0.888, Loss: 0.146 Epoch 16 Batch 349/538 - Train Accuracy: 0.897, Validation Accuracy: 0.888, Loss: 0.137 Epoch 16 Batch 350/538 - Train Accuracy: 0.906, Validation Accuracy: 0.884, Loss: 0.159 Epoch 16 Batch 351/538 - Train Accuracy: 0.896, Validation Accuracy: 0.881, Loss: 0.169 Epoch 16 Batch 352/538 - Train Accuracy: 0.883, Validation Accuracy: 0.882, Loss: 0.171 Epoch 16 Batch 353/538 - Train Accuracy: 0.880, Validation Accuracy: 0.878, Loss: 0.153 Epoch 16 Batch 354/538 - Train Accuracy: 0.878, Validation Accuracy: 0.881, Loss: 0.162 Epoch 16 Batch 355/538 - Train Accuracy: 0.878, Validation Accuracy: 0.888, Loss: 0.154 Epoch 16 Batch 356/538 - Train Accuracy: 0.883, Validation Accuracy: 0.887, Loss: 0.134 Epoch 16 Batch 357/538 - Train Accuracy: 0.901, Validation Accuracy: 0.882, Loss: 0.138 Epoch 16 Batch 358/538 - Train Accuracy: 0.892, Validation Accuracy: 0.880, Loss: 0.150 Epoch 16 Batch 359/538 - Train Accuracy: 0.877, Validation Accuracy: 0.886, Loss: 0.148 Epoch 16 Batch 360/538 - Train Accuracy: 0.867, Validation Accuracy: 0.893, Loss: 0.157 Epoch 16 Batch 361/538 - Train Accuracy: 0.914, Validation Accuracy: 0.903, Loss: 0.156 Epoch 16 Batch 362/538 - Train Accuracy: 0.904, Validation Accuracy: 0.903, Loss: 0.138 Epoch 16 Batch 363/538 - Train Accuracy: 0.887, Validation Accuracy: 0.898, Loss: 0.144 Epoch 16 Batch 364/538 - Train Accuracy: 0.884, Validation Accuracy: 0.890, Loss: 0.173 Epoch 16 Batch 365/538 - Train Accuracy: 0.882, Validation Accuracy: 0.888, Loss: 0.146 Epoch 16 Batch 366/538 - Train Accuracy: 0.898, Validation Accuracy: 0.894, Loss: 0.156 Epoch 16 Batch 367/538 - Train Accuracy: 0.919, Validation Accuracy: 0.904, Loss: 0.142 Epoch 16 Batch 368/538 - Train Accuracy: 0.902, Validation Accuracy: 0.902, Loss: 0.140 Epoch 16 Batch 369/538 - Train Accuracy: 0.899, Validation Accuracy: 0.906, Loss: 0.141 Epoch 16 Batch 370/538 - Train Accuracy: 0.894, Validation Accuracy: 0.907, Loss: 0.163 Epoch 16 Batch 371/538 - Train Accuracy: 0.912, Validation Accuracy: 0.906, Loss: 0.152 Epoch 16 Batch 372/538 - Train Accuracy: 0.906, Validation Accuracy: 0.898, Loss: 0.156 Epoch 16 Batch 373/538 - Train Accuracy: 0.885, Validation Accuracy: 0.898, Loss: 0.142 Epoch 16 Batch 374/538 - Train Accuracy: 0.897, Validation Accuracy: 0.895, Loss: 0.142 Epoch 16 Batch 375/538 - Train Accuracy: 0.897, Validation Accuracy: 0.903, Loss: 0.143 Epoch 16 Batch 376/538 - Train Accuracy: 0.894, Validation Accuracy: 0.902, Loss: 0.159 Epoch 16 Batch 377/538 - Train Accuracy: 0.882, Validation Accuracy: 0.900, Loss: 0.145 Epoch 16 Batch 378/538 - Train Accuracy: 0.905, Validation Accuracy: 0.898, Loss: 0.138 Epoch 16 Batch 379/538 - Train Accuracy: 0.905, Validation Accuracy: 0.889, Loss: 0.147 Epoch 16 Batch 380/538 - Train Accuracy: 0.903, Validation Accuracy: 0.882, Loss: 0.153 Epoch 16 Batch 381/538 - Train Accuracy: 0.901, Validation Accuracy: 0.885, Loss: 0.135 Epoch 16 Batch 382/538 - Train Accuracy: 0.871, Validation Accuracy: 0.887, Loss: 0.155 Epoch 16 Batch 383/538 - Train Accuracy: 0.894, Validation Accuracy: 0.894, Loss: 0.152 Epoch 16 Batch 384/538 - Train Accuracy: 0.895, Validation Accuracy: 0.898, Loss: 0.144 Epoch 16 Batch 385/538 - Train Accuracy: 0.907, Validation Accuracy: 0.900, Loss: 0.150 Epoch 16 Batch 386/538 - Train Accuracy: 0.904, Validation Accuracy: 0.897, Loss: 0.147 Epoch 16 Batch 387/538 - Train Accuracy: 0.894, Validation Accuracy: 0.903, Loss: 0.151 Epoch 16 Batch 388/538 - Train Accuracy: 0.915, Validation Accuracy: 0.902, Loss: 0.142 Epoch 16 Batch 389/538 - Train Accuracy: 0.886, Validation Accuracy: 0.901, Loss: 0.168 Epoch 16 Batch 390/538 - Train Accuracy: 0.909, Validation Accuracy: 0.900, Loss: 0.143 Epoch 16 Batch 391/538 - Train Accuracy: 0.891, Validation Accuracy: 0.906, Loss: 0.149 Epoch 16 Batch 392/538 - Train Accuracy: 0.889, Validation Accuracy: 0.904, Loss: 0.147 Epoch 16 Batch 393/538 - Train Accuracy: 0.915, Validation Accuracy: 0.903, Loss: 0.138 Epoch 16 Batch 394/538 - Train Accuracy: 0.864, Validation Accuracy: 0.895, Loss: 0.170 Epoch 16 Batch 395/538 - Train Accuracy: 0.882, Validation Accuracy: 0.902, Loss: 0.154 Epoch 16 Batch 396/538 - Train Accuracy: 0.903, Validation Accuracy: 0.897, Loss: 0.147 Epoch 16 Batch 397/538 - Train Accuracy: 0.888, Validation Accuracy: 0.891, Loss: 0.159 Epoch 16 Batch 398/538 - Train Accuracy: 0.897, Validation Accuracy: 0.896, Loss: 0.152 Epoch 16 Batch 399/538 - Train Accuracy: 0.879, Validation Accuracy: 0.902, Loss: 0.170 Epoch 16 Batch 400/538 - Train Accuracy: 0.899, Validation Accuracy: 0.908, Loss: 0.151 Epoch 16 Batch 401/538 - Train Accuracy: 0.909, Validation Accuracy: 0.909, Loss: 0.150 Epoch 16 Batch 402/538 - Train Accuracy: 0.896, Validation Accuracy: 0.894, Loss: 0.148 Epoch 16 Batch 403/538 - Train Accuracy: 0.893, Validation Accuracy: 0.895, Loss: 0.160 Epoch 16 Batch 404/538 - Train Accuracy: 0.889, Validation Accuracy: 0.893, Loss: 0.159 Epoch 16 Batch 405/538 - Train Accuracy: 0.892, Validation Accuracy: 0.889, Loss: 0.147 Epoch 16 Batch 406/538 - Train Accuracy: 0.901, Validation Accuracy: 0.888, Loss: 0.151 Epoch 16 Batch 407/538 - Train Accuracy: 0.892, Validation Accuracy: 0.884, Loss: 0.149 Epoch 16 Batch 408/538 - Train Accuracy: 0.887, Validation Accuracy: 0.893, Loss: 0.157 Epoch 16 Batch 409/538 - Train Accuracy: 0.892, Validation Accuracy: 0.891, Loss: 0.164 Epoch 16 Batch 410/538 - Train Accuracy: 0.911, Validation Accuracy: 0.888, Loss: 0.153 Epoch 16 Batch 411/538 - Train Accuracy: 0.915, Validation Accuracy: 0.888, Loss: 0.147 Epoch 16 Batch 412/538 - Train Accuracy: 0.876, Validation Accuracy: 0.886, Loss: 0.141 Epoch 16 Batch 413/538 - Train Accuracy: 0.896, Validation Accuracy: 0.890, Loss: 0.153 Epoch 16 Batch 414/538 - Train Accuracy: 0.870, Validation Accuracy: 0.895, Loss: 0.163 Epoch 16 Batch 415/538 - Train Accuracy: 0.873, Validation Accuracy: 0.896, Loss: 0.155 Epoch 16 Batch 416/538 - Train Accuracy: 0.893, Validation Accuracy: 0.894, Loss: 0.151 Epoch 16 Batch 417/538 - Train Accuracy: 0.886, Validation Accuracy: 0.888, Loss: 0.141 Epoch 16 Batch 418/538 - Train Accuracy: 0.907, Validation Accuracy: 0.896, Loss: 0.156 Epoch 16 Batch 419/538 - Train Accuracy: 0.889, Validation Accuracy: 0.901, Loss: 0.145 Epoch 16 Batch 420/538 - Train Accuracy: 0.921, Validation Accuracy: 0.898, Loss: 0.144 Epoch 16 Batch 421/538 - Train Accuracy: 0.888, Validation Accuracy: 0.889, Loss: 0.143 Epoch 16 Batch 422/538 - Train Accuracy: 0.895, Validation Accuracy: 0.887, Loss: 0.157 Epoch 16 Batch 423/538 - Train Accuracy: 0.883, Validation Accuracy: 0.880, Loss: 0.156 Epoch 16 Batch 424/538 - Train Accuracy: 0.889, Validation Accuracy: 0.888, Loss: 0.147 Epoch 16 Batch 425/538 - Train Accuracy: 0.885, Validation Accuracy: 0.894, Loss: 0.156 Epoch 16 Batch 426/538 - Train Accuracy: 0.892, Validation Accuracy: 0.900, Loss: 0.163 Epoch 16 Batch 427/538 - Train Accuracy: 0.880, Validation Accuracy: 0.902, Loss: 0.168 Epoch 16 Batch 428/538 - Train Accuracy: 0.910, Validation Accuracy: 0.903, Loss: 0.139 Epoch 16 Batch 429/538 - Train Accuracy: 0.898, Validation Accuracy: 0.901, Loss: 0.153 Epoch 16 Batch 430/538 - Train Accuracy: 0.874, Validation Accuracy: 0.895, Loss: 0.147 Epoch 16 Batch 431/538 - Train Accuracy: 0.901, Validation Accuracy: 0.892, Loss: 0.137 Epoch 16 Batch 432/538 - Train Accuracy: 0.901, Validation Accuracy: 0.893, Loss: 0.152 Epoch 16 Batch 433/538 - Train Accuracy: 0.890, Validation Accuracy: 0.903, Loss: 0.176 Epoch 16 Batch 434/538 - Train Accuracy: 0.877, Validation Accuracy: 0.901, Loss: 0.152 Epoch 16 Batch 435/538 - Train Accuracy: 0.892, Validation Accuracy: 0.898, Loss: 0.145 Epoch 16 Batch 436/538 - Train Accuracy: 0.886, Validation Accuracy: 0.896, Loss: 0.155 Epoch 16 Batch 437/538 - Train Accuracy: 0.896, Validation Accuracy: 0.894, Loss: 0.149 Epoch 16 Batch 438/538 - Train Accuracy: 0.899, Validation Accuracy: 0.891, Loss: 0.149 Epoch 16 Batch 439/538 - Train Accuracy: 0.910, Validation Accuracy: 0.895, Loss: 0.152 Epoch 16 Batch 440/538 - Train Accuracy: 0.895, Validation Accuracy: 0.901, Loss: 0.159 Epoch 16 Batch 441/538 - Train Accuracy: 0.874, Validation Accuracy: 0.899, Loss: 0.163 Epoch 16 Batch 442/538 - Train Accuracy: 0.891, Validation Accuracy: 0.902, Loss: 0.132 Epoch 16 Batch 443/538 - Train Accuracy: 0.900, Validation Accuracy: 0.894, Loss: 0.157 Epoch 16 Batch 444/538 - Train Accuracy: 0.906, Validation Accuracy: 0.894, Loss: 0.145 Epoch 16 Batch 445/538 - Train Accuracy: 0.908, Validation Accuracy: 0.889, Loss: 0.138 Epoch 16 Batch 446/538 - Train Accuracy: 0.906, Validation Accuracy: 0.890, Loss: 0.136 Epoch 16 Batch 447/538 - Train Accuracy: 0.878, Validation Accuracy: 0.889, Loss: 0.151 Epoch 16 Batch 448/538 - Train Accuracy: 0.892, Validation Accuracy: 0.886, Loss: 0.133 Epoch 16 Batch 449/538 - Train Accuracy: 0.912, Validation Accuracy: 0.885, Loss: 0.149 Epoch 16 Batch 450/538 - Train Accuracy: 0.891, Validation Accuracy: 0.885, Loss: 0.163 Epoch 16 Batch 451/538 - Train Accuracy: 0.888, Validation Accuracy: 0.885, Loss: 0.138 Epoch 16 Batch 452/538 - Train Accuracy: 0.891, Validation Accuracy: 0.889, Loss: 0.137 Epoch 16 Batch 453/538 - Train Accuracy: 0.899, Validation Accuracy: 0.887, Loss: 0.151 Epoch 16 Batch 454/538 - Train Accuracy: 0.894, Validation Accuracy: 0.890, Loss: 0.146 Epoch 16 Batch 455/538 - Train Accuracy: 0.897, Validation Accuracy: 0.896, Loss: 0.133 Epoch 16 Batch 456/538 - Train Accuracy: 0.915, Validation Accuracy: 0.895, Loss: 0.155 Epoch 16 Batch 457/538 - Train Accuracy: 0.879, Validation Accuracy: 0.894, Loss: 0.143 Epoch 16 Batch 458/538 - Train Accuracy: 0.919, Validation Accuracy: 0.895, Loss: 0.136 Epoch 16 Batch 459/538 - Train Accuracy: 0.910, Validation Accuracy: 0.887, Loss: 0.140 Epoch 16 Batch 460/538 - Train Accuracy: 0.868, Validation Accuracy: 0.890, Loss: 0.138 Epoch 16 Batch 461/538 - Train Accuracy: 0.909, Validation Accuracy: 0.893, Loss: 0.156 Epoch 16 Batch 462/538 - Train Accuracy: 0.879, Validation Accuracy: 0.890, Loss: 0.151 Epoch 16 Batch 463/538 - Train Accuracy: 0.884, Validation Accuracy: 0.888, Loss: 0.151 Epoch 16 Batch 464/538 - Train Accuracy: 0.910, Validation Accuracy: 0.895, Loss: 0.139 Epoch 16 Batch 465/538 - Train Accuracy: 0.876, Validation Accuracy: 0.894, Loss: 0.143 Epoch 16 Batch 466/538 - Train Accuracy: 0.884, Validation Accuracy: 0.895, Loss: 0.142 Epoch 16 Batch 467/538 - Train Accuracy: 0.904, Validation Accuracy: 0.897, Loss: 0.148 Epoch 16 Batch 468/538 - Train Accuracy: 0.903, Validation Accuracy: 0.904, Loss: 0.155 Epoch 16 Batch 469/538 - Train Accuracy: 0.894, Validation Accuracy: 0.897, Loss: 0.142 Epoch 16 Batch 470/538 - Train Accuracy: 0.902, Validation Accuracy: 0.895, Loss: 0.141 Epoch 16 Batch 471/538 - Train Accuracy: 0.900, Validation Accuracy: 0.887, Loss: 0.137 Epoch 16 Batch 472/538 - Train Accuracy: 0.923, Validation Accuracy: 0.886, Loss: 0.136 Epoch 16 Batch 473/538 - Train Accuracy: 0.864, Validation Accuracy: 0.893, Loss: 0.152 Epoch 16 Batch 474/538 - Train Accuracy: 0.900, Validation Accuracy: 0.895, Loss: 0.132 Epoch 16 Batch 475/538 - Train Accuracy: 0.909, Validation Accuracy: 0.894, Loss: 0.139 Epoch 16 Batch 476/538 - Train Accuracy: 0.896, Validation Accuracy: 0.898, Loss: 0.144 Epoch 16 Batch 477/538 - Train Accuracy: 0.885, Validation Accuracy: 0.890, Loss: 0.150 Epoch 16 Batch 478/538 - Train Accuracy: 0.895, Validation Accuracy: 0.888, Loss: 0.140 Epoch 16 Batch 479/538 - Train Accuracy: 0.898, Validation Accuracy: 0.888, Loss: 0.132 Epoch 16 Batch 480/538 - Train Accuracy: 0.914, Validation Accuracy: 0.889, Loss: 0.146 Epoch 16 Batch 481/538 - Train Accuracy: 0.916, Validation Accuracy: 0.897, Loss: 0.139 Epoch 16 Batch 482/538 - Train Accuracy: 0.889, Validation Accuracy: 0.905, Loss: 0.132 Epoch 16 Batch 483/538 - Train Accuracy: 0.864, Validation Accuracy: 0.898, Loss: 0.158 Epoch 16 Batch 484/538 - Train Accuracy: 0.896, Validation Accuracy: 0.892, Loss: 0.167 Epoch 16 Batch 485/538 - Train Accuracy: 0.900, Validation Accuracy: 0.897, Loss: 0.146 Epoch 16 Batch 486/538 - Train Accuracy: 0.899, Validation Accuracy: 0.901, Loss: 0.139 Epoch 16 Batch 487/538 - Train Accuracy: 0.906, Validation Accuracy: 0.906, Loss: 0.134 Epoch 16 Batch 488/538 - Train Accuracy: 0.919, Validation Accuracy: 0.903, Loss: 0.133 Epoch 16 Batch 489/538 - Train Accuracy: 0.902, Validation Accuracy: 0.901, Loss: 0.151 Epoch 16 Batch 490/538 - Train Accuracy: 0.894, Validation Accuracy: 0.901, Loss: 0.155 Epoch 16 Batch 491/538 - Train Accuracy: 0.868, Validation Accuracy: 0.892, Loss: 0.149 Epoch 16 Batch 492/538 - Train Accuracy: 0.905, Validation Accuracy: 0.887, Loss: 0.136 Epoch 16 Batch 493/538 - Train Accuracy: 0.882, Validation Accuracy: 0.888, Loss: 0.144 Epoch 16 Batch 494/538 - Train Accuracy: 0.889, Validation Accuracy: 0.899, Loss: 0.160 Epoch 16 Batch 495/538 - Train Accuracy: 0.904, Validation Accuracy: 0.905, Loss: 0.148 Epoch 16 Batch 496/538 - Train Accuracy: 0.893, Validation Accuracy: 0.904, Loss: 0.129 Epoch 16 Batch 497/538 - Train Accuracy: 0.907, Validation Accuracy: 0.905, Loss: 0.143 Epoch 16 Batch 498/538 - Train Accuracy: 0.901, Validation Accuracy: 0.902, Loss: 0.144 Epoch 16 Batch 499/538 - Train Accuracy: 0.901, Validation Accuracy: 0.900, Loss: 0.136 Epoch 16 Batch 500/538 - Train Accuracy: 0.917, Validation Accuracy: 0.893, Loss: 0.117 Epoch 16 Batch 501/538 - Train Accuracy: 0.920, Validation Accuracy: 0.895, Loss: 0.138 Epoch 16 Batch 502/538 - Train Accuracy: 0.888, Validation Accuracy: 0.895, Loss: 0.138 Epoch 16 Batch 503/538 - Train Accuracy: 0.921, Validation Accuracy: 0.901, Loss: 0.137 Epoch 16 Batch 504/538 - Train Accuracy: 0.922, Validation Accuracy: 0.902, Loss: 0.132 Epoch 16 Batch 505/538 - Train Accuracy: 0.906, Validation Accuracy: 0.898, Loss: 0.125 Epoch 16 Batch 506/538 - Train Accuracy: 0.893, Validation Accuracy: 0.891, Loss: 0.135 Epoch 16 Batch 507/538 - Train Accuracy: 0.878, Validation Accuracy: 0.886, Loss: 0.155 Epoch 16 Batch 508/538 - Train Accuracy: 0.897, Validation Accuracy: 0.894, Loss: 0.136 Epoch 16 Batch 509/538 - Train Accuracy: 0.898, Validation Accuracy: 0.898, Loss: 0.147 Epoch 16 Batch 510/538 - Train Accuracy: 0.894, Validation Accuracy: 0.900, Loss: 0.144 Epoch 16 Batch 511/538 - Train Accuracy: 0.902, Validation Accuracy: 0.896, Loss: 0.137 Epoch 16 Batch 512/538 - Train Accuracy: 0.914, Validation Accuracy: 0.892, Loss: 0.141 Epoch 16 Batch 513/538 - Train Accuracy: 0.871, Validation Accuracy: 0.889, Loss: 0.143 Epoch 16 Batch 514/538 - Train Accuracy: 0.897, Validation Accuracy: 0.887, Loss: 0.141 Epoch 16 Batch 515/538 - Train Accuracy: 0.913, Validation Accuracy: 0.889, Loss: 0.146 Epoch 16 Batch 516/538 - Train Accuracy: 0.879, Validation Accuracy: 0.896, Loss: 0.146 Epoch 16 Batch 517/538 - Train Accuracy: 0.895, Validation Accuracy: 0.903, Loss: 0.140 Epoch 16 Batch 518/538 - Train Accuracy: 0.883, Validation Accuracy: 0.899, Loss: 0.154 Epoch 16 Batch 519/538 - Train Accuracy: 0.902, Validation Accuracy: 0.906, Loss: 0.140 Epoch 16 Batch 520/538 - Train Accuracy: 0.909, Validation Accuracy: 0.893, Loss: 0.139 Epoch 16 Batch 521/538 - Train Accuracy: 0.883, Validation Accuracy: 0.888, Loss: 0.155 Epoch 16 Batch 522/538 - Train Accuracy: 0.886, Validation Accuracy: 0.888, Loss: 0.131 Epoch 16 Batch 523/538 - Train Accuracy: 0.911, Validation Accuracy: 0.895, Loss: 0.146 Epoch 16 Batch 524/538 - Train Accuracy: 0.903, Validation Accuracy: 0.903, Loss: 0.146 Epoch 16 Batch 525/538 - Train Accuracy: 0.913, Validation Accuracy: 0.898, Loss: 0.133 Epoch 16 Batch 526/538 - Train Accuracy: 0.897, Validation Accuracy: 0.897, Loss: 0.134 Epoch 16 Batch 527/538 - Train Accuracy: 0.907, Validation Accuracy: 0.896, Loss: 0.146 Epoch 16 Batch 528/538 - Train Accuracy: 0.903, Validation Accuracy: 0.895, Loss: 0.152 Epoch 16 Batch 529/538 - Train Accuracy: 0.887, Validation Accuracy: 0.893, Loss: 0.137 Epoch 16 Batch 530/538 - Train Accuracy: 0.886, Validation Accuracy: 0.890, Loss: 0.147 Epoch 16 Batch 531/538 - Train Accuracy: 0.916, Validation Accuracy: 0.893, Loss: 0.148 Epoch 16 Batch 532/538 - Train Accuracy: 0.890, Validation Accuracy: 0.893, Loss: 0.134 Epoch 16 Batch 533/538 - Train Accuracy: 0.912, Validation Accuracy: 0.898, Loss: 0.138 Epoch 16 Batch 534/538 - Train Accuracy: 0.913, Validation Accuracy: 0.894, Loss: 0.126 Epoch 16 Batch 535/538 - Train Accuracy: 0.895, Validation Accuracy: 0.897, Loss: 0.139 Epoch 16 Batch 536/538 - Train Accuracy: 0.913, Validation Accuracy: 0.897, Loss: 0.151 Epoch 17 Batch 0/538 - Train Accuracy: 0.908, Validation Accuracy: 0.898, Loss: 0.139 Epoch 17 Batch 1/538 - Train Accuracy: 0.920, Validation Accuracy: 0.900, Loss: 0.146 Epoch 17 Batch 2/538 - Train Accuracy: 0.907, Validation Accuracy: 0.901, Loss: 0.157 Epoch 17 Batch 3/538 - Train Accuracy: 0.902, Validation Accuracy: 0.896, Loss: 0.125 Epoch 17 Batch 4/538 - Train Accuracy: 0.894, Validation Accuracy: 0.893, Loss: 0.146 Epoch 17 Batch 5/538 - Train Accuracy: 0.904, Validation Accuracy: 0.887, Loss: 0.150 Epoch 17 Batch 6/538 - Train Accuracy: 0.920, Validation Accuracy: 0.887, Loss: 0.129 Epoch 17 Batch 7/538 - Train Accuracy: 0.904, Validation Accuracy: 0.887, Loss: 0.147 Epoch 17 Batch 8/538 - Train Accuracy: 0.907, Validation Accuracy: 0.890, Loss: 0.142 Epoch 17 Batch 9/538 - Train Accuracy: 0.908, Validation Accuracy: 0.895, Loss: 0.141 Epoch 17 Batch 10/538 - Train Accuracy: 0.888, Validation Accuracy: 0.898, Loss: 0.149 Epoch 17 Batch 11/538 - Train Accuracy: 0.917, Validation Accuracy: 0.895, Loss: 0.140 Epoch 17 Batch 12/538 - Train Accuracy: 0.889, Validation Accuracy: 0.896, Loss: 0.143 Epoch 17 Batch 13/538 - Train Accuracy: 0.914, Validation Accuracy: 0.899, Loss: 0.134 Epoch 17 Batch 14/538 - Train Accuracy: 0.912, Validation Accuracy: 0.899, Loss: 0.141 Epoch 17 Batch 15/538 - Train Accuracy: 0.915, Validation Accuracy: 0.902, Loss: 0.132 Epoch 17 Batch 16/538 - Train Accuracy: 0.897, Validation Accuracy: 0.901, Loss: 0.129 Epoch 17 Batch 17/538 - Train Accuracy: 0.911, Validation Accuracy: 0.903, Loss: 0.142 Epoch 17 Batch 18/538 - Train Accuracy: 0.914, Validation Accuracy: 0.903, Loss: 0.136 Epoch 17 Batch 19/538 - Train Accuracy: 0.892, Validation Accuracy: 0.897, Loss: 0.148 Epoch 17 Batch 20/538 - Train Accuracy: 0.904, Validation Accuracy: 0.901, Loss: 0.154 Epoch 17 Batch 21/538 - Train Accuracy: 0.919, Validation Accuracy: 0.904, Loss: 0.133 Epoch 17 Batch 22/538 - Train Accuracy: 0.892, Validation Accuracy: 0.905, Loss: 0.146 Epoch 17 Batch 23/538 - Train Accuracy: 0.898, Validation Accuracy: 0.909, Loss: 0.159 Epoch 17 Batch 24/538 - Train Accuracy: 0.896, Validation Accuracy: 0.908, Loss: 0.141 Epoch 17 Batch 25/538 - Train Accuracy: 0.893, Validation Accuracy: 0.903, Loss: 0.149 Epoch 17 Batch 26/538 - Train Accuracy: 0.889, Validation Accuracy: 0.902, Loss: 0.142 Epoch 17 Batch 27/538 - Train Accuracy: 0.914, Validation Accuracy: 0.896, Loss: 0.134 Epoch 17 Batch 28/538 - Train Accuracy: 0.893, Validation Accuracy: 0.896, Loss: 0.139 Epoch 17 Batch 29/538 - Train Accuracy: 0.884, Validation Accuracy: 0.904, Loss: 0.141 Epoch 17 Batch 30/538 - Train Accuracy: 0.901, Validation Accuracy: 0.906, Loss: 0.151 Epoch 17 Batch 31/538 - Train Accuracy: 0.924, Validation Accuracy: 0.906, Loss: 0.126 Epoch 17 Batch 32/538 - Train Accuracy: 0.899, Validation Accuracy: 0.902, Loss: 0.115 Epoch 17 Batch 33/538 - Train Accuracy: 0.908, Validation Accuracy: 0.895, Loss: 0.142 Epoch 17 Batch 34/538 - Train Accuracy: 0.886, Validation Accuracy: 0.888, Loss: 0.149 Epoch 17 Batch 35/538 - Train Accuracy: 0.900, Validation Accuracy: 0.890, Loss: 0.127 Epoch 17 Batch 36/538 - Train Accuracy: 0.904, Validation Accuracy: 0.888, Loss: 0.130 Epoch 17 Batch 37/538 - Train Accuracy: 0.908, Validation Accuracy: 0.889, Loss: 0.147 Epoch 17 Batch 38/538 - Train Accuracy: 0.875, Validation Accuracy: 0.892, Loss: 0.134 Epoch 17 Batch 39/538 - Train Accuracy: 0.907, Validation Accuracy: 0.898, Loss: 0.146 Epoch 17 Batch 40/538 - Train Accuracy: 0.914, Validation Accuracy: 0.900, Loss: 0.124 Epoch 17 Batch 41/538 - Train Accuracy: 0.900, Validation Accuracy: 0.896, Loss: 0.137 Epoch 17 Batch 42/538 - Train Accuracy: 0.905, Validation Accuracy: 0.888, Loss: 0.140 Epoch 17 Batch 43/538 - Train Accuracy: 0.884, Validation Accuracy: 0.883, Loss: 0.163 Epoch 17 Batch 44/538 - Train Accuracy: 0.903, Validation Accuracy: 0.890, Loss: 0.163 Epoch 17 Batch 45/538 - Train Accuracy: 0.914, Validation Accuracy: 0.891, Loss: 0.127 Epoch 17 Batch 46/538 - Train Accuracy: 0.918, Validation Accuracy: 0.901, Loss: 0.132 Epoch 17 Batch 47/538 - Train Accuracy: 0.889, Validation Accuracy: 0.895, Loss: 0.137 Epoch 17 Batch 48/538 - Train Accuracy: 0.890, Validation Accuracy: 0.895, Loss: 0.138 Epoch 17 Batch 49/538 - Train Accuracy: 0.909, Validation Accuracy: 0.903, Loss: 0.143 Epoch 17 Batch 50/538 - Train Accuracy: 0.902, Validation Accuracy: 0.900, Loss: 0.135 Epoch 17 Batch 51/538 - Train Accuracy: 0.884, Validation Accuracy: 0.897, Loss: 0.159 Epoch 17 Batch 52/538 - Train Accuracy: 0.894, Validation Accuracy: 0.892, Loss: 0.153 Epoch 17 Batch 53/538 - Train Accuracy: 0.900, Validation Accuracy: 0.897, Loss: 0.134 Epoch 17 Batch 54/538 - Train Accuracy: 0.906, Validation Accuracy: 0.894, Loss: 0.135 Epoch 17 Batch 55/538 - Train Accuracy: 0.895, Validation Accuracy: 0.899, Loss: 0.145 Epoch 17 Batch 56/538 - Train Accuracy: 0.890, Validation Accuracy: 0.893, Loss: 0.125 Epoch 17 Batch 57/538 - Train Accuracy: 0.886, Validation Accuracy: 0.892, Loss: 0.159 Epoch 17 Batch 58/538 - Train Accuracy: 0.883, Validation Accuracy: 0.890, Loss: 0.146 Epoch 17 Batch 59/538 - Train Accuracy: 0.900, Validation Accuracy: 0.900, Loss: 0.148 Epoch 17 Batch 60/538 - Train Accuracy: 0.913, Validation Accuracy: 0.900, Loss: 0.148 Epoch 17 Batch 61/538 - Train Accuracy: 0.911, Validation Accuracy: 0.900, Loss: 0.140 Epoch 17 Batch 62/538 - Train Accuracy: 0.903, Validation Accuracy: 0.898, Loss: 0.137 Epoch 17 Batch 63/538 - Train Accuracy: 0.916, Validation Accuracy: 0.904, Loss: 0.130 Epoch 17 Batch 64/538 - Train Accuracy: 0.887, Validation Accuracy: 0.901, Loss: 0.133 Epoch 17 Batch 65/538 - Train Accuracy: 0.877, Validation Accuracy: 0.903, Loss: 0.150 Epoch 17 Batch 66/538 - Train Accuracy: 0.922, Validation Accuracy: 0.898, Loss: 0.130 Epoch 17 Batch 67/538 - Train Accuracy: 0.927, Validation Accuracy: 0.898, Loss: 0.132 Epoch 17 Batch 68/538 - Train Accuracy: 0.892, Validation Accuracy: 0.897, Loss: 0.131 Epoch 17 Batch 69/538 - Train Accuracy: 0.907, Validation Accuracy: 0.888, Loss: 0.134 Epoch 17 Batch 70/538 - Train Accuracy: 0.882, Validation Accuracy: 0.887, Loss: 0.133 Epoch 17 Batch 71/538 - Train Accuracy: 0.900, Validation Accuracy: 0.889, Loss: 0.158 Epoch 17 Batch 72/538 - Train Accuracy: 0.900, Validation Accuracy: 0.891, Loss: 0.168 Epoch 17 Batch 73/538 - Train Accuracy: 0.901, Validation Accuracy: 0.894, Loss: 0.148 Epoch 17 Batch 74/538 - Train Accuracy: 0.901, Validation Accuracy: 0.901, Loss: 0.139 Epoch 17 Batch 75/538 - Train Accuracy: 0.896, Validation Accuracy: 0.900, Loss: 0.136 Epoch 17 Batch 76/538 - Train Accuracy: 0.910, Validation Accuracy: 0.894, Loss: 0.149 Epoch 17 Batch 77/538 - Train Accuracy: 0.900, Validation Accuracy: 0.887, Loss: 0.140 Epoch 17 Batch 78/538 - Train Accuracy: 0.896, Validation Accuracy: 0.888, Loss: 0.151 Epoch 17 Batch 79/538 - Train Accuracy: 0.902, Validation Accuracy: 0.888, Loss: 0.134 Epoch 17 Batch 80/538 - Train Accuracy: 0.901, Validation Accuracy: 0.895, Loss: 0.150 Epoch 17 Batch 81/538 - Train Accuracy: 0.897, Validation Accuracy: 0.897, Loss: 0.141 Epoch 17 Batch 82/538 - Train Accuracy: 0.903, Validation Accuracy: 0.900, Loss: 0.143 Epoch 17 Batch 83/538 - Train Accuracy: 0.891, Validation Accuracy: 0.905, Loss: 0.142 Epoch 17 Batch 84/538 - Train Accuracy: 0.892, Validation Accuracy: 0.908, Loss: 0.136 Epoch 17 Batch 85/538 - Train Accuracy: 0.906, Validation Accuracy: 0.906, Loss: 0.115 Epoch 17 Batch 86/538 - Train Accuracy: 0.913, Validation Accuracy: 0.903, Loss: 0.142 Epoch 17 Batch 87/538 - Train Accuracy: 0.890, Validation Accuracy: 0.901, Loss: 0.144 Epoch 17 Batch 88/538 - Train Accuracy: 0.911, Validation Accuracy: 0.904, Loss: 0.138 Epoch 17 Batch 89/538 - Train Accuracy: 0.908, Validation Accuracy: 0.903, Loss: 0.127 Epoch 17 Batch 90/538 - Train Accuracy: 0.898, Validation Accuracy: 0.899, Loss: 0.142 Epoch 17 Batch 91/538 - Train Accuracy: 0.904, Validation Accuracy: 0.893, Loss: 0.135 Epoch 17 Batch 92/538 - Train Accuracy: 0.896, Validation Accuracy: 0.889, Loss: 0.141 Epoch 17 Batch 93/538 - Train Accuracy: 0.909, Validation Accuracy: 0.895, Loss: 0.132 Epoch 17 Batch 94/538 - Train Accuracy: 0.918, Validation Accuracy: 0.895, Loss: 0.127 Epoch 17 Batch 95/538 - Train Accuracy: 0.899, Validation Accuracy: 0.901, Loss: 0.133 Epoch 17 Batch 96/538 - Train Accuracy: 0.914, Validation Accuracy: 0.900, Loss: 0.126 Epoch 17 Batch 97/538 - Train Accuracy: 0.913, Validation Accuracy: 0.901, Loss: 0.123 Epoch 17 Batch 98/538 - Train Accuracy: 0.916, Validation Accuracy: 0.903, Loss: 0.123 Epoch 17 Batch 99/538 - Train Accuracy: 0.900, Validation Accuracy: 0.903, Loss: 0.132 Epoch 17 Batch 100/538 - Train Accuracy: 0.906, Validation Accuracy: 0.901, Loss: 0.130 Epoch 17 Batch 101/538 - Train Accuracy: 0.896, Validation Accuracy: 0.895, Loss: 0.147 Epoch 17 Batch 102/538 - Train Accuracy: 0.892, Validation Accuracy: 0.908, Loss: 0.138 Epoch 17 Batch 103/538 - Train Accuracy: 0.923, Validation Accuracy: 0.907, Loss: 0.137 Epoch 17 Batch 104/538 - Train Accuracy: 0.916, Validation Accuracy: 0.911, Loss: 0.131 Epoch 17 Batch 105/538 - Train Accuracy: 0.896, Validation Accuracy: 0.916, Loss: 0.121 Epoch 17 Batch 106/538 - Train Accuracy: 0.891, Validation Accuracy: 0.905, Loss: 0.123 Epoch 17 Batch 107/538 - Train Accuracy: 0.894, Validation Accuracy: 0.903, Loss: 0.144 Epoch 17 Batch 108/538 - Train Accuracy: 0.914, Validation Accuracy: 0.902, Loss: 0.136 Epoch 17 Batch 109/538 - Train Accuracy: 0.932, Validation Accuracy: 0.900, Loss: 0.124 Epoch 17 Batch 110/538 - Train Accuracy: 0.920, Validation Accuracy: 0.906, Loss: 0.138 Epoch 17 Batch 111/538 - Train Accuracy: 0.908, Validation Accuracy: 0.910, Loss: 0.137 Epoch 17 Batch 112/538 - Train Accuracy: 0.908, Validation Accuracy: 0.906, Loss: 0.137 Epoch 17 Batch 113/538 - Train Accuracy: 0.888, Validation Accuracy: 0.905, Loss: 0.137 Epoch 17 Batch 114/538 - Train Accuracy: 0.915, Validation Accuracy: 0.904, Loss: 0.129 Epoch 17 Batch 115/538 - Train Accuracy: 0.922, Validation Accuracy: 0.904, Loss: 0.145 Epoch 17 Batch 116/538 - Train Accuracy: 0.902, Validation Accuracy: 0.906, Loss: 0.150 Epoch 17 Batch 117/538 - Train Accuracy: 0.904, Validation Accuracy: 0.909, Loss: 0.136 Epoch 17 Batch 118/538 - Train Accuracy: 0.914, Validation Accuracy: 0.915, Loss: 0.122 Epoch 17 Batch 119/538 - Train Accuracy: 0.919, Validation Accuracy: 0.913, Loss: 0.118 Epoch 17 Batch 120/538 - Train Accuracy: 0.914, Validation Accuracy: 0.911, Loss: 0.120 Epoch 17 Batch 121/538 - Train Accuracy: 0.909, Validation Accuracy: 0.907, Loss: 0.134 Epoch 17 Batch 122/538 - Train Accuracy: 0.912, Validation Accuracy: 0.906, Loss: 0.125 Epoch 17 Batch 123/538 - Train Accuracy: 0.914, Validation Accuracy: 0.905, Loss: 0.131 Epoch 17 Batch 124/538 - Train Accuracy: 0.903, Validation Accuracy: 0.904, Loss: 0.129 Epoch 17 Batch 125/538 - Train Accuracy: 0.913, Validation Accuracy: 0.913, Loss: 0.133 Epoch 17 Batch 126/538 - Train Accuracy: 0.898, Validation Accuracy: 0.917, Loss: 0.130 Epoch 17 Batch 127/538 - Train Accuracy: 0.895, Validation Accuracy: 0.917, Loss: 0.146 Epoch 17 Batch 128/538 - Train Accuracy: 0.908, Validation Accuracy: 0.919, Loss: 0.135 Epoch 17 Batch 129/538 - Train Accuracy: 0.911, Validation Accuracy: 0.919, Loss: 0.119 Epoch 17 Batch 130/538 - Train Accuracy: 0.916, Validation Accuracy: 0.915, Loss: 0.118 Epoch 17 Batch 131/538 - Train Accuracy: 0.931, Validation Accuracy: 0.910, Loss: 0.141 Epoch 17 Batch 132/538 - Train Accuracy: 0.873, Validation Accuracy: 0.902, Loss: 0.130 Epoch 17 Batch 133/538 - Train Accuracy: 0.904, Validation Accuracy: 0.898, Loss: 0.126 Epoch 17 Batch 134/538 - Train Accuracy: 0.872, Validation Accuracy: 0.901, Loss: 0.147 Epoch 17 Batch 135/538 - Train Accuracy: 0.903, Validation Accuracy: 0.899, Loss: 0.143 Epoch 17 Batch 136/538 - Train Accuracy: 0.895, Validation Accuracy: 0.904, Loss: 0.129 Epoch 17 Batch 137/538 - Train Accuracy: 0.891, Validation Accuracy: 0.905, Loss: 0.142 Epoch 17 Batch 138/538 - Train Accuracy: 0.903, Validation Accuracy: 0.908, Loss: 0.127 Epoch 17 Batch 139/538 - Train Accuracy: 0.895, Validation Accuracy: 0.902, Loss: 0.148 Epoch 17 Batch 140/538 - Train Accuracy: 0.897, Validation Accuracy: 0.894, Loss: 0.152 Epoch 17 Batch 141/538 - Train Accuracy: 0.916, Validation Accuracy: 0.894, Loss: 0.133 Epoch 17 Batch 142/538 - Train Accuracy: 0.914, Validation Accuracy: 0.892, Loss: 0.127 Epoch 17 Batch 143/538 - Train Accuracy: 0.902, Validation Accuracy: 0.892, Loss: 0.143 Epoch 17 Batch 144/538 - Train Accuracy: 0.901, Validation Accuracy: 0.897, Loss: 0.150 Epoch 17 Batch 145/538 - Train Accuracy: 0.896, Validation Accuracy: 0.902, Loss: 0.137 Epoch 17 Batch 146/538 - Train Accuracy: 0.903, Validation Accuracy: 0.898, Loss: 0.135 Epoch 17 Batch 147/538 - Train Accuracy: 0.912, Validation Accuracy: 0.904, Loss: 0.131 Epoch 17 Batch 148/538 - Train Accuracy: 0.900, Validation Accuracy: 0.898, Loss: 0.147 Epoch 17 Batch 149/538 - Train Accuracy: 0.904, Validation Accuracy: 0.908, Loss: 0.123 Epoch 17 Batch 150/538 - Train Accuracy: 0.912, Validation Accuracy: 0.906, Loss: 0.129 Epoch 17 Batch 151/538 - Train Accuracy: 0.913, Validation Accuracy: 0.907, Loss: 0.130 Epoch 17 Batch 152/538 - Train Accuracy: 0.907, Validation Accuracy: 0.905, Loss: 0.134 Epoch 17 Batch 153/538 - Train Accuracy: 0.893, Validation Accuracy: 0.901, Loss: 0.136 Epoch 17 Batch 154/538 - Train Accuracy: 0.913, Validation Accuracy: 0.905, Loss: 0.120 Epoch 17 Batch 155/538 - Train Accuracy: 0.895, Validation Accuracy: 0.899, Loss: 0.135 Epoch 17 Batch 156/538 - Train Accuracy: 0.930, Validation Accuracy: 0.892, Loss: 0.124 Epoch 17 Batch 157/538 - Train Accuracy: 0.911, Validation Accuracy: 0.899, Loss: 0.124 Epoch 17 Batch 158/538 - Train Accuracy: 0.915, Validation Accuracy: 0.898, Loss: 0.144 Epoch 17 Batch 159/538 - Train Accuracy: 0.906, Validation Accuracy: 0.897, Loss: 0.156 Epoch 17 Batch 160/538 - Train Accuracy: 0.891, Validation Accuracy: 0.896, Loss: 0.134 Epoch 17 Batch 161/538 - Train Accuracy: 0.903, Validation Accuracy: 0.901, Loss: 0.132 Epoch 17 Batch 162/538 - Train Accuracy: 0.906, Validation Accuracy: 0.899, Loss: 0.125 Epoch 17 Batch 163/538 - Train Accuracy: 0.907, Validation Accuracy: 0.896, Loss: 0.137 Epoch 17 Batch 164/538 - Train Accuracy: 0.875, Validation Accuracy: 0.899, Loss: 0.136 Epoch 17 Batch 165/538 - Train Accuracy: 0.899, Validation Accuracy: 0.904, Loss: 0.124 Epoch 17 Batch 166/538 - Train Accuracy: 0.923, Validation Accuracy: 0.905, Loss: 0.120 Epoch 17 Batch 167/538 - Train Accuracy: 0.888, Validation Accuracy: 0.904, Loss: 0.151 Epoch 17 Batch 168/538 - Train Accuracy: 0.877, Validation Accuracy: 0.898, Loss: 0.161 Epoch 17 Batch 169/538 - Train Accuracy: 0.924, Validation Accuracy: 0.885, Loss: 0.131 Epoch 17 Batch 170/538 - Train Accuracy: 0.887, Validation Accuracy: 0.891, Loss: 0.136 Epoch 17 Batch 171/538 - Train Accuracy: 0.909, Validation Accuracy: 0.891, Loss: 0.139 Epoch 17 Batch 172/538 - Train Accuracy: 0.911, Validation Accuracy: 0.889, Loss: 0.126 Epoch 17 Batch 173/538 - Train Accuracy: 0.918, Validation Accuracy: 0.885, Loss: 0.124 Epoch 17 Batch 174/538 - Train Accuracy: 0.908, Validation Accuracy: 0.886, Loss: 0.135 Epoch 17 Batch 175/538 - Train Accuracy: 0.896, Validation Accuracy: 0.886, Loss: 0.134 Epoch 17 Batch 176/538 - Train Accuracy: 0.897, Validation Accuracy: 0.885, Loss: 0.148 Epoch 17 Batch 177/538 - Train Accuracy: 0.898, Validation Accuracy: 0.887, Loss: 0.137 Epoch 17 Batch 178/538 - Train Accuracy: 0.882, Validation Accuracy: 0.889, Loss: 0.126 Epoch 17 Batch 179/538 - Train Accuracy: 0.917, Validation Accuracy: 0.890, Loss: 0.128 Epoch 17 Batch 180/538 - Train Accuracy: 0.912, Validation Accuracy: 0.894, Loss: 0.131 Epoch 17 Batch 181/538 - Train Accuracy: 0.884, Validation Accuracy: 0.897, Loss: 0.151 Epoch 17 Batch 182/538 - Train Accuracy: 0.915, Validation Accuracy: 0.892, Loss: 0.125 Epoch 17 Batch 183/538 - Train Accuracy: 0.906, Validation Accuracy: 0.891, Loss: 0.124 Epoch 17 Batch 184/538 - Train Accuracy: 0.916, Validation Accuracy: 0.890, Loss: 0.126 Epoch 17 Batch 185/538 - Train Accuracy: 0.943, Validation Accuracy: 0.893, Loss: 0.123 Epoch 17 Batch 186/538 - Train Accuracy: 0.911, Validation Accuracy: 0.905, Loss: 0.128 Epoch 17 Batch 187/538 - Train Accuracy: 0.909, Validation Accuracy: 0.909, Loss: 0.128 Epoch 17 Batch 188/538 - Train Accuracy: 0.904, Validation Accuracy: 0.906, Loss: 0.126 Epoch 17 Batch 189/538 - Train Accuracy: 0.913, Validation Accuracy: 0.909, Loss: 0.134 Epoch 17 Batch 190/538 - Train Accuracy: 0.900, Validation Accuracy: 0.909, Loss: 0.166 Epoch 17 Batch 191/538 - Train Accuracy: 0.916, Validation Accuracy: 0.906, Loss: 0.124 Epoch 17 Batch 192/538 - Train Accuracy: 0.926, Validation Accuracy: 0.898, Loss: 0.122 Epoch 17 Batch 193/538 - Train Accuracy: 0.882, Validation Accuracy: 0.898, Loss: 0.136 Epoch 17 Batch 194/538 - Train Accuracy: 0.884, Validation Accuracy: 0.907, Loss: 0.147 Epoch 17 Batch 195/538 - Train Accuracy: 0.932, Validation Accuracy: 0.907, Loss: 0.134 Epoch 17 Batch 196/538 - Train Accuracy: 0.897, Validation Accuracy: 0.902, Loss: 0.127 Epoch 17 Batch 197/538 - Train Accuracy: 0.910, Validation Accuracy: 0.907, Loss: 0.133 Epoch 17 Batch 198/538 - Train Accuracy: 0.912, Validation Accuracy: 0.906, Loss: 0.135 Epoch 17 Batch 199/538 - Train Accuracy: 0.885, Validation Accuracy: 0.906, Loss: 0.133 Epoch 17 Batch 200/538 - Train Accuracy: 0.906, Validation Accuracy: 0.909, Loss: 0.128 Epoch 17 Batch 201/538 - Train Accuracy: 0.906, Validation Accuracy: 0.909, Loss: 0.134 Epoch 17 Batch 202/538 - Train Accuracy: 0.918, Validation Accuracy: 0.909, Loss: 0.128 Epoch 17 Batch 203/538 - Train Accuracy: 0.897, Validation Accuracy: 0.915, Loss: 0.142 Epoch 17 Batch 204/538 - Train Accuracy: 0.887, Validation Accuracy: 0.914, Loss: 0.138 Epoch 17 Batch 205/538 - Train Accuracy: 0.916, Validation Accuracy: 0.911, Loss: 0.122 Epoch 17 Batch 206/538 - Train Accuracy: 0.900, Validation Accuracy: 0.909, Loss: 0.131 Epoch 17 Batch 207/538 - Train Accuracy: 0.922, Validation Accuracy: 0.903, Loss: 0.128 Epoch 17 Batch 208/538 - Train Accuracy: 0.904, Validation Accuracy: 0.908, Loss: 0.152 Epoch 17 Batch 209/538 - Train Accuracy: 0.921, Validation Accuracy: 0.909, Loss: 0.133 Epoch 17 Batch 210/538 - Train Accuracy: 0.890, Validation Accuracy: 0.910, Loss: 0.139 Epoch 17 Batch 211/538 - Train Accuracy: 0.898, Validation Accuracy: 0.914, Loss: 0.137 Epoch 17 Batch 212/538 - Train Accuracy: 0.909, Validation Accuracy: 0.912, Loss: 0.128 Epoch 17 Batch 213/538 - Train Accuracy: 0.908, Validation Accuracy: 0.915, Loss: 0.122 Epoch 17 Batch 214/538 - Train Accuracy: 0.918, Validation Accuracy: 0.908, Loss: 0.118 Epoch 17 Batch 215/538 - Train Accuracy: 0.916, Validation Accuracy: 0.896, Loss: 0.130 Epoch 17 Batch 216/538 - Train Accuracy: 0.912, Validation Accuracy: 0.900, Loss: 0.130 Epoch 17 Batch 217/538 - Train Accuracy: 0.923, Validation Accuracy: 0.898, Loss: 0.129 Epoch 17 Batch 218/538 - Train Accuracy: 0.899, Validation Accuracy: 0.895, Loss: 0.131 Epoch 17 Batch 219/538 - Train Accuracy: 0.891, Validation Accuracy: 0.896, Loss: 0.160 Epoch 17 Batch 220/538 - Train Accuracy: 0.898, Validation Accuracy: 0.897, Loss: 0.127 Epoch 17 Batch 221/538 - Train Accuracy: 0.922, Validation Accuracy: 0.893, Loss: 0.121 Epoch 17 Batch 222/538 - Train Accuracy: 0.894, Validation Accuracy: 0.894, Loss: 0.114 Epoch 17 Batch 223/538 - Train Accuracy: 0.906, Validation Accuracy: 0.896, Loss: 0.135 Epoch 17 Batch 224/538 - Train Accuracy: 0.909, Validation Accuracy: 0.894, Loss: 0.137 Epoch 17 Batch 225/538 - Train Accuracy: 0.921, Validation Accuracy: 0.892, Loss: 0.139 Epoch 17 Batch 226/538 - Train Accuracy: 0.893, Validation Accuracy: 0.895, Loss: 0.125 Epoch 17 Batch 227/538 - Train Accuracy: 0.907, Validation Accuracy: 0.898, Loss: 0.127 Epoch 17 Batch 228/538 - Train Accuracy: 0.903, Validation Accuracy: 0.898, Loss: 0.129 Epoch 17 Batch 229/538 - Train Accuracy: 0.915, Validation Accuracy: 0.900, Loss: 0.133 Epoch 17 Batch 230/538 - Train Accuracy: 0.889, Validation Accuracy: 0.907, Loss: 0.136 Epoch 17 Batch 231/538 - Train Accuracy: 0.904, Validation Accuracy: 0.900, Loss: 0.128 Epoch 17 Batch 232/538 - Train Accuracy: 0.904, Validation Accuracy: 0.900, Loss: 0.126 Epoch 17 Batch 233/538 - Train Accuracy: 0.926, Validation Accuracy: 0.898, Loss: 0.135 Epoch 17 Batch 234/538 - Train Accuracy: 0.904, Validation Accuracy: 0.895, Loss: 0.130 Epoch 17 Batch 235/538 - Train Accuracy: 0.918, Validation Accuracy: 0.892, Loss: 0.120 Epoch 17 Batch 236/538 - Train Accuracy: 0.903, Validation Accuracy: 0.893, Loss: 0.144 Epoch 17 Batch 237/538 - Train Accuracy: 0.908, Validation Accuracy: 0.902, Loss: 0.117 Epoch 17 Batch 238/538 - Train Accuracy: 0.927, Validation Accuracy: 0.900, Loss: 0.128 Epoch 17 Batch 239/538 - Train Accuracy: 0.905, Validation Accuracy: 0.895, Loss: 0.135 Epoch 17 Batch 240/538 - Train Accuracy: 0.904, Validation Accuracy: 0.892, Loss: 0.126 Epoch 17 Batch 241/538 - Train Accuracy: 0.907, Validation Accuracy: 0.897, Loss: 0.139 Epoch 17 Batch 242/538 - Train Accuracy: 0.924, Validation Accuracy: 0.896, Loss: 0.128 Epoch 17 Batch 243/538 - Train Accuracy: 0.920, Validation Accuracy: 0.898, Loss: 0.135 Epoch 17 Batch 244/538 - Train Accuracy: 0.902, Validation Accuracy: 0.904, Loss: 0.127 Epoch 17 Batch 245/538 - Train Accuracy: 0.903, Validation Accuracy: 0.912, Loss: 0.138 Epoch 17 Batch 246/538 - Train Accuracy: 0.922, Validation Accuracy: 0.904, Loss: 0.119 Epoch 17 Batch 247/538 - Train Accuracy: 0.882, Validation Accuracy: 0.903, Loss: 0.137 Epoch 17 Batch 248/538 - Train Accuracy: 0.915, Validation Accuracy: 0.896, Loss: 0.129 Epoch 17 Batch 249/538 - Train Accuracy: 0.907, Validation Accuracy: 0.896, Loss: 0.119 Epoch 17 Batch 250/538 - Train Accuracy: 0.917, Validation Accuracy: 0.894, Loss: 0.128 Epoch 17 Batch 251/538 - Train Accuracy: 0.915, Validation Accuracy: 0.894, Loss: 0.132 Epoch 17 Batch 252/538 - Train Accuracy: 0.915, Validation Accuracy: 0.903, Loss: 0.119 Epoch 17 Batch 253/538 - Train Accuracy: 0.889, Validation Accuracy: 0.908, Loss: 0.116 Epoch 17 Batch 254/538 - Train Accuracy: 0.890, Validation Accuracy: 0.916, Loss: 0.137 Epoch 17 Batch 255/538 - Train Accuracy: 0.930, Validation Accuracy: 0.909, Loss: 0.128 Epoch 17 Batch 256/538 - Train Accuracy: 0.896, Validation Accuracy: 0.904, Loss: 0.131 Epoch 17 Batch 257/538 - Train Accuracy: 0.907, Validation Accuracy: 0.905, Loss: 0.135 Epoch 17 Batch 258/538 - Train Accuracy: 0.920, Validation Accuracy: 0.904, Loss: 0.122 Epoch 17 Batch 259/538 - Train Accuracy: 0.929, Validation Accuracy: 0.900, Loss: 0.124 Epoch 17 Batch 260/538 - Train Accuracy: 0.860, Validation Accuracy: 0.900, Loss: 0.141 Epoch 17 Batch 261/538 - Train Accuracy: 0.899, Validation Accuracy: 0.900, Loss: 0.138 Epoch 17 Batch 262/538 - Train Accuracy: 0.928, Validation Accuracy: 0.902, Loss: 0.117 Epoch 17 Batch 263/538 - Train Accuracy: 0.896, Validation Accuracy: 0.900, Loss: 0.130 Epoch 17 Batch 264/538 - Train Accuracy: 0.910, Validation Accuracy: 0.896, Loss: 0.136 Epoch 17 Batch 265/538 - Train Accuracy: 0.884, Validation Accuracy: 0.904, Loss: 0.139 Epoch 17 Batch 266/538 - Train Accuracy: 0.896, Validation Accuracy: 0.895, Loss: 0.142 Epoch 17 Batch 267/538 - Train Accuracy: 0.904, Validation Accuracy: 0.894, Loss: 0.136 Epoch 17 Batch 268/538 - Train Accuracy: 0.909, Validation Accuracy: 0.895, Loss: 0.128 Epoch 17 Batch 269/538 - Train Accuracy: 0.910, Validation Accuracy: 0.894, Loss: 0.122 Epoch 17 Batch 270/538 - Train Accuracy: 0.912, Validation Accuracy: 0.903, Loss: 0.134 Epoch 17 Batch 271/538 - Train Accuracy: 0.918, Validation Accuracy: 0.909, Loss: 0.122 Epoch 17 Batch 272/538 - Train Accuracy: 0.909, Validation Accuracy: 0.908, Loss: 0.147 Epoch 17 Batch 273/538 - Train Accuracy: 0.903, Validation Accuracy: 0.909, Loss: 0.132 Epoch 17 Batch 274/538 - Train Accuracy: 0.883, Validation Accuracy: 0.903, Loss: 0.150 Epoch 17 Batch 275/538 - Train Accuracy: 0.909, Validation Accuracy: 0.900, Loss: 0.134 Epoch 17 Batch 276/538 - Train Accuracy: 0.905, Validation Accuracy: 0.903, Loss: 0.135 Epoch 17 Batch 277/538 - Train Accuracy: 0.916, Validation Accuracy: 0.900, Loss: 0.126 Epoch 17 Batch 278/538 - Train Accuracy: 0.914, Validation Accuracy: 0.893, Loss: 0.128 Epoch 17 Batch 279/538 - Train Accuracy: 0.904, Validation Accuracy: 0.897, Loss: 0.136 Epoch 17 Batch 280/538 - Train Accuracy: 0.881, Validation Accuracy: 0.893, Loss: 0.126 Epoch 17 Batch 281/538 - Train Accuracy: 0.903, Validation Accuracy: 0.898, Loss: 0.154 Epoch 17 Batch 282/538 - Train Accuracy: 0.901, Validation Accuracy: 0.903, Loss: 0.144 Epoch 17 Batch 283/538 - Train Accuracy: 0.908, Validation Accuracy: 0.895, Loss: 0.137 Epoch 17 Batch 284/538 - Train Accuracy: 0.900, Validation Accuracy: 0.892, Loss: 0.142 Epoch 17 Batch 285/538 - Train Accuracy: 0.896, Validation Accuracy: 0.895, Loss: 0.119 Epoch 17 Batch 286/538 - Train Accuracy: 0.909, Validation Accuracy: 0.902, Loss: 0.140 Epoch 17 Batch 287/538 - Train Accuracy: 0.914, Validation Accuracy: 0.906, Loss: 0.120 Epoch 17 Batch 288/538 - Train Accuracy: 0.892, Validation Accuracy: 0.887, Loss: 0.133 Epoch 17 Batch 289/538 - Train Accuracy: 0.891, Validation Accuracy: 0.900, Loss: 0.130 Epoch 17 Batch 290/538 - Train Accuracy: 0.931, Validation Accuracy: 0.899, Loss: 0.114 Epoch 17 Batch 291/538 - Train Accuracy: 0.886, Validation Accuracy: 0.887, Loss: 0.128 Epoch 17 Batch 292/538 - Train Accuracy: 0.915, Validation Accuracy: 0.896, Loss: 0.117 Epoch 17 Batch 293/538 - Train Accuracy: 0.903, Validation Accuracy: 0.904, Loss: 0.127 Epoch 17 Batch 294/538 - Train Accuracy: 0.904, Validation Accuracy: 0.906, Loss: 0.144 Epoch 17 Batch 295/538 - Train Accuracy: 0.921, Validation Accuracy: 0.904, Loss: 0.120 Epoch 17 Batch 296/538 - Train Accuracy: 0.898, Validation Accuracy: 0.904, Loss: 0.133 Epoch 17 Batch 297/538 - Train Accuracy: 0.897, Validation Accuracy: 0.911, Loss: 0.135 Epoch 17 Batch 298/538 - Train Accuracy: 0.907, Validation Accuracy: 0.912, Loss: 0.124 Epoch 17 Batch 299/538 - Train Accuracy: 0.887, Validation Accuracy: 0.905, Loss: 0.140 Epoch 17 Batch 300/538 - Train Accuracy: 0.888, Validation Accuracy: 0.890, Loss: 0.134 Epoch 17 Batch 301/538 - Train Accuracy: 0.899, Validation Accuracy: 0.900, Loss: 0.137 Epoch 17 Batch 302/538 - Train Accuracy: 0.918, Validation Accuracy: 0.901, Loss: 0.133 Epoch 17 Batch 303/538 - Train Accuracy: 0.928, Validation Accuracy: 0.902, Loss: 0.135 Epoch 17 Batch 304/538 - Train Accuracy: 0.904, Validation Accuracy: 0.894, Loss: 0.140 Epoch 17 Batch 305/538 - Train Accuracy: 0.925, Validation Accuracy: 0.891, Loss: 0.131 Epoch 17 Batch 306/538 - Train Accuracy: 0.891, Validation Accuracy: 0.898, Loss: 0.149 Epoch 17 Batch 307/538 - Train Accuracy: 0.917, Validation Accuracy: 0.911, Loss: 0.127 Epoch 17 Batch 308/538 - Train Accuracy: 0.907, Validation Accuracy: 0.914, Loss: 0.125 Epoch 17 Batch 309/538 - Train Accuracy: 0.924, Validation Accuracy: 0.909, Loss: 0.111 Epoch 17 Batch 310/538 - Train Accuracy: 0.924, Validation Accuracy: 0.912, Loss: 0.134 Epoch 17 Batch 311/538 - Train Accuracy: 0.894, Validation Accuracy: 0.909, Loss: 0.134 Epoch 17 Batch 312/538 - Train Accuracy: 0.911, Validation Accuracy: 0.907, Loss: 0.123 Epoch 17 Batch 313/538 - Train Accuracy: 0.907, Validation Accuracy: 0.910, Loss: 0.123 Epoch 17 Batch 314/538 - Train Accuracy: 0.915, Validation Accuracy: 0.905, Loss: 0.132 Epoch 17 Batch 315/538 - Train Accuracy: 0.896, Validation Accuracy: 0.901, Loss: 0.136 Epoch 17 Batch 316/538 - Train Accuracy: 0.893, Validation Accuracy: 0.907, Loss: 0.119 Epoch 17 Batch 317/538 - Train Accuracy: 0.914, Validation Accuracy: 0.915, Loss: 0.138 Epoch 17 Batch 318/538 - Train Accuracy: 0.895, Validation Accuracy: 0.913, Loss: 0.123 Epoch 17 Batch 319/538 - Train Accuracy: 0.912, Validation Accuracy: 0.908, Loss: 0.135 Epoch 17 Batch 320/538 - Train Accuracy: 0.902, Validation Accuracy: 0.901, Loss: 0.122 Epoch 17 Batch 321/538 - Train Accuracy: 0.906, Validation Accuracy: 0.890, Loss: 0.118 Epoch 17 Batch 322/538 - Train Accuracy: 0.919, Validation Accuracy: 0.889, Loss: 0.129 Epoch 17 Batch 323/538 - Train Accuracy: 0.926, Validation Accuracy: 0.894, Loss: 0.122 Epoch 17 Batch 324/538 - Train Accuracy: 0.903, Validation Accuracy: 0.904, Loss: 0.131 Epoch 17 Batch 325/538 - Train Accuracy: 0.919, Validation Accuracy: 0.911, Loss: 0.118 Epoch 17 Batch 326/538 - Train Accuracy: 0.914, Validation Accuracy: 0.911, Loss: 0.123 Epoch 17 Batch 327/538 - Train Accuracy: 0.907, Validation Accuracy: 0.909, Loss: 0.134 Epoch 17 Batch 328/538 - Train Accuracy: 0.932, Validation Accuracy: 0.901, Loss: 0.116 Epoch 17 Batch 329/538 - Train Accuracy: 0.919, Validation Accuracy: 0.901, Loss: 0.135 Epoch 17 Batch 330/538 - Train Accuracy: 0.920, Validation Accuracy: 0.897, Loss: 0.114 Epoch 17 Batch 331/538 - Train Accuracy: 0.909, Validation Accuracy: 0.902, Loss: 0.122 Epoch 17 Batch 332/538 - Train Accuracy: 0.906, Validation Accuracy: 0.898, Loss: 0.122 Epoch 17 Batch 333/538 - Train Accuracy: 0.910, Validation Accuracy: 0.901, Loss: 0.131 Epoch 17 Batch 334/538 - Train Accuracy: 0.890, Validation Accuracy: 0.905, Loss: 0.123 Epoch 17 Batch 335/538 - Train Accuracy: 0.906, Validation Accuracy: 0.903, Loss: 0.123 Epoch 17 Batch 336/538 - Train Accuracy: 0.921, Validation Accuracy: 0.898, Loss: 0.112 Epoch 17 Batch 337/538 - Train Accuracy: 0.900, Validation Accuracy: 0.900, Loss: 0.124 Epoch 17 Batch 338/538 - Train Accuracy: 0.906, Validation Accuracy: 0.903, Loss: 0.128 Epoch 17 Batch 339/538 - Train Accuracy: 0.915, Validation Accuracy: 0.909, Loss: 0.115 Epoch 17 Batch 340/538 - Train Accuracy: 0.893, Validation Accuracy: 0.909, Loss: 0.133 Epoch 17 Batch 341/538 - Train Accuracy: 0.912, Validation Accuracy: 0.908, Loss: 0.124 Epoch 17 Batch 342/538 - Train Accuracy: 0.907, Validation Accuracy: 0.908, Loss: 0.133 Epoch 17 Batch 343/538 - Train Accuracy: 0.939, Validation Accuracy: 0.921, Loss: 0.133 Epoch 17 Batch 344/538 - Train Accuracy: 0.923, Validation Accuracy: 0.917, Loss: 0.119 Epoch 17 Batch 345/538 - Train Accuracy: 0.901, Validation Accuracy: 0.911, Loss: 0.130 Epoch 17 Batch 346/538 - Train Accuracy: 0.900, Validation Accuracy: 0.912, Loss: 0.139 Epoch 17 Batch 347/538 - Train Accuracy: 0.916, Validation Accuracy: 0.914, Loss: 0.123 Epoch 17 Batch 348/538 - Train Accuracy: 0.912, Validation Accuracy: 0.911, Loss: 0.120 Epoch 17 Batch 349/538 - Train Accuracy: 0.920, Validation Accuracy: 0.907, Loss: 0.118 Epoch 17 Batch 350/538 - Train Accuracy: 0.920, Validation Accuracy: 0.906, Loss: 0.125 Epoch 17 Batch 351/538 - Train Accuracy: 0.906, Validation Accuracy: 0.902, Loss: 0.144 Epoch 17 Batch 352/538 - Train Accuracy: 0.892, Validation Accuracy: 0.899, Loss: 0.146 Epoch 17 Batch 353/538 - Train Accuracy: 0.897, Validation Accuracy: 0.906, Loss: 0.132 Epoch 17 Batch 354/538 - Train Accuracy: 0.898, Validation Accuracy: 0.895, Loss: 0.129 Epoch 17 Batch 355/538 - Train Accuracy: 0.897, Validation Accuracy: 0.905, Loss: 0.137 Epoch 17 Batch 356/538 - Train Accuracy: 0.911, Validation Accuracy: 0.901, Loss: 0.119 Epoch 17 Batch 357/538 - Train Accuracy: 0.916, Validation Accuracy: 0.901, Loss: 0.129 Epoch 17 Batch 358/538 - Train Accuracy: 0.905, Validation Accuracy: 0.906, Loss: 0.120 Epoch 17 Batch 359/538 - Train Accuracy: 0.899, Validation Accuracy: 0.904, Loss: 0.122 Epoch 17 Batch 360/538 - Train Accuracy: 0.888, Validation Accuracy: 0.898, Loss: 0.133 Epoch 17 Batch 361/538 - Train Accuracy: 0.920, Validation Accuracy: 0.901, Loss: 0.136 Epoch 17 Batch 362/538 - Train Accuracy: 0.919, Validation Accuracy: 0.899, Loss: 0.114 Epoch 17 Batch 363/538 - Train Accuracy: 0.912, Validation Accuracy: 0.900, Loss: 0.120 Epoch 17 Batch 364/538 - Train Accuracy: 0.897, Validation Accuracy: 0.897, Loss: 0.152 Epoch 17 Batch 365/538 - Train Accuracy: 0.904, Validation Accuracy: 0.894, Loss: 0.119 Epoch 17 Batch 366/538 - Train Accuracy: 0.912, Validation Accuracy: 0.898, Loss: 0.126 Epoch 17 Batch 367/538 - Train Accuracy: 0.925, Validation Accuracy: 0.902, Loss: 0.115 Epoch 17 Batch 368/538 - Train Accuracy: 0.917, Validation Accuracy: 0.905, Loss: 0.122 Epoch 17 Batch 369/538 - Train Accuracy: 0.929, Validation Accuracy: 0.902, Loss: 0.112 Epoch 17 Batch 370/538 - Train Accuracy: 0.904, Validation Accuracy: 0.903, Loss: 0.132 Epoch 17 Batch 371/538 - Train Accuracy: 0.927, Validation Accuracy: 0.902, Loss: 0.128 Epoch 17 Batch 372/538 - Train Accuracy: 0.922, Validation Accuracy: 0.904, Loss: 0.129 Epoch 17 Batch 373/538 - Train Accuracy: 0.912, Validation Accuracy: 0.906, Loss: 0.115 Epoch 17 Batch 374/538 - Train Accuracy: 0.892, Validation Accuracy: 0.905, Loss: 0.125 Epoch 17 Batch 375/538 - Train Accuracy: 0.902, Validation Accuracy: 0.909, Loss: 0.116 Epoch 17 Batch 376/538 - Train Accuracy: 0.909, Validation Accuracy: 0.915, Loss: 0.128 Epoch 17 Batch 377/538 - Train Accuracy: 0.914, Validation Accuracy: 0.913, Loss: 0.128 Epoch 17 Batch 378/538 - Train Accuracy: 0.909, Validation Accuracy: 0.912, Loss: 0.116 Epoch 17 Batch 379/538 - Train Accuracy: 0.915, Validation Accuracy: 0.908, Loss: 0.122 Epoch 17 Batch 380/538 - Train Accuracy: 0.915, Validation Accuracy: 0.908, Loss: 0.119 Epoch 17 Batch 381/538 - Train Accuracy: 0.923, Validation Accuracy: 0.914, Loss: 0.117 Epoch 17 Batch 382/538 - Train Accuracy: 0.896, Validation Accuracy: 0.912, Loss: 0.133 Epoch 17 Batch 383/538 - Train Accuracy: 0.904, Validation Accuracy: 0.919, Loss: 0.123 Epoch 17 Batch 384/538 - Train Accuracy: 0.897, Validation Accuracy: 0.925, Loss: 0.121 Epoch 17 Batch 385/538 - Train Accuracy: 0.927, Validation Accuracy: 0.926, Loss: 0.123 Epoch 17 Batch 386/538 - Train Accuracy: 0.911, Validation Accuracy: 0.931, Loss: 0.124 Epoch 17 Batch 387/538 - Train Accuracy: 0.903, Validation Accuracy: 0.925, Loss: 0.129 Epoch 17 Batch 388/538 - Train Accuracy: 0.920, Validation Accuracy: 0.923, Loss: 0.124 Epoch 17 Batch 389/538 - Train Accuracy: 0.883, Validation Accuracy: 0.921, Loss: 0.144 Epoch 17 Batch 390/538 - Train Accuracy: 0.913, Validation Accuracy: 0.914, Loss: 0.113 Epoch 17 Batch 391/538 - Train Accuracy: 0.897, Validation Accuracy: 0.913, Loss: 0.128 Epoch 17 Batch 392/538 - Train Accuracy: 0.897, Validation Accuracy: 0.918, Loss: 0.131 Epoch 17 Batch 393/538 - Train Accuracy: 0.929, Validation Accuracy: 0.919, Loss: 0.114 Epoch 17 Batch 394/538 - Train Accuracy: 0.875, Validation Accuracy: 0.914, Loss: 0.140 Epoch 17 Batch 395/538 - Train Accuracy: 0.894, Validation Accuracy: 0.916, Loss: 0.134 Epoch 17 Batch 396/538 - Train Accuracy: 0.927, Validation Accuracy: 0.912, Loss: 0.122 Epoch 17 Batch 397/538 - Train Accuracy: 0.910, Validation Accuracy: 0.905, Loss: 0.132 Epoch 17 Batch 398/538 - Train Accuracy: 0.915, Validation Accuracy: 0.905, Loss: 0.125 Epoch 17 Batch 399/538 - Train Accuracy: 0.890, Validation Accuracy: 0.909, Loss: 0.141 Epoch 17 Batch 400/538 - Train Accuracy: 0.911, Validation Accuracy: 0.908, Loss: 0.127 Epoch 17 Batch 401/538 - Train Accuracy: 0.913, Validation Accuracy: 0.913, Loss: 0.123 Epoch 17 Batch 402/538 - Train Accuracy: 0.902, Validation Accuracy: 0.916, Loss: 0.133 Epoch 17 Batch 403/538 - Train Accuracy: 0.904, Validation Accuracy: 0.911, Loss: 0.138 Epoch 17 Batch 404/538 - Train Accuracy: 0.904, Validation Accuracy: 0.906, Loss: 0.124 Epoch 17 Batch 405/538 - Train Accuracy: 0.919, Validation Accuracy: 0.908, Loss: 0.118 Epoch 17 Batch 406/538 - Train Accuracy: 0.915, Validation Accuracy: 0.910, Loss: 0.130 Epoch 17 Batch 407/538 - Train Accuracy: 0.911, Validation Accuracy: 0.910, Loss: 0.123 Epoch 17 Batch 408/538 - Train Accuracy: 0.910, Validation Accuracy: 0.908, Loss: 0.129 Epoch 17 Batch 409/538 - Train Accuracy: 0.894, Validation Accuracy: 0.913, Loss: 0.140 Epoch 17 Batch 410/538 - Train Accuracy: 0.923, Validation Accuracy: 0.915, Loss: 0.128 Epoch 17 Batch 411/538 - Train Accuracy: 0.923, Validation Accuracy: 0.915, Loss: 0.123 Epoch 17 Batch 412/538 - Train Accuracy: 0.893, Validation Accuracy: 0.924, Loss: 0.123 Epoch 17 Batch 413/538 - Train Accuracy: 0.903, Validation Accuracy: 0.918, Loss: 0.119 Epoch 17 Batch 414/538 - Train Accuracy: 0.884, Validation Accuracy: 0.914, Loss: 0.135 Epoch 17 Batch 415/538 - Train Accuracy: 0.893, Validation Accuracy: 0.907, Loss: 0.124 Epoch 17 Batch 416/538 - Train Accuracy: 0.910, Validation Accuracy: 0.909, Loss: 0.126 Epoch 17 Batch 417/538 - Train Accuracy: 0.913, Validation Accuracy: 0.915, Loss: 0.119 Epoch 17 Batch 418/538 - Train Accuracy: 0.923, Validation Accuracy: 0.916, Loss: 0.121 Epoch 17 Batch 419/538 - Train Accuracy: 0.910, Validation Accuracy: 0.913, Loss: 0.122 Epoch 17 Batch 420/538 - Train Accuracy: 0.940, Validation Accuracy: 0.917, Loss: 0.119 Epoch 17 Batch 421/538 - Train Accuracy: 0.920, Validation Accuracy: 0.908, Loss: 0.110 Epoch 17 Batch 422/538 - Train Accuracy: 0.917, Validation Accuracy: 0.904, Loss: 0.132 Epoch 17 Batch 423/538 - Train Accuracy: 0.908, Validation Accuracy: 0.898, Loss: 0.132 Epoch 17 Batch 424/538 - Train Accuracy: 0.904, Validation Accuracy: 0.915, Loss: 0.133 Epoch 17 Batch 425/538 - Train Accuracy: 0.907, Validation Accuracy: 0.910, Loss: 0.132 Epoch 17 Batch 426/538 - Train Accuracy: 0.915, Validation Accuracy: 0.914, Loss: 0.124 Epoch 17 Batch 427/538 - Train Accuracy: 0.899, Validation Accuracy: 0.917, Loss: 0.133 Epoch 17 Batch 428/538 - Train Accuracy: 0.930, Validation Accuracy: 0.919, Loss: 0.117 Epoch 17 Batch 429/538 - Train Accuracy: 0.906, Validation Accuracy: 0.911, Loss: 0.126 Epoch 17 Batch 430/538 - Train Accuracy: 0.909, Validation Accuracy: 0.913, Loss: 0.123 Epoch 17 Batch 431/538 - Train Accuracy: 0.920, Validation Accuracy: 0.912, Loss: 0.115 Epoch 17 Batch 432/538 - Train Accuracy: 0.914, Validation Accuracy: 0.911, Loss: 0.116 Epoch 17 Batch 433/538 - Train Accuracy: 0.907, Validation Accuracy: 0.914, Loss: 0.146 Epoch 17 Batch 434/538 - Train Accuracy: 0.891, Validation Accuracy: 0.916, Loss: 0.130 Epoch 17 Batch 435/538 - Train Accuracy: 0.911, Validation Accuracy: 0.915, Loss: 0.119 Epoch 17 Batch 436/538 - Train Accuracy: 0.900, Validation Accuracy: 0.917, Loss: 0.126 Epoch 17 Batch 437/538 - Train Accuracy: 0.926, Validation Accuracy: 0.916, Loss: 0.123 Epoch 17 Batch 438/538 - Train Accuracy: 0.919, Validation Accuracy: 0.920, Loss: 0.123 Epoch 17 Batch 439/538 - Train Accuracy: 0.927, Validation Accuracy: 0.911, Loss: 0.120 Epoch 17 Batch 440/538 - Train Accuracy: 0.898, Validation Accuracy: 0.903, Loss: 0.133 Epoch 17 Batch 441/538 - Train Accuracy: 0.891, Validation Accuracy: 0.907, Loss: 0.142 Epoch 17 Batch 442/538 - Train Accuracy: 0.913, Validation Accuracy: 0.905, Loss: 0.113 Epoch 17 Batch 443/538 - Train Accuracy: 0.910, Validation Accuracy: 0.903, Loss: 0.121 Epoch 17 Batch 444/538 - Train Accuracy: 0.917, Validation Accuracy: 0.900, Loss: 0.123 Epoch 17 Batch 445/538 - Train Accuracy: 0.927, Validation Accuracy: 0.897, Loss: 0.109 Epoch 17 Batch 446/538 - Train Accuracy: 0.925, Validation Accuracy: 0.910, Loss: 0.118 Epoch 17 Batch 447/538 - Train Accuracy: 0.897, Validation Accuracy: 0.908, Loss: 0.126 Epoch 17 Batch 448/538 - Train Accuracy: 0.910, Validation Accuracy: 0.907, Loss: 0.112 Epoch 17 Batch 449/538 - Train Accuracy: 0.920, Validation Accuracy: 0.905, Loss: 0.135 Epoch 17 Batch 450/538 - Train Accuracy: 0.900, Validation Accuracy: 0.905, Loss: 0.134 Epoch 17 Batch 451/538 - Train Accuracy: 0.884, Validation Accuracy: 0.904, Loss: 0.117 Epoch 17 Batch 452/538 - Train Accuracy: 0.915, Validation Accuracy: 0.908, Loss: 0.117 Epoch 17 Batch 453/538 - Train Accuracy: 0.906, Validation Accuracy: 0.913, Loss: 0.137 Epoch 17 Batch 454/538 - Train Accuracy: 0.907, Validation Accuracy: 0.911, Loss: 0.129 Epoch 17 Batch 455/538 - Train Accuracy: 0.905, Validation Accuracy: 0.909, Loss: 0.117 Epoch 17 Batch 456/538 - Train Accuracy: 0.921, Validation Accuracy: 0.912, Loss: 0.142 Epoch 17 Batch 457/538 - Train Accuracy: 0.885, Validation Accuracy: 0.915, Loss: 0.124 Epoch 17 Batch 458/538 - Train Accuracy: 0.920, Validation Accuracy: 0.909, Loss: 0.115 Epoch 17 Batch 459/538 - Train Accuracy: 0.921, Validation Accuracy: 0.909, Loss: 0.128 Epoch 17 Batch 460/538 - Train Accuracy: 0.888, Validation Accuracy: 0.905, Loss: 0.124 Epoch 17 Batch 461/538 - Train Accuracy: 0.928, Validation Accuracy: 0.907, Loss: 0.132 Epoch 17 Batch 462/538 - Train Accuracy: 0.890, Validation Accuracy: 0.909, Loss: 0.129 Epoch 17 Batch 463/538 - Train Accuracy: 0.891, Validation Accuracy: 0.906, Loss: 0.131 Epoch 17 Batch 464/538 - Train Accuracy: 0.912, Validation Accuracy: 0.898, Loss: 0.127 Epoch 17 Batch 465/538 - Train Accuracy: 0.895, Validation Accuracy: 0.906, Loss: 0.118 Epoch 17 Batch 466/538 - Train Accuracy: 0.894, Validation Accuracy: 0.899, Loss: 0.122 Epoch 17 Batch 467/538 - Train Accuracy: 0.918, Validation Accuracy: 0.899, Loss: 0.129 Epoch 17 Batch 468/538 - Train Accuracy: 0.923, Validation Accuracy: 0.898, Loss: 0.131 Epoch 17 Batch 469/538 - Train Accuracy: 0.903, Validation Accuracy: 0.900, Loss: 0.124 Epoch 17 Batch 470/538 - Train Accuracy: 0.903, Validation Accuracy: 0.907, Loss: 0.121 Epoch 17 Batch 471/538 - Train Accuracy: 0.924, Validation Accuracy: 0.909, Loss: 0.119 Epoch 17 Batch 472/538 - Train Accuracy: 0.953, Validation Accuracy: 0.914, Loss: 0.112 Epoch 17 Batch 473/538 - Train Accuracy: 0.880, Validation Accuracy: 0.911, Loss: 0.130 Epoch 17 Batch 474/538 - Train Accuracy: 0.919, Validation Accuracy: 0.907, Loss: 0.111 Epoch 17 Batch 475/538 - Train Accuracy: 0.911, Validation Accuracy: 0.905, Loss: 0.122 Epoch 17 Batch 476/538 - Train Accuracy: 0.897, Validation Accuracy: 0.911, Loss: 0.121 Epoch 17 Batch 477/538 - Train Accuracy: 0.915, Validation Accuracy: 0.911, Loss: 0.128 Epoch 17 Batch 478/538 - Train Accuracy: 0.913, Validation Accuracy: 0.910, Loss: 0.119 Epoch 17 Batch 479/538 - Train Accuracy: 0.909, Validation Accuracy: 0.908, Loss: 0.113 Epoch 17 Batch 480/538 - Train Accuracy: 0.932, Validation Accuracy: 0.903, Loss: 0.118 Epoch 17 Batch 481/538 - Train Accuracy: 0.935, Validation Accuracy: 0.903, Loss: 0.118 Epoch 17 Batch 482/538 - Train Accuracy: 0.903, Validation Accuracy: 0.904, Loss: 0.111 Epoch 17 Batch 483/538 - Train Accuracy: 0.881, Validation Accuracy: 0.911, Loss: 0.131 Epoch 17 Batch 484/538 - Train Accuracy: 0.906, Validation Accuracy: 0.910, Loss: 0.140 Epoch 17 Batch 485/538 - Train Accuracy: 0.913, Validation Accuracy: 0.906, Loss: 0.128 Epoch 17 Batch 486/538 - Train Accuracy: 0.921, Validation Accuracy: 0.905, Loss: 0.108 Epoch 17 Batch 487/538 - Train Accuracy: 0.926, Validation Accuracy: 0.906, Loss: 0.110 Epoch 17 Batch 488/538 - Train Accuracy: 0.929, Validation Accuracy: 0.909, Loss: 0.113 Epoch 17 Batch 489/538 - Train Accuracy: 0.909, Validation Accuracy: 0.905, Loss: 0.133 Epoch 17 Batch 490/538 - Train Accuracy: 0.921, Validation Accuracy: 0.905, Loss: 0.128 Epoch 17 Batch 491/538 - Train Accuracy: 0.890, Validation Accuracy: 0.903, Loss: 0.124 Epoch 17 Batch 492/538 - Train Accuracy: 0.921, Validation Accuracy: 0.905, Loss: 0.123 Epoch 17 Batch 493/538 - Train Accuracy: 0.899, Validation Accuracy: 0.906, Loss: 0.128 Epoch 17 Batch 494/538 - Train Accuracy: 0.917, Validation Accuracy: 0.903, Loss: 0.126 Epoch 17 Batch 495/538 - Train Accuracy: 0.914, Validation Accuracy: 0.903, Loss: 0.131 Epoch 17 Batch 496/538 - Train Accuracy: 0.907, Validation Accuracy: 0.907, Loss: 0.114 Epoch 17 Batch 497/538 - Train Accuracy: 0.913, Validation Accuracy: 0.907, Loss: 0.110 Epoch 17 Batch 498/538 - Train Accuracy: 0.901, Validation Accuracy: 0.911, Loss: 0.115 Epoch 17 Batch 499/538 - Train Accuracy: 0.912, Validation Accuracy: 0.912, Loss: 0.119 Epoch 17 Batch 500/538 - Train Accuracy: 0.923, Validation Accuracy: 0.912, Loss: 0.105 Epoch 17 Batch 501/538 - Train Accuracy: 0.938, Validation Accuracy: 0.914, Loss: 0.125 Epoch 17 Batch 502/538 - Train Accuracy: 0.910, Validation Accuracy: 0.906, Loss: 0.109 Epoch 17 Batch 503/538 - Train Accuracy: 0.933, Validation Accuracy: 0.908, Loss: 0.122 Epoch 17 Batch 504/538 - Train Accuracy: 0.941, Validation Accuracy: 0.907, Loss: 0.112 Epoch 17 Batch 505/538 - Train Accuracy: 0.922, Validation Accuracy: 0.902, Loss: 0.110 Epoch 17 Batch 506/538 - Train Accuracy: 0.908, Validation Accuracy: 0.897, Loss: 0.119 Epoch 17 Batch 507/538 - Train Accuracy: 0.894, Validation Accuracy: 0.899, Loss: 0.128 Epoch 17 Batch 508/538 - Train Accuracy: 0.905, Validation Accuracy: 0.899, Loss: 0.118 Epoch 17 Batch 509/538 - Train Accuracy: 0.918, Validation Accuracy: 0.902, Loss: 0.134 Epoch 17 Batch 510/538 - Train Accuracy: 0.900, Validation Accuracy: 0.907, Loss: 0.114 Epoch 17 Batch 511/538 - Train Accuracy: 0.923, Validation Accuracy: 0.907, Loss: 0.128 Epoch 17 Batch 512/538 - Train Accuracy: 0.913, Validation Accuracy: 0.910, Loss: 0.124 Epoch 17 Batch 513/538 - Train Accuracy: 0.886, Validation Accuracy: 0.907, Loss: 0.131 Epoch 17 Batch 514/538 - Train Accuracy: 0.928, Validation Accuracy: 0.910, Loss: 0.114 Epoch 17 Batch 515/538 - Train Accuracy: 0.913, Validation Accuracy: 0.907, Loss: 0.125 Epoch 17 Batch 516/538 - Train Accuracy: 0.880, Validation Accuracy: 0.903, Loss: 0.125 Epoch 17 Batch 517/538 - Train Accuracy: 0.917, Validation Accuracy: 0.909, Loss: 0.119 Epoch 17 Batch 518/538 - Train Accuracy: 0.888, Validation Accuracy: 0.912, Loss: 0.131 Epoch 17 Batch 519/538 - Train Accuracy: 0.911, Validation Accuracy: 0.916, Loss: 0.110 Epoch 17 Batch 520/538 - Train Accuracy: 0.919, Validation Accuracy: 0.918, Loss: 0.125 Epoch 17 Batch 521/538 - Train Accuracy: 0.903, Validation Accuracy: 0.917, Loss: 0.136 Epoch 17 Batch 522/538 - Train Accuracy: 0.910, Validation Accuracy: 0.918, Loss: 0.119 Epoch 17 Batch 523/538 - Train Accuracy: 0.907, Validation Accuracy: 0.915, Loss: 0.129 Epoch 17 Batch 524/538 - Train Accuracy: 0.906, Validation Accuracy: 0.913, Loss: 0.121 Epoch 17 Batch 525/538 - Train Accuracy: 0.928, Validation Accuracy: 0.918, Loss: 0.122 Epoch 17 Batch 526/538 - Train Accuracy: 0.911, Validation Accuracy: 0.922, Loss: 0.113 Epoch 17 Batch 527/538 - Train Accuracy: 0.913, Validation Accuracy: 0.920, Loss: 0.121 Epoch 17 Batch 528/538 - Train Accuracy: 0.921, Validation Accuracy: 0.914, Loss: 0.133 Epoch 17 Batch 529/538 - Train Accuracy: 0.896, Validation Accuracy: 0.914, Loss: 0.124 Epoch 17 Batch 530/538 - Train Accuracy: 0.883, Validation Accuracy: 0.911, Loss: 0.131 Epoch 17 Batch 531/538 - Train Accuracy: 0.921, Validation Accuracy: 0.911, Loss: 0.121 Epoch 17 Batch 532/538 - Train Accuracy: 0.898, Validation Accuracy: 0.910, Loss: 0.124 Epoch 17 Batch 533/538 - Train Accuracy: 0.914, Validation Accuracy: 0.911, Loss: 0.124 Epoch 17 Batch 534/538 - Train Accuracy: 0.911, Validation Accuracy: 0.907, Loss: 0.107 Epoch 17 Batch 535/538 - Train Accuracy: 0.910, Validation Accuracy: 0.903, Loss: 0.128 Epoch 17 Batch 536/538 - Train Accuracy: 0.923, Validation Accuracy: 0.904, Loss: 0.135 Epoch 18 Batch 0/538 - Train Accuracy: 0.923, Validation Accuracy: 0.904, Loss: 0.114 Epoch 18 Batch 1/538 - Train Accuracy: 0.933, Validation Accuracy: 0.902, Loss: 0.117 Epoch 18 Batch 2/538 - Train Accuracy: 0.921, Validation Accuracy: 0.903, Loss: 0.126 Epoch 18 Batch 3/538 - Train Accuracy: 0.903, Validation Accuracy: 0.898, Loss: 0.127 Epoch 18 Batch 4/538 - Train Accuracy: 0.907, Validation Accuracy: 0.900, Loss: 0.118 Epoch 18 Batch 5/538 - Train Accuracy: 0.921, Validation Accuracy: 0.906, Loss: 0.128 Epoch 18 Batch 6/538 - Train Accuracy: 0.923, Validation Accuracy: 0.911, Loss: 0.117 Epoch 18 Batch 7/538 - Train Accuracy: 0.913, Validation Accuracy: 0.921, Loss: 0.121 Epoch 18 Batch 8/538 - Train Accuracy: 0.927, Validation Accuracy: 0.921, Loss: 0.114 Epoch 18 Batch 9/538 - Train Accuracy: 0.913, Validation Accuracy: 0.920, Loss: 0.112 Epoch 18 Batch 10/538 - Train Accuracy: 0.900, Validation Accuracy: 0.909, Loss: 0.131 Epoch 18 Batch 11/538 - Train Accuracy: 0.922, Validation Accuracy: 0.905, Loss: 0.120 Epoch 18 Batch 12/538 - Train Accuracy: 0.897, Validation Accuracy: 0.905, Loss: 0.127 Epoch 18 Batch 13/538 - Train Accuracy: 0.930, Validation Accuracy: 0.903, Loss: 0.108 Epoch 18 Batch 14/538 - Train Accuracy: 0.908, Validation Accuracy: 0.900, Loss: 0.119 Epoch 18 Batch 15/538 - Train Accuracy: 0.929, Validation Accuracy: 0.902, Loss: 0.115 Epoch 18 Batch 16/538 - Train Accuracy: 0.899, Validation Accuracy: 0.901, Loss: 0.113 Epoch 18 Batch 17/538 - Train Accuracy: 0.928, Validation Accuracy: 0.908, Loss: 0.119 Epoch 18 Batch 18/538 - Train Accuracy: 0.931, Validation Accuracy: 0.910, Loss: 0.125 Epoch 18 Batch 19/538 - Train Accuracy: 0.904, Validation Accuracy: 0.906, Loss: 0.142 Epoch 18 Batch 20/538 - Train Accuracy: 0.913, Validation Accuracy: 0.908, Loss: 0.129 Epoch 18 Batch 21/538 - Train Accuracy: 0.933, Validation Accuracy: 0.907, Loss: 0.111 Epoch 18 Batch 22/538 - Train Accuracy: 0.904, Validation Accuracy: 0.898, Loss: 0.121 Epoch 18 Batch 23/538 - Train Accuracy: 0.909, Validation Accuracy: 0.898, Loss: 0.138 Epoch 18 Batch 24/538 - Train Accuracy: 0.918, Validation Accuracy: 0.904, Loss: 0.121 Epoch 18 Batch 25/538 - Train Accuracy: 0.898, Validation Accuracy: 0.913, Loss: 0.125 Epoch 18 Batch 26/538 - Train Accuracy: 0.904, Validation Accuracy: 0.913, Loss: 0.121 Epoch 18 Batch 27/538 - Train Accuracy: 0.919, Validation Accuracy: 0.914, Loss: 0.106 Epoch 18 Batch 28/538 - Train Accuracy: 0.907, Validation Accuracy: 0.915, Loss: 0.114 Epoch 18 Batch 29/538 - Train Accuracy: 0.901, Validation Accuracy: 0.911, Loss: 0.118 Epoch 18 Batch 30/538 - Train Accuracy: 0.906, Validation Accuracy: 0.904, Loss: 0.129 Epoch 18 Batch 31/538 - Train Accuracy: 0.931, Validation Accuracy: 0.909, Loss: 0.103 Epoch 18 Batch 32/538 - Train Accuracy: 0.908, Validation Accuracy: 0.911, Loss: 0.106 Epoch 18 Batch 33/538 - Train Accuracy: 0.916, Validation Accuracy: 0.922, Loss: 0.120 Epoch 18 Batch 34/538 - Train Accuracy: 0.906, Validation Accuracy: 0.921, Loss: 0.133 Epoch 18 Batch 35/538 - Train Accuracy: 0.937, Validation Accuracy: 0.920, Loss: 0.110 Epoch 18 Batch 36/538 - Train Accuracy: 0.906, Validation Accuracy: 0.917, Loss: 0.111 Epoch 18 Batch 37/538 - Train Accuracy: 0.923, Validation Accuracy: 0.912, Loss: 0.120 Epoch 18 Batch 38/538 - Train Accuracy: 0.894, Validation Accuracy: 0.905, Loss: 0.112 Epoch 18 Batch 39/538 - Train Accuracy: 0.928, Validation Accuracy: 0.914, Loss: 0.119 Epoch 18 Batch 40/538 - Train Accuracy: 0.915, Validation Accuracy: 0.918, Loss: 0.100 Epoch 18 Batch 41/538 - Train Accuracy: 0.925, Validation Accuracy: 0.922, Loss: 0.115 Epoch 18 Batch 42/538 - Train Accuracy: 0.904, Validation Accuracy: 0.914, Loss: 0.111 Epoch 18 Batch 43/538 - Train Accuracy: 0.892, Validation Accuracy: 0.911, Loss: 0.139 Epoch 18 Batch 44/538 - Train Accuracy: 0.910, Validation Accuracy: 0.906, Loss: 0.136 Epoch 18 Batch 45/538 - Train Accuracy: 0.924, Validation Accuracy: 0.903, Loss: 0.109 Epoch 18 Batch 46/538 - Train Accuracy: 0.936, Validation Accuracy: 0.914, Loss: 0.112 Epoch 18 Batch 47/538 - Train Accuracy: 0.914, Validation Accuracy: 0.918, Loss: 0.124 Epoch 18 Batch 48/538 - Train Accuracy: 0.920, Validation Accuracy: 0.916, Loss: 0.122 Epoch 18 Batch 49/538 - Train Accuracy: 0.931, Validation Accuracy: 0.917, Loss: 0.125 Epoch 18 Batch 50/538 - Train Accuracy: 0.918, Validation Accuracy: 0.917, Loss: 0.114 Epoch 18 Batch 51/538 - Train Accuracy: 0.904, Validation Accuracy: 0.923, Loss: 0.131 Epoch 18 Batch 52/538 - Train Accuracy: 0.899, Validation Accuracy: 0.917, Loss: 0.127 Epoch 18 Batch 53/538 - Train Accuracy: 0.912, Validation Accuracy: 0.919, Loss: 0.123 Epoch 18 Batch 54/538 - Train Accuracy: 0.919, Validation Accuracy: 0.915, Loss: 0.114 Epoch 18 Batch 55/538 - Train Accuracy: 0.909, Validation Accuracy: 0.921, Loss: 0.116 Epoch 18 Batch 56/538 - Train Accuracy: 0.902, Validation Accuracy: 0.917, Loss: 0.114 Epoch 18 Batch 57/538 - Train Accuracy: 0.894, Validation Accuracy: 0.920, Loss: 0.132 Epoch 18 Batch 58/538 - Train Accuracy: 0.898, Validation Accuracy: 0.920, Loss: 0.123 Epoch 18 Batch 59/538 - Train Accuracy: 0.905, Validation Accuracy: 0.919, Loss: 0.126 Epoch 18 Batch 60/538 - Train Accuracy: 0.923, Validation Accuracy: 0.919, Loss: 0.117 Epoch 18 Batch 61/538 - Train Accuracy: 0.922, Validation Accuracy: 0.919, Loss: 0.118 Epoch 18 Batch 62/538 - Train Accuracy: 0.918, Validation Accuracy: 0.919, Loss: 0.114 Epoch 18 Batch 63/538 - Train Accuracy: 0.936, Validation Accuracy: 0.923, Loss: 0.108 Epoch 18 Batch 64/538 - Train Accuracy: 0.910, Validation Accuracy: 0.924, Loss: 0.102 Epoch 18 Batch 65/538 - Train Accuracy: 0.901, Validation Accuracy: 0.918, Loss: 0.120 Epoch 18 Batch 66/538 - Train Accuracy: 0.936, Validation Accuracy: 0.917, Loss: 0.108 Epoch 18 Batch 67/538 - Train Accuracy: 0.929, Validation Accuracy: 0.913, Loss: 0.108 Epoch 18 Batch 68/538 - Train Accuracy: 0.903, Validation Accuracy: 0.910, Loss: 0.106 Epoch 18 Batch 69/538 - Train Accuracy: 0.922, Validation Accuracy: 0.904, Loss: 0.119 Epoch 18 Batch 70/538 - Train Accuracy: 0.904, Validation Accuracy: 0.917, Loss: 0.118 Epoch 18 Batch 71/538 - Train Accuracy: 0.906, Validation Accuracy: 0.916, Loss: 0.122 Epoch 18 Batch 72/538 - Train Accuracy: 0.915, Validation Accuracy: 0.918, Loss: 0.133 Epoch 18 Batch 73/538 - Train Accuracy: 0.896, Validation Accuracy: 0.921, Loss: 0.126 Epoch 18 Batch 74/538 - Train Accuracy: 0.901, Validation Accuracy: 0.919, Loss: 0.114 Epoch 18 Batch 75/538 - Train Accuracy: 0.905, Validation Accuracy: 0.923, Loss: 0.123 Epoch 18 Batch 76/538 - Train Accuracy: 0.914, Validation Accuracy: 0.929, Loss: 0.114 Epoch 18 Batch 77/538 - Train Accuracy: 0.909, Validation Accuracy: 0.928, Loss: 0.115 Epoch 18 Batch 78/538 - Train Accuracy: 0.908, Validation Accuracy: 0.923, Loss: 0.118 Epoch 18 Batch 79/538 - Train Accuracy: 0.921, Validation Accuracy: 0.923, Loss: 0.112 Epoch 18 Batch 80/538 - Train Accuracy: 0.916, Validation Accuracy: 0.928, Loss: 0.127 Epoch 18 Batch 81/538 - Train Accuracy: 0.921, Validation Accuracy: 0.921, Loss: 0.118 Epoch 18 Batch 82/538 - Train Accuracy: 0.906, Validation Accuracy: 0.915, Loss: 0.122 Epoch 18 Batch 83/538 - Train Accuracy: 0.910, Validation Accuracy: 0.914, Loss: 0.118 Epoch 18 Batch 84/538 - Train Accuracy: 0.908, Validation Accuracy: 0.915, Loss: 0.120 Epoch 18 Batch 85/538 - Train Accuracy: 0.911, Validation Accuracy: 0.915, Loss: 0.107 Epoch 18 Batch 86/538 - Train Accuracy: 0.936, Validation Accuracy: 0.914, Loss: 0.120 Epoch 18 Batch 87/538 - Train Accuracy: 0.909, Validation Accuracy: 0.912, Loss: 0.123 Epoch 18 Batch 88/538 - Train Accuracy: 0.914, Validation Accuracy: 0.906, Loss: 0.115 Epoch 18 Batch 89/538 - Train Accuracy: 0.927, Validation Accuracy: 0.904, Loss: 0.120 Epoch 18 Batch 90/538 - Train Accuracy: 0.905, Validation Accuracy: 0.903, Loss: 0.121 Epoch 18 Batch 91/538 - Train Accuracy: 0.925, Validation Accuracy: 0.908, Loss: 0.109 Epoch 18 Batch 92/538 - Train Accuracy: 0.902, Validation Accuracy: 0.913, Loss: 0.125 Epoch 18 Batch 93/538 - Train Accuracy: 0.906, Validation Accuracy: 0.911, Loss: 0.117 Epoch 18 Batch 94/538 - Train Accuracy: 0.934, Validation Accuracy: 0.908, Loss: 0.114 Epoch 18 Batch 95/538 - Train Accuracy: 0.904, Validation Accuracy: 0.911, Loss: 0.107 Epoch 18 Batch 96/538 - Train Accuracy: 0.922, Validation Accuracy: 0.906, Loss: 0.107 Epoch 18 Batch 97/538 - Train Accuracy: 0.916, Validation Accuracy: 0.907, Loss: 0.113 Epoch 18 Batch 98/538 - Train Accuracy: 0.918, Validation Accuracy: 0.915, Loss: 0.106 Epoch 18 Batch 99/538 - Train Accuracy: 0.910, Validation Accuracy: 0.920, Loss: 0.121 Epoch 18 Batch 100/538 - Train Accuracy: 0.916, Validation Accuracy: 0.917, Loss: 0.107 Epoch 18 Batch 101/538 - Train Accuracy: 0.895, Validation Accuracy: 0.915, Loss: 0.130 Epoch 18 Batch 102/538 - Train Accuracy: 0.913, Validation Accuracy: 0.914, Loss: 0.114 Epoch 18 Batch 103/538 - Train Accuracy: 0.923, Validation Accuracy: 0.928, Loss: 0.119 Epoch 18 Batch 104/538 - Train Accuracy: 0.919, Validation Accuracy: 0.921, Loss: 0.115 Epoch 18 Batch 105/538 - Train Accuracy: 0.914, Validation Accuracy: 0.915, Loss: 0.100 Epoch 18 Batch 106/538 - Train Accuracy: 0.897, Validation Accuracy: 0.921, Loss: 0.106 Epoch 18 Batch 107/538 - Train Accuracy: 0.903, Validation Accuracy: 0.921, Loss: 0.131 Epoch 18 Batch 108/538 - Train Accuracy: 0.929, Validation Accuracy: 0.924, Loss: 0.117 Epoch 18 Batch 109/538 - Train Accuracy: 0.930, Validation Accuracy: 0.929, Loss: 0.106 Epoch 18 Batch 110/538 - Train Accuracy: 0.923, Validation Accuracy: 0.929, Loss: 0.122 Epoch 18 Batch 111/538 - Train Accuracy: 0.915, Validation Accuracy: 0.924, Loss: 0.114 Epoch 18 Batch 112/538 - Train Accuracy: 0.912, Validation Accuracy: 0.920, Loss: 0.118 Epoch 18 Batch 113/538 - Train Accuracy: 0.901, Validation Accuracy: 0.915, Loss: 0.118 Epoch 18 Batch 114/538 - Train Accuracy: 0.916, Validation Accuracy: 0.914, Loss: 0.109 Epoch 18 Batch 115/538 - Train Accuracy: 0.924, Validation Accuracy: 0.910, Loss: 0.122 Epoch 18 Batch 116/538 - Train Accuracy: 0.912, Validation Accuracy: 0.909, Loss: 0.135 Epoch 18 Batch 117/538 - Train Accuracy: 0.916, Validation Accuracy: 0.912, Loss: 0.112 Epoch 18 Batch 118/538 - Train Accuracy: 0.911, Validation Accuracy: 0.920, Loss: 0.107 Epoch 18 Batch 119/538 - Train Accuracy: 0.932, Validation Accuracy: 0.930, Loss: 0.099 Epoch 18 Batch 120/538 - Train Accuracy: 0.923, Validation Accuracy: 0.931, Loss: 0.105 Epoch 18 Batch 121/538 - Train Accuracy: 0.919, Validation Accuracy: 0.927, Loss: 0.115 Epoch 18 Batch 122/538 - Train Accuracy: 0.919, Validation Accuracy: 0.925, Loss: 0.106 Epoch 18 Batch 123/538 - Train Accuracy: 0.924, Validation Accuracy: 0.916, Loss: 0.108 Epoch 18 Batch 124/538 - Train Accuracy: 0.921, Validation Accuracy: 0.914, Loss: 0.113 Epoch 18 Batch 125/538 - Train Accuracy: 0.922, Validation Accuracy: 0.919, Loss: 0.110 Epoch 18 Batch 126/538 - Train Accuracy: 0.903, Validation Accuracy: 0.920, Loss: 0.120 Epoch 18 Batch 127/538 - Train Accuracy: 0.908, Validation Accuracy: 0.926, Loss: 0.130 Epoch 18 Batch 128/538 - Train Accuracy: 0.914, Validation Accuracy: 0.924, Loss: 0.110 Epoch 18 Batch 129/538 - Train Accuracy: 0.909, Validation Accuracy: 0.923, Loss: 0.107 Epoch 18 Batch 130/538 - Train Accuracy: 0.920, Validation Accuracy: 0.924, Loss: 0.109 Epoch 18 Batch 131/538 - Train Accuracy: 0.934, Validation Accuracy: 0.926, Loss: 0.107 Epoch 18 Batch 132/538 - Train Accuracy: 0.887, Validation Accuracy: 0.920, Loss: 0.117 Epoch 18 Batch 133/538 - Train Accuracy: 0.921, Validation Accuracy: 0.914, Loss: 0.110 Epoch 18 Batch 134/538 - Train Accuracy: 0.886, Validation Accuracy: 0.918, Loss: 0.131 Epoch 18 Batch 135/538 - Train Accuracy: 0.913, Validation Accuracy: 0.921, Loss: 0.131 Epoch 18 Batch 136/538 - Train Accuracy: 0.911, Validation Accuracy: 0.926, Loss: 0.114 Epoch 18 Batch 137/538 - Train Accuracy: 0.901, Validation Accuracy: 0.924, Loss: 0.136 Epoch 18 Batch 138/538 - Train Accuracy: 0.905, Validation Accuracy: 0.921, Loss: 0.110 Epoch 18 Batch 139/538 - Train Accuracy: 0.907, Validation Accuracy: 0.922, Loss: 0.137 Epoch 18 Batch 140/538 - Train Accuracy: 0.897, Validation Accuracy: 0.918, Loss: 0.140 Epoch 18 Batch 141/538 - Train Accuracy: 0.915, Validation Accuracy: 0.916, Loss: 0.117 Epoch 18 Batch 142/538 - Train Accuracy: 0.932, Validation Accuracy: 0.916, Loss: 0.110 Epoch 18 Batch 143/538 - Train Accuracy: 0.920, Validation Accuracy: 0.917, Loss: 0.124 Epoch 18 Batch 144/538 - Train Accuracy: 0.916, Validation Accuracy: 0.920, Loss: 0.127 Epoch 18 Batch 145/538 - Train Accuracy: 0.892, Validation Accuracy: 0.922, Loss: 0.134 Epoch 18 Batch 146/538 - Train Accuracy: 0.913, Validation Accuracy: 0.921, Loss: 0.119 Epoch 18 Batch 147/538 - Train Accuracy: 0.925, Validation Accuracy: 0.919, Loss: 0.114 Epoch 18 Batch 148/538 - Train Accuracy: 0.913, Validation Accuracy: 0.914, Loss: 0.127 Epoch 18 Batch 149/538 - Train Accuracy: 0.917, Validation Accuracy: 0.911, Loss: 0.112 Epoch 18 Batch 150/538 - Train Accuracy: 0.918, Validation Accuracy: 0.912, Loss: 0.105 Epoch 18 Batch 151/538 - Train Accuracy: 0.923, Validation Accuracy: 0.918, Loss: 0.110 Epoch 18 Batch 152/538 - Train Accuracy: 0.925, Validation Accuracy: 0.926, Loss: 0.116 Epoch 18 Batch 153/538 - Train Accuracy: 0.901, Validation Accuracy: 0.929, Loss: 0.125 Epoch 18 Batch 154/538 - Train Accuracy: 0.929, Validation Accuracy: 0.928, Loss: 0.107 Epoch 18 Batch 155/538 - Train Accuracy: 0.901, Validation Accuracy: 0.922, Loss: 0.121 Epoch 18 Batch 156/538 - Train Accuracy: 0.944, Validation Accuracy: 0.920, Loss: 0.113 Epoch 18 Batch 157/538 - Train Accuracy: 0.912, Validation Accuracy: 0.919, Loss: 0.110 Epoch 18 Batch 158/538 - Train Accuracy: 0.915, Validation Accuracy: 0.916, Loss: 0.122 Epoch 18 Batch 159/538 - Train Accuracy: 0.915, Validation Accuracy: 0.918, Loss: 0.128 Epoch 18 Batch 160/538 - Train Accuracy: 0.890, Validation Accuracy: 0.923, Loss: 0.114 Epoch 18 Batch 161/538 - Train Accuracy: 0.909, Validation Accuracy: 0.924, Loss: 0.126 Epoch 18 Batch 162/538 - Train Accuracy: 0.919, Validation Accuracy: 0.922, Loss: 0.116 Epoch 18 Batch 163/538 - Train Accuracy: 0.913, Validation Accuracy: 0.921, Loss: 0.131 Epoch 18 Batch 164/538 - Train Accuracy: 0.894, Validation Accuracy: 0.921, Loss: 0.124 Epoch 18 Batch 165/538 - Train Accuracy: 0.914, Validation Accuracy: 0.916, Loss: 0.106 Epoch 18 Batch 166/538 - Train Accuracy: 0.945, Validation Accuracy: 0.917, Loss: 0.104 Epoch 18 Batch 167/538 - Train Accuracy: 0.917, Validation Accuracy: 0.919, Loss: 0.138 Epoch 18 Batch 168/538 - Train Accuracy: 0.893, Validation Accuracy: 0.914, Loss: 0.137 Epoch 18 Batch 169/538 - Train Accuracy: 0.929, Validation Accuracy: 0.912, Loss: 0.112 Epoch 18 Batch 170/538 - Train Accuracy: 0.906, Validation Accuracy: 0.915, Loss: 0.119 Epoch 18 Batch 171/538 - Train Accuracy: 0.921, Validation Accuracy: 0.918, Loss: 0.123 Epoch 18 Batch 172/538 - Train Accuracy: 0.919, Validation Accuracy: 0.914, Loss: 0.110 Epoch 18 Batch 173/538 - Train Accuracy: 0.927, Validation Accuracy: 0.912, Loss: 0.103 Epoch 18 Batch 174/538 - Train Accuracy: 0.909, Validation Accuracy: 0.903, Loss: 0.113 Epoch 18 Batch 175/538 - Train Accuracy: 0.912, Validation Accuracy: 0.905, Loss: 0.108 Epoch 18 Batch 176/538 - Train Accuracy: 0.901, Validation Accuracy: 0.912, Loss: 0.128 Epoch 18 Batch 177/538 - Train Accuracy: 0.912, Validation Accuracy: 0.909, Loss: 0.112 Epoch 18 Batch 178/538 - Train Accuracy: 0.890, Validation Accuracy: 0.916, Loss: 0.121 Epoch 18 Batch 179/538 - Train Accuracy: 0.940, Validation Accuracy: 0.918, Loss: 0.107 Epoch 18 Batch 180/538 - Train Accuracy: 0.924, Validation Accuracy: 0.921, Loss: 0.113 Epoch 18 Batch 181/538 - Train Accuracy: 0.897, Validation Accuracy: 0.921, Loss: 0.126 Epoch 18 Batch 182/538 - Train Accuracy: 0.932, Validation Accuracy: 0.917, Loss: 0.107 Epoch 18 Batch 183/538 - Train Accuracy: 0.926, Validation Accuracy: 0.915, Loss: 0.107 Epoch 18 Batch 184/538 - Train Accuracy: 0.917, Validation Accuracy: 0.920, Loss: 0.106 Epoch 18 Batch 185/538 - Train Accuracy: 0.944, Validation Accuracy: 0.924, Loss: 0.110 Epoch 18 Batch 186/538 - Train Accuracy: 0.919, Validation Accuracy: 0.920, Loss: 0.107 Epoch 18 Batch 187/538 - Train Accuracy: 0.921, Validation Accuracy: 0.918, Loss: 0.117 Epoch 18 Batch 188/538 - Train Accuracy: 0.920, Validation Accuracy: 0.914, Loss: 0.114 Epoch 18 Batch 189/538 - Train Accuracy: 0.931, Validation Accuracy: 0.916, Loss: 0.114 Epoch 18 Batch 190/538 - Train Accuracy: 0.891, Validation Accuracy: 0.917, Loss: 0.135 Epoch 18 Batch 191/538 - Train Accuracy: 0.932, Validation Accuracy: 0.912, Loss: 0.107 Epoch 18 Batch 192/538 - Train Accuracy: 0.926, Validation Accuracy: 0.911, Loss: 0.106 Epoch 18 Batch 193/538 - Train Accuracy: 0.894, Validation Accuracy: 0.913, Loss: 0.115 Epoch 18 Batch 194/538 - Train Accuracy: 0.877, Validation Accuracy: 0.917, Loss: 0.124 Epoch 18 Batch 195/538 - Train Accuracy: 0.933, Validation Accuracy: 0.904, Loss: 0.115 Epoch 18 Batch 196/538 - Train Accuracy: 0.911, Validation Accuracy: 0.906, Loss: 0.104 Epoch 18 Batch 197/538 - Train Accuracy: 0.929, Validation Accuracy: 0.904, Loss: 0.116 Epoch 18 Batch 198/538 - Train Accuracy: 0.918, Validation Accuracy: 0.906, Loss: 0.117 Epoch 18 Batch 199/538 - Train Accuracy: 0.905, Validation Accuracy: 0.913, Loss: 0.117 Epoch 18 Batch 200/538 - Train Accuracy: 0.915, Validation Accuracy: 0.910, Loss: 0.105 Epoch 18 Batch 201/538 - Train Accuracy: 0.916, Validation Accuracy: 0.903, Loss: 0.121 Epoch 18 Batch 202/538 - Train Accuracy: 0.934, Validation Accuracy: 0.907, Loss: 0.104 Epoch 18 Batch 203/538 - Train Accuracy: 0.904, Validation Accuracy: 0.912, Loss: 0.126 Epoch 18 Batch 204/538 - Train Accuracy: 0.911, Validation Accuracy: 0.910, Loss: 0.121 Epoch 18 Batch 205/538 - Train Accuracy: 0.927, Validation Accuracy: 0.914, Loss: 0.106 Epoch 18 Batch 206/538 - Train Accuracy: 0.911, Validation Accuracy: 0.916, Loss: 0.109 Epoch 18 Batch 207/538 - Train Accuracy: 0.919, Validation Accuracy: 0.916, Loss: 0.119 Epoch 18 Batch 208/538 - Train Accuracy: 0.911, Validation Accuracy: 0.912, Loss: 0.128 Epoch 18 Batch 209/538 - Train Accuracy: 0.927, Validation Accuracy: 0.910, Loss: 0.109 Epoch 18 Batch 210/538 - Train Accuracy: 0.911, Validation Accuracy: 0.914, Loss: 0.117 Epoch 18 Batch 211/538 - Train Accuracy: 0.906, Validation Accuracy: 0.917, Loss: 0.119 Epoch 18 Batch 212/538 - Train Accuracy: 0.910, Validation Accuracy: 0.919, Loss: 0.105 Epoch 18 Batch 213/538 - Train Accuracy: 0.898, Validation Accuracy: 0.919, Loss: 0.113 Epoch 18 Batch 214/538 - Train Accuracy: 0.931, Validation Accuracy: 0.918, Loss: 0.110 Epoch 18 Batch 215/538 - Train Accuracy: 0.922, Validation Accuracy: 0.921, Loss: 0.111 Epoch 18 Batch 216/538 - Train Accuracy: 0.926, Validation Accuracy: 0.920, Loss: 0.118 Epoch 18 Batch 217/538 - Train Accuracy: 0.930, Validation Accuracy: 0.919, Loss: 0.116 Epoch 18 Batch 218/538 - Train Accuracy: 0.919, Validation Accuracy: 0.919, Loss: 0.114 Epoch 18 Batch 219/538 - Train Accuracy: 0.899, Validation Accuracy: 0.915, Loss: 0.135 Epoch 18 Batch 220/538 - Train Accuracy: 0.906, Validation Accuracy: 0.917, Loss: 0.113 Epoch 18 Batch 221/538 - Train Accuracy: 0.937, Validation Accuracy: 0.918, Loss: 0.114 Epoch 18 Batch 222/538 - Train Accuracy: 0.901, Validation Accuracy: 0.916, Loss: 0.106 Epoch 18 Batch 223/538 - Train Accuracy: 0.904, Validation Accuracy: 0.911, Loss: 0.128 Epoch 18 Batch 224/538 - Train Accuracy: 0.921, Validation Accuracy: 0.907, Loss: 0.121 Epoch 18 Batch 225/538 - Train Accuracy: 0.927, Validation Accuracy: 0.910, Loss: 0.103 Epoch 18 Batch 226/538 - Train Accuracy: 0.914, Validation Accuracy: 0.909, Loss: 0.114 Epoch 18 Batch 227/538 - Train Accuracy: 0.908, Validation Accuracy: 0.911, Loss: 0.110 Epoch 18 Batch 228/538 - Train Accuracy: 0.896, Validation Accuracy: 0.908, Loss: 0.121 Epoch 18 Batch 229/538 - Train Accuracy: 0.926, Validation Accuracy: 0.903, Loss: 0.118 Epoch 18 Batch 230/538 - Train Accuracy: 0.899, Validation Accuracy: 0.901, Loss: 0.116 Epoch 18 Batch 231/538 - Train Accuracy: 0.910, Validation Accuracy: 0.900, Loss: 0.111 Epoch 18 Batch 232/538 - Train Accuracy: 0.915, Validation Accuracy: 0.899, Loss: 0.121 Epoch 18 Batch 233/538 - Train Accuracy: 0.916, Validation Accuracy: 0.904, Loss: 0.119 Epoch 18 Batch 234/538 - Train Accuracy: 0.925, Validation Accuracy: 0.906, Loss: 0.114 Epoch 18 Batch 235/538 - Train Accuracy: 0.922, Validation Accuracy: 0.899, Loss: 0.098 Epoch 18 Batch 236/538 - Train Accuracy: 0.910, Validation Accuracy: 0.900, Loss: 0.117 Epoch 18 Batch 237/538 - Train Accuracy: 0.915, Validation Accuracy: 0.906, Loss: 0.099 Epoch 18 Batch 238/538 - Train Accuracy: 0.937, Validation Accuracy: 0.926, Loss: 0.102 Epoch 18 Batch 239/538 - Train Accuracy: 0.902, Validation Accuracy: 0.933, Loss: 0.113 Epoch 18 Batch 240/538 - Train Accuracy: 0.912, Validation Accuracy: 0.932, Loss: 0.109 Epoch 18 Batch 241/538 - Train Accuracy: 0.897, Validation Accuracy: 0.926, Loss: 0.119 Epoch 18 Batch 242/538 - Train Accuracy: 0.932, Validation Accuracy: 0.926, Loss: 0.103 Epoch 18 Batch 243/538 - Train Accuracy: 0.920, Validation Accuracy: 0.920, Loss: 0.112 Epoch 18 Batch 244/538 - Train Accuracy: 0.915, Validation Accuracy: 0.914, Loss: 0.105 Epoch 18 Batch 245/538 - Train Accuracy: 0.920, Validation Accuracy: 0.916, Loss: 0.116 Epoch 18 Batch 246/538 - Train Accuracy: 0.927, Validation Accuracy: 0.915, Loss: 0.100 Epoch 18 Batch 247/538 - Train Accuracy: 0.891, Validation Accuracy: 0.921, Loss: 0.112 Epoch 18 Batch 248/538 - Train Accuracy: 0.927, Validation Accuracy: 0.924, Loss: 0.117 Epoch 18 Batch 249/538 - Train Accuracy: 0.913, Validation Accuracy: 0.915, Loss: 0.105 Epoch 18 Batch 250/538 - Train Accuracy: 0.921, Validation Accuracy: 0.911, Loss: 0.108 Epoch 18 Batch 251/538 - Train Accuracy: 0.926, Validation Accuracy: 0.906, Loss: 0.113 Epoch 18 Batch 252/538 - Train Accuracy: 0.922, Validation Accuracy: 0.899, Loss: 0.106 Epoch 18 Batch 253/538 - Train Accuracy: 0.905, Validation Accuracy: 0.905, Loss: 0.107 Epoch 18 Batch 254/538 - Train Accuracy: 0.885, Validation Accuracy: 0.908, Loss: 0.118 Epoch 18 Batch 255/538 - Train Accuracy: 0.923, Validation Accuracy: 0.915, Loss: 0.111 Epoch 18 Batch 256/538 - Train Accuracy: 0.896, Validation Accuracy: 0.919, Loss: 0.121 Epoch 18 Batch 257/538 - Train Accuracy: 0.906, Validation Accuracy: 0.912, Loss: 0.118 Epoch 18 Batch 258/538 - Train Accuracy: 0.910, Validation Accuracy: 0.916, Loss: 0.107 Epoch 18 Batch 259/538 - Train Accuracy: 0.928, Validation Accuracy: 0.915, Loss: 0.103 Epoch 18 Batch 260/538 - Train Accuracy: 0.867, Validation Accuracy: 0.912, Loss: 0.123 Epoch 18 Batch 261/538 - Train Accuracy: 0.905, Validation Accuracy: 0.906, Loss: 0.121 Epoch 18 Batch 262/538 - Train Accuracy: 0.927, Validation Accuracy: 0.906, Loss: 0.105 Epoch 18 Batch 263/538 - Train Accuracy: 0.899, Validation Accuracy: 0.905, Loss: 0.110 Epoch 18 Batch 264/538 - Train Accuracy: 0.915, Validation Accuracy: 0.906, Loss: 0.123 Epoch 18 Batch 265/538 - Train Accuracy: 0.896, Validation Accuracy: 0.910, Loss: 0.122 Epoch 18 Batch 266/538 - Train Accuracy: 0.899, Validation Accuracy: 0.923, Loss: 0.124 Epoch 18 Batch 267/538 - Train Accuracy: 0.914, Validation Accuracy: 0.915, Loss: 0.113 Epoch 18 Batch 268/538 - Train Accuracy: 0.923, Validation Accuracy: 0.922, Loss: 0.111 Epoch 18 Batch 269/538 - Train Accuracy: 0.910, Validation Accuracy: 0.917, Loss: 0.121 Epoch 18 Batch 270/538 - Train Accuracy: 0.921, Validation Accuracy: 0.918, Loss: 0.108 Epoch 18 Batch 271/538 - Train Accuracy: 0.933, Validation Accuracy: 0.916, Loss: 0.109 Epoch 18 Batch 272/538 - Train Accuracy: 0.908, Validation Accuracy: 0.922, Loss: 0.131 Epoch 18 Batch 273/538 - Train Accuracy: 0.906, Validation Accuracy: 0.920, Loss: 0.112 Epoch 18 Batch 274/538 - Train Accuracy: 0.885, Validation Accuracy: 0.914, Loss: 0.127 Epoch 18 Batch 275/538 - Train Accuracy: 0.909, Validation Accuracy: 0.912, Loss: 0.132 Epoch 18 Batch 276/538 - Train Accuracy: 0.911, Validation Accuracy: 0.913, Loss: 0.124 Epoch 18 Batch 277/538 - Train Accuracy: 0.907, Validation Accuracy: 0.913, Loss: 0.108 Epoch 18 Batch 278/538 - Train Accuracy: 0.929, Validation Accuracy: 0.914, Loss: 0.113 Epoch 18 Batch 279/538 - Train Accuracy: 0.912, Validation Accuracy: 0.918, Loss: 0.114 Epoch 18 Batch 280/538 - Train Accuracy: 0.921, Validation Accuracy: 0.918, Loss: 0.102 Epoch 18 Batch 281/538 - Train Accuracy: 0.915, Validation Accuracy: 0.916, Loss: 0.130 Epoch 18 Batch 282/538 - Train Accuracy: 0.904, Validation Accuracy: 0.918, Loss: 0.118 Epoch 18 Batch 283/538 - Train Accuracy: 0.916, Validation Accuracy: 0.918, Loss: 0.115 Epoch 18 Batch 284/538 - Train Accuracy: 0.902, Validation Accuracy: 0.918, Loss: 0.115 Epoch 18 Batch 285/538 - Train Accuracy: 0.916, Validation Accuracy: 0.914, Loss: 0.111 Epoch 18 Batch 286/538 - Train Accuracy: 0.908, Validation Accuracy: 0.912, Loss: 0.118 Epoch 18 Batch 287/538 - Train Accuracy: 0.919, Validation Accuracy: 0.917, Loss: 0.103 Epoch 18 Batch 288/538 - Train Accuracy: 0.925, Validation Accuracy: 0.912, Loss: 0.111 Epoch 18 Batch 289/538 - Train Accuracy: 0.925, Validation Accuracy: 0.914, Loss: 0.100 Epoch 18 Batch 290/538 - Train Accuracy: 0.936, Validation Accuracy: 0.919, Loss: 0.110 Epoch 18 Batch 291/538 - Train Accuracy: 0.917, Validation Accuracy: 0.919, Loss: 0.110 Epoch 18 Batch 292/538 - Train Accuracy: 0.929, Validation Accuracy: 0.922, Loss: 0.091 Epoch 18 Batch 293/538 - Train Accuracy: 0.902, Validation Accuracy: 0.920, Loss: 0.109 Epoch 18 Batch 294/538 - Train Accuracy: 0.911, Validation Accuracy: 0.914, Loss: 0.110 Epoch 18 Batch 295/538 - Train Accuracy: 0.933, Validation Accuracy: 0.911, Loss: 0.108 Epoch 18 Batch 296/538 - Train Accuracy: 0.901, Validation Accuracy: 0.908, Loss: 0.114 Epoch 18 Batch 297/538 - Train Accuracy: 0.913, Validation Accuracy: 0.911, Loss: 0.119 Epoch 18 Batch 298/538 - Train Accuracy: 0.911, Validation Accuracy: 0.919, Loss: 0.112 Epoch 18 Batch 299/538 - Train Accuracy: 0.908, Validation Accuracy: 0.920, Loss: 0.130 Epoch 18 Batch 300/538 - Train Accuracy: 0.908, Validation Accuracy: 0.922, Loss: 0.111 Epoch 18 Batch 301/538 - Train Accuracy: 0.917, Validation Accuracy: 0.922, Loss: 0.114 Epoch 18 Batch 302/538 - Train Accuracy: 0.925, Validation Accuracy: 0.920, Loss: 0.108 Epoch 18 Batch 303/538 - Train Accuracy: 0.930, Validation Accuracy: 0.914, Loss: 0.112 Epoch 18 Batch 304/538 - Train Accuracy: 0.900, Validation Accuracy: 0.917, Loss: 0.122 Epoch 18 Batch 305/538 - Train Accuracy: 0.937, Validation Accuracy: 0.914, Loss: 0.104 Epoch 18 Batch 306/538 - Train Accuracy: 0.911, Validation Accuracy: 0.911, Loss: 0.120 Epoch 18 Batch 307/538 - Train Accuracy: 0.936, Validation Accuracy: 0.909, Loss: 0.104 Epoch 18 Batch 308/538 - Train Accuracy: 0.916, Validation Accuracy: 0.907, Loss: 0.111 Epoch 18 Batch 309/538 - Train Accuracy: 0.931, Validation Accuracy: 0.912, Loss: 0.099 Epoch 18 Batch 310/538 - Train Accuracy: 0.941, Validation Accuracy: 0.910, Loss: 0.112 Epoch 18 Batch 311/538 - Train Accuracy: 0.904, Validation Accuracy: 0.907, Loss: 0.116 Epoch 18 Batch 312/538 - Train Accuracy: 0.923, Validation Accuracy: 0.911, Loss: 0.107 Epoch 18 Batch 313/538 - Train Accuracy: 0.910, Validation Accuracy: 0.909, Loss: 0.120 Epoch 18 Batch 314/538 - Train Accuracy: 0.932, Validation Accuracy: 0.914, Loss: 0.117 Epoch 18 Batch 315/538 - Train Accuracy: 0.905, Validation Accuracy: 0.916, Loss: 0.101 Epoch 18 Batch 316/538 - Train Accuracy: 0.914, Validation Accuracy: 0.910, Loss: 0.102 Epoch 18 Batch 317/538 - Train Accuracy: 0.929, Validation Accuracy: 0.908, Loss: 0.117 Epoch 18 Batch 318/538 - Train Accuracy: 0.903, Validation Accuracy: 0.911, Loss: 0.113 Epoch 18 Batch 319/538 - Train Accuracy: 0.918, Validation Accuracy: 0.916, Loss: 0.124 Epoch 18 Batch 320/538 - Train Accuracy: 0.919, Validation Accuracy: 0.920, Loss: 0.107 Epoch 18 Batch 321/538 - Train Accuracy: 0.926, Validation Accuracy: 0.917, Loss: 0.099 Epoch 18 Batch 322/538 - Train Accuracy: 0.926, Validation Accuracy: 0.916, Loss: 0.101 Epoch 18 Batch 323/538 - Train Accuracy: 0.927, Validation Accuracy: 0.919, Loss: 0.107 Epoch 18 Batch 324/538 - Train Accuracy: 0.905, Validation Accuracy: 0.917, Loss: 0.109 Epoch 18 Batch 325/538 - Train Accuracy: 0.937, Validation Accuracy: 0.923, Loss: 0.105 Epoch 18 Batch 326/538 - Train Accuracy: 0.927, Validation Accuracy: 0.924, Loss: 0.104 Epoch 18 Batch 327/538 - Train Accuracy: 0.913, Validation Accuracy: 0.923, Loss: 0.120 Epoch 18 Batch 328/538 - Train Accuracy: 0.934, Validation Accuracy: 0.923, Loss: 0.106 Epoch 18 Batch 329/538 - Train Accuracy: 0.917, Validation Accuracy: 0.919, Loss: 0.114 Epoch 18 Batch 330/538 - Train Accuracy: 0.928, Validation Accuracy: 0.915, Loss: 0.095 Epoch 18 Batch 331/538 - Train Accuracy: 0.914, Validation Accuracy: 0.923, Loss: 0.104 Epoch 18 Batch 332/538 - Train Accuracy: 0.924, Validation Accuracy: 0.927, Loss: 0.109 Epoch 18 Batch 333/538 - Train Accuracy: 0.911, Validation Accuracy: 0.926, Loss: 0.108 Epoch 18 Batch 334/538 - Train Accuracy: 0.919, Validation Accuracy: 0.925, Loss: 0.103 Epoch 18 Batch 335/538 - Train Accuracy: 0.915, Validation Accuracy: 0.922, Loss: 0.109 Epoch 18 Batch 336/538 - Train Accuracy: 0.918, Validation Accuracy: 0.925, Loss: 0.105 Epoch 18 Batch 337/538 - Train Accuracy: 0.911, Validation Accuracy: 0.926, Loss: 0.111 Epoch 18 Batch 338/538 - Train Accuracy: 0.929, Validation Accuracy: 0.919, Loss: 0.111 Epoch 18 Batch 339/538 - Train Accuracy: 0.913, Validation Accuracy: 0.921, Loss: 0.107 Epoch 18 Batch 340/538 - Train Accuracy: 0.905, Validation Accuracy: 0.923, Loss: 0.118 Epoch 18 Batch 341/538 - Train Accuracy: 0.915, Validation Accuracy: 0.923, Loss: 0.102 Epoch 18 Batch 342/538 - Train Accuracy: 0.916, Validation Accuracy: 0.913, Loss: 0.109 Epoch 18 Batch 343/538 - Train Accuracy: 0.930, Validation Accuracy: 0.911, Loss: 0.119 Epoch 18 Batch 344/538 - Train Accuracy: 0.932, Validation Accuracy: 0.922, Loss: 0.103 Epoch 18 Batch 345/538 - Train Accuracy: 0.916, Validation Accuracy: 0.925, Loss: 0.109 Epoch 18 Batch 346/538 - Train Accuracy: 0.911, Validation Accuracy: 0.924, Loss: 0.118 Epoch 18 Batch 347/538 - Train Accuracy: 0.931, Validation Accuracy: 0.921, Loss: 0.109 Epoch 18 Batch 348/538 - Train Accuracy: 0.928, Validation Accuracy: 0.914, Loss: 0.104 Epoch 18 Batch 349/538 - Train Accuracy: 0.925, Validation Accuracy: 0.915, Loss: 0.099 Epoch 18 Batch 350/538 - Train Accuracy: 0.919, Validation Accuracy: 0.916, Loss: 0.116 Epoch 18 Batch 351/538 - Train Accuracy: 0.923, Validation Accuracy: 0.911, Loss: 0.122 Epoch 18 Batch 352/538 - Train Accuracy: 0.897, Validation Accuracy: 0.912, Loss: 0.133 Epoch 18 Batch 353/538 - Train Accuracy: 0.912, Validation Accuracy: 0.919, Loss: 0.121 Epoch 18 Batch 354/538 - Train Accuracy: 0.898, Validation Accuracy: 0.923, Loss: 0.123 Epoch 18 Batch 355/538 - Train Accuracy: 0.909, Validation Accuracy: 0.920, Loss: 0.121 Epoch 18 Batch 356/538 - Train Accuracy: 0.923, Validation Accuracy: 0.920, Loss: 0.102 Epoch 18 Batch 357/538 - Train Accuracy: 0.926, Validation Accuracy: 0.921, Loss: 0.105 Epoch 18 Batch 358/538 - Train Accuracy: 0.922, Validation Accuracy: 0.915, Loss: 0.104 Epoch 18 Batch 359/538 - Train Accuracy: 0.912, Validation Accuracy: 0.916, Loss: 0.114 Epoch 18 Batch 360/538 - Train Accuracy: 0.907, Validation Accuracy: 0.919, Loss: 0.111 Epoch 18 Batch 361/538 - Train Accuracy: 0.933, Validation Accuracy: 0.922, Loss: 0.111 Epoch 18 Batch 362/538 - Train Accuracy: 0.932, Validation Accuracy: 0.927, Loss: 0.102 Epoch 18 Batch 363/538 - Train Accuracy: 0.902, Validation Accuracy: 0.930, Loss: 0.109 Epoch 18 Batch 364/538 - Train Accuracy: 0.908, Validation Accuracy: 0.927, Loss: 0.125 Epoch 18 Batch 365/538 - Train Accuracy: 0.905, Validation Accuracy: 0.918, Loss: 0.110 Epoch 18 Batch 366/538 - Train Accuracy: 0.914, Validation Accuracy: 0.914, Loss: 0.111 Epoch 18 Batch 367/538 - Train Accuracy: 0.925, Validation Accuracy: 0.916, Loss: 0.097 Epoch 18 Batch 368/538 - Train Accuracy: 0.918, Validation Accuracy: 0.909, Loss: 0.102 Epoch 18 Batch 369/538 - Train Accuracy: 0.928, Validation Accuracy: 0.915, Loss: 0.099 Epoch 18 Batch 370/538 - Train Accuracy: 0.916, Validation Accuracy: 0.921, Loss: 0.109 Epoch 18 Batch 371/538 - Train Accuracy: 0.937, Validation Accuracy: 0.917, Loss: 0.104 Epoch 18 Batch 372/538 - Train Accuracy: 0.932, Validation Accuracy: 0.917, Loss: 0.108 Epoch 18 Batch 373/538 - Train Accuracy: 0.920, Validation Accuracy: 0.917, Loss: 0.097 Epoch 18 Batch 374/538 - Train Accuracy: 0.910, Validation Accuracy: 0.914, Loss: 0.104 Epoch 18 Batch 375/538 - Train Accuracy: 0.923, Validation Accuracy: 0.913, Loss: 0.107 Epoch 18 Batch 376/538 - Train Accuracy: 0.924, Validation Accuracy: 0.914, Loss: 0.116 Epoch 18 Batch 377/538 - Train Accuracy: 0.916, Validation Accuracy: 0.920, Loss: 0.109 Epoch 18 Batch 378/538 - Train Accuracy: 0.920, Validation Accuracy: 0.923, Loss: 0.105 Epoch 18 Batch 379/538 - Train Accuracy: 0.919, Validation Accuracy: 0.931, Loss: 0.106 Epoch 18 Batch 380/538 - Train Accuracy: 0.923, Validation Accuracy: 0.926, Loss: 0.092 Epoch 18 Batch 381/538 - Train Accuracy: 0.936, Validation Accuracy: 0.923, Loss: 0.101 Epoch 18 Batch 382/538 - Train Accuracy: 0.914, Validation Accuracy: 0.924, Loss: 0.114 Epoch 18 Batch 383/538 - Train Accuracy: 0.907, Validation Accuracy: 0.926, Loss: 0.102 Epoch 18 Batch 384/538 - Train Accuracy: 0.913, Validation Accuracy: 0.931, Loss: 0.107 Epoch 18 Batch 385/538 - Train Accuracy: 0.931, Validation Accuracy: 0.933, Loss: 0.109 Epoch 18 Batch 386/538 - Train Accuracy: 0.921, Validation Accuracy: 0.936, Loss: 0.105 Epoch 18 Batch 387/538 - Train Accuracy: 0.925, Validation Accuracy: 0.938, Loss: 0.102 Epoch 18 Batch 388/538 - Train Accuracy: 0.925, Validation Accuracy: 0.934, Loss: 0.103 Epoch 18 Batch 389/538 - Train Accuracy: 0.904, Validation Accuracy: 0.929, Loss: 0.125 Epoch 18 Batch 390/538 - Train Accuracy: 0.928, Validation Accuracy: 0.924, Loss: 0.102 Epoch 18 Batch 391/538 - Train Accuracy: 0.908, Validation Accuracy: 0.926, Loss: 0.107 Epoch 18 Batch 392/538 - Train Accuracy: 0.920, Validation Accuracy: 0.926, Loss: 0.106 Epoch 18 Batch 393/538 - Train Accuracy: 0.934, Validation Accuracy: 0.918, Loss: 0.106 Epoch 18 Batch 394/538 - Train Accuracy: 0.884, Validation Accuracy: 0.927, Loss: 0.115 Epoch 18 Batch 395/538 - Train Accuracy: 0.912, Validation Accuracy: 0.925, Loss: 0.116 Epoch 18 Batch 396/538 - Train Accuracy: 0.927, Validation Accuracy: 0.922, Loss: 0.104 Epoch 18 Batch 397/538 - Train Accuracy: 0.928, Validation Accuracy: 0.920, Loss: 0.115 Epoch 18 Batch 398/538 - Train Accuracy: 0.920, Validation Accuracy: 0.922, Loss: 0.109 Epoch 18 Batch 399/538 - Train Accuracy: 0.897, Validation Accuracy: 0.922, Loss: 0.117 Epoch 18 Batch 400/538 - Train Accuracy: 0.926, Validation Accuracy: 0.913, Loss: 0.115 Epoch 18 Batch 401/538 - Train Accuracy: 0.931, Validation Accuracy: 0.909, Loss: 0.109 Epoch 18 Batch 402/538 - Train Accuracy: 0.922, Validation Accuracy: 0.904, Loss: 0.101 Epoch 18 Batch 403/538 - Train Accuracy: 0.914, Validation Accuracy: 0.906, Loss: 0.113 Epoch 18 Batch 404/538 - Train Accuracy: 0.920, Validation Accuracy: 0.919, Loss: 0.114 Epoch 18 Batch 405/538 - Train Accuracy: 0.918, Validation Accuracy: 0.912, Loss: 0.107 Epoch 18 Batch 406/538 - Train Accuracy: 0.908, Validation Accuracy: 0.910, Loss: 0.104 Epoch 18 Batch 407/538 - Train Accuracy: 0.935, Validation Accuracy: 0.917, Loss: 0.114 Epoch 18 Batch 408/538 - Train Accuracy: 0.918, Validation Accuracy: 0.916, Loss: 0.122 Epoch 18 Batch 409/538 - Train Accuracy: 0.913, Validation Accuracy: 0.911, Loss: 0.121 Epoch 18 Batch 410/538 - Train Accuracy: 0.932, Validation Accuracy: 0.910, Loss: 0.115 Epoch 18 Batch 411/538 - Train Accuracy: 0.933, Validation Accuracy: 0.907, Loss: 0.113 Epoch 18 Batch 412/538 - Train Accuracy: 0.910, Validation Accuracy: 0.909, Loss: 0.103 Epoch 18 Batch 413/538 - Train Accuracy: 0.919, Validation Accuracy: 0.915, Loss: 0.110 Epoch 18 Batch 414/538 - Train Accuracy: 0.901, Validation Accuracy: 0.919, Loss: 0.117 Epoch 18 Batch 415/538 - Train Accuracy: 0.901, Validation Accuracy: 0.919, Loss: 0.102 Epoch 18 Batch 416/538 - Train Accuracy: 0.923, Validation Accuracy: 0.920, Loss: 0.109 Epoch 18 Batch 417/538 - Train Accuracy: 0.914, Validation Accuracy: 0.920, Loss: 0.104 Epoch 18 Batch 418/538 - Train Accuracy: 0.921, Validation Accuracy: 0.919, Loss: 0.108 Epoch 18 Batch 419/538 - Train Accuracy: 0.929, Validation Accuracy: 0.922, Loss: 0.095 Epoch 18 Batch 420/538 - Train Accuracy: 0.930, Validation Accuracy: 0.920, Loss: 0.099 Epoch 18 Batch 421/538 - Train Accuracy: 0.929, Validation Accuracy: 0.911, Loss: 0.101 Epoch 18 Batch 422/538 - Train Accuracy: 0.929, Validation Accuracy: 0.904, Loss: 0.116 Epoch 18 Batch 423/538 - Train Accuracy: 0.923, Validation Accuracy: 0.911, Loss: 0.113 Epoch 18 Batch 424/538 - Train Accuracy: 0.907, Validation Accuracy: 0.915, Loss: 0.113 Epoch 18 Batch 425/538 - Train Accuracy: 0.905, Validation Accuracy: 0.911, Loss: 0.126 Epoch 18 Batch 426/538 - Train Accuracy: 0.913, Validation Accuracy: 0.918, Loss: 0.116 Epoch 18 Batch 427/538 - Train Accuracy: 0.904, Validation Accuracy: 0.918, Loss: 0.120 Epoch 18 Batch 428/538 - Train Accuracy: 0.926, Validation Accuracy: 0.912, Loss: 0.103 Epoch 18 Batch 429/538 - Train Accuracy: 0.907, Validation Accuracy: 0.906, Loss: 0.118 Epoch 18 Batch 430/538 - Train Accuracy: 0.906, Validation Accuracy: 0.913, Loss: 0.111 Epoch 18 Batch 431/538 - Train Accuracy: 0.931, Validation Accuracy: 0.922, Loss: 0.101 Epoch 18 Batch 432/538 - Train Accuracy: 0.914, Validation Accuracy: 0.924, Loss: 0.106 Epoch 18 Batch 433/538 - Train Accuracy: 0.906, Validation Accuracy: 0.922, Loss: 0.133 Epoch 18 Batch 434/538 - Train Accuracy: 0.910, Validation Accuracy: 0.928, Loss: 0.116 Epoch 18 Batch 435/538 - Train Accuracy: 0.915, Validation Accuracy: 0.930, Loss: 0.103 Epoch 18 Batch 436/538 - Train Accuracy: 0.898, Validation Accuracy: 0.921, Loss: 0.115 Epoch 18 Batch 437/538 - Train Accuracy: 0.932, Validation Accuracy: 0.920, Loss: 0.114 Epoch 18 Batch 438/538 - Train Accuracy: 0.931, Validation Accuracy: 0.920, Loss: 0.105 Epoch 18 Batch 439/538 - Train Accuracy: 0.927, Validation Accuracy: 0.929, Loss: 0.104 Epoch 18 Batch 440/538 - Train Accuracy: 0.912, Validation Accuracy: 0.933, Loss: 0.113 Epoch 18 Batch 441/538 - Train Accuracy: 0.898, Validation Accuracy: 0.930, Loss: 0.117 Epoch 18 Batch 442/538 - Train Accuracy: 0.926, Validation Accuracy: 0.934, Loss: 0.095 Epoch 18 Batch 443/538 - Train Accuracy: 0.907, Validation Accuracy: 0.937, Loss: 0.104 Epoch 18 Batch 444/538 - Train Accuracy: 0.937, Validation Accuracy: 0.936, Loss: 0.107 Epoch 18 Batch 445/538 - Train Accuracy: 0.936, Validation Accuracy: 0.934, Loss: 0.101 Epoch 18 Batch 446/538 - Train Accuracy: 0.930, Validation Accuracy: 0.930, Loss: 0.105 Epoch 18 Batch 447/538 - Train Accuracy: 0.904, Validation Accuracy: 0.917, Loss: 0.106 Epoch 18 Batch 448/538 - Train Accuracy: 0.924, Validation Accuracy: 0.914, Loss: 0.097 Epoch 18 Batch 449/538 - Train Accuracy: 0.932, Validation Accuracy: 0.918, Loss: 0.118 Epoch 18 Batch 450/538 - Train Accuracy: 0.906, Validation Accuracy: 0.919, Loss: 0.127 Epoch 18 Batch 451/538 - Train Accuracy: 0.889, Validation Accuracy: 0.914, Loss: 0.099 Epoch 18 Batch 452/538 - Train Accuracy: 0.921, Validation Accuracy: 0.913, Loss: 0.096 Epoch 18 Batch 453/538 - Train Accuracy: 0.918, Validation Accuracy: 0.917, Loss: 0.110 Epoch 18 Batch 454/538 - Train Accuracy: 0.907, Validation Accuracy: 0.914, Loss: 0.115 Epoch 18 Batch 455/538 - Train Accuracy: 0.917, Validation Accuracy: 0.915, Loss: 0.105 Epoch 18 Batch 456/538 - Train Accuracy: 0.941, Validation Accuracy: 0.919, Loss: 0.129 Epoch 18 Batch 457/538 - Train Accuracy: 0.901, Validation Accuracy: 0.914, Loss: 0.110 Epoch 18 Batch 458/538 - Train Accuracy: 0.927, Validation Accuracy: 0.910, Loss: 0.095 Epoch 18 Batch 459/538 - Train Accuracy: 0.928, Validation Accuracy: 0.919, Loss: 0.096 Epoch 18 Batch 460/538 - Train Accuracy: 0.899, Validation Accuracy: 0.920, Loss: 0.108 Epoch 18 Batch 461/538 - Train Accuracy: 0.932, Validation Accuracy: 0.923, Loss: 0.108 Epoch 18 Batch 462/538 - Train Accuracy: 0.912, Validation Accuracy: 0.922, Loss: 0.111 Epoch 18 Batch 463/538 - Train Accuracy: 0.900, Validation Accuracy: 0.924, Loss: 0.114 Epoch 18 Batch 464/538 - Train Accuracy: 0.923, Validation Accuracy: 0.915, Loss: 0.099 Epoch 18 Batch 465/538 - Train Accuracy: 0.907, Validation Accuracy: 0.925, Loss: 0.110 Epoch 18 Batch 466/538 - Train Accuracy: 0.910, Validation Accuracy: 0.925, Loss: 0.106 Epoch 18 Batch 467/538 - Train Accuracy: 0.929, Validation Accuracy: 0.933, Loss: 0.111 Epoch 18 Batch 468/538 - Train Accuracy: 0.929, Validation Accuracy: 0.935, Loss: 0.112 Epoch 18 Batch 469/538 - Train Accuracy: 0.917, Validation Accuracy: 0.935, Loss: 0.108 Epoch 18 Batch 470/538 - Train Accuracy: 0.919, Validation Accuracy: 0.935, Loss: 0.102 Epoch 18 Batch 471/538 - Train Accuracy: 0.927, Validation Accuracy: 0.934, Loss: 0.101 Epoch 18 Batch 472/538 - Train Accuracy: 0.958, Validation Accuracy: 0.932, Loss: 0.097 Epoch 18 Batch 473/538 - Train Accuracy: 0.892, Validation Accuracy: 0.930, Loss: 0.118 Epoch 18 Batch 474/538 - Train Accuracy: 0.934, Validation Accuracy: 0.925, Loss: 0.095 Epoch 18 Batch 475/538 - Train Accuracy: 0.929, Validation Accuracy: 0.927, Loss: 0.104 Epoch 18 Batch 476/538 - Train Accuracy: 0.915, Validation Accuracy: 0.919, Loss: 0.104 Epoch 18 Batch 477/538 - Train Accuracy: 0.911, Validation Accuracy: 0.919, Loss: 0.113 Epoch 18 Batch 478/538 - Train Accuracy: 0.918, Validation Accuracy: 0.917, Loss: 0.099 Epoch 18 Batch 479/538 - Train Accuracy: 0.920, Validation Accuracy: 0.918, Loss: 0.095 Epoch 18 Batch 480/538 - Train Accuracy: 0.938, Validation Accuracy: 0.921, Loss: 0.107 Epoch 18 Batch 481/538 - Train Accuracy: 0.947, Validation Accuracy: 0.923, Loss: 0.107 Epoch 18 Batch 482/538 - Train Accuracy: 0.917, Validation Accuracy: 0.922, Loss: 0.103 Epoch 18 Batch 483/538 - Train Accuracy: 0.896, Validation Accuracy: 0.924, Loss: 0.114 Epoch 18 Batch 484/538 - Train Accuracy: 0.919, Validation Accuracy: 0.924, Loss: 0.122 Epoch 18 Batch 485/538 - Train Accuracy: 0.928, Validation Accuracy: 0.904, Loss: 0.111 Epoch 18 Batch 486/538 - Train Accuracy: 0.935, Validation Accuracy: 0.896, Loss: 0.097 Epoch 18 Batch 487/538 - Train Accuracy: 0.931, Validation Accuracy: 0.909, Loss: 0.102 Epoch 18 Batch 488/538 - Train Accuracy: 0.944, Validation Accuracy: 0.918, Loss: 0.099 Epoch 18 Batch 489/538 - Train Accuracy: 0.905, Validation Accuracy: 0.919, Loss: 0.110 Epoch 18 Batch 490/538 - Train Accuracy: 0.919, Validation Accuracy: 0.914, Loss: 0.109 Epoch 18 Batch 491/538 - Train Accuracy: 0.886, Validation Accuracy: 0.915, Loss: 0.113 Epoch 18 Batch 492/538 - Train Accuracy: 0.921, Validation Accuracy: 0.908, Loss: 0.106 Epoch 18 Batch 493/538 - Train Accuracy: 0.910, Validation Accuracy: 0.910, Loss: 0.105 Epoch 18 Batch 494/538 - Train Accuracy: 0.924, Validation Accuracy: 0.908, Loss: 0.117 Epoch 18 Batch 495/538 - Train Accuracy: 0.922, Validation Accuracy: 0.917, Loss: 0.113 Epoch 18 Batch 496/538 - Train Accuracy: 0.931, Validation Accuracy: 0.921, Loss: 0.103 Epoch 18 Batch 497/538 - Train Accuracy: 0.927, Validation Accuracy: 0.926, Loss: 0.106 Epoch 18 Batch 498/538 - Train Accuracy: 0.909, Validation Accuracy: 0.926, Loss: 0.111 Epoch 18 Batch 499/538 - Train Accuracy: 0.921, Validation Accuracy: 0.927, Loss: 0.110 Epoch 18 Batch 500/538 - Train Accuracy: 0.933, Validation Accuracy: 0.926, Loss: 0.085 Epoch 18 Batch 501/538 - Train Accuracy: 0.939, Validation Accuracy: 0.922, Loss: 0.113 Epoch 18 Batch 502/538 - Train Accuracy: 0.912, Validation Accuracy: 0.917, Loss: 0.104 Epoch 18 Batch 503/538 - Train Accuracy: 0.937, Validation Accuracy: 0.918, Loss: 0.104 Epoch 18 Batch 504/538 - Train Accuracy: 0.944, Validation Accuracy: 0.916, Loss: 0.098 Epoch 18 Batch 505/538 - Train Accuracy: 0.929, Validation Accuracy: 0.916, Loss: 0.095 Epoch 18 Batch 506/538 - Train Accuracy: 0.917, Validation Accuracy: 0.917, Loss: 0.100 Epoch 18 Batch 507/538 - Train Accuracy: 0.902, Validation Accuracy: 0.917, Loss: 0.118 Epoch 18 Batch 508/538 - Train Accuracy: 0.923, Validation Accuracy: 0.918, Loss: 0.098 Epoch 18 Batch 509/538 - Train Accuracy: 0.917, Validation Accuracy: 0.916, Loss: 0.122 Epoch 18 Batch 510/538 - Train Accuracy: 0.921, Validation Accuracy: 0.912, Loss: 0.098 Epoch 18 Batch 511/538 - Train Accuracy: 0.924, Validation Accuracy: 0.917, Loss: 0.111 Epoch 18 Batch 512/538 - Train Accuracy: 0.924, Validation Accuracy: 0.918, Loss: 0.110 Epoch 18 Batch 513/538 - Train Accuracy: 0.901, Validation Accuracy: 0.918, Loss: 0.111 Epoch 18 Batch 514/538 - Train Accuracy: 0.929, Validation Accuracy: 0.918, Loss: 0.106 Epoch 18 Batch 515/538 - Train Accuracy: 0.917, Validation Accuracy: 0.921, Loss: 0.111 Epoch 18 Batch 516/538 - Train Accuracy: 0.895, Validation Accuracy: 0.922, Loss: 0.107 Epoch 18 Batch 517/538 - Train Accuracy: 0.927, Validation Accuracy: 0.922, Loss: 0.103 Epoch 18 Batch 518/538 - Train Accuracy: 0.899, Validation Accuracy: 0.916, Loss: 0.122 Epoch 18 Batch 519/538 - Train Accuracy: 0.930, Validation Accuracy: 0.916, Loss: 0.105 Epoch 18 Batch 520/538 - Train Accuracy: 0.944, Validation Accuracy: 0.920, Loss: 0.101 Epoch 18 Batch 521/538 - Train Accuracy: 0.921, Validation Accuracy: 0.926, Loss: 0.129 Epoch 18 Batch 522/538 - Train Accuracy: 0.917, Validation Accuracy: 0.924, Loss: 0.098 Epoch 18 Batch 523/538 - Train Accuracy: 0.921, Validation Accuracy: 0.922, Loss: 0.107 Epoch 18 Batch 524/538 - Train Accuracy: 0.917, Validation Accuracy: 0.926, Loss: 0.104 Epoch 18 Batch 525/538 - Train Accuracy: 0.934, Validation Accuracy: 0.925, Loss: 0.102 Epoch 18 Batch 526/538 - Train Accuracy: 0.929, Validation Accuracy: 0.924, Loss: 0.094 Epoch 18 Batch 527/538 - Train Accuracy: 0.928, Validation Accuracy: 0.921, Loss: 0.110 Epoch 18 Batch 528/538 - Train Accuracy: 0.923, Validation Accuracy: 0.918, Loss: 0.112 Epoch 18 Batch 529/538 - Train Accuracy: 0.903, Validation Accuracy: 0.925, Loss: 0.111 Epoch 18 Batch 530/538 - Train Accuracy: 0.899, Validation Accuracy: 0.925, Loss: 0.111 Epoch 18 Batch 531/538 - Train Accuracy: 0.933, Validation Accuracy: 0.927, Loss: 0.111 Epoch 18 Batch 532/538 - Train Accuracy: 0.911, Validation Accuracy: 0.926, Loss: 0.094 Epoch 18 Batch 533/538 - Train Accuracy: 0.927, Validation Accuracy: 0.928, Loss: 0.107 Epoch 18 Batch 534/538 - Train Accuracy: 0.926, Validation Accuracy: 0.926, Loss: 0.094 Epoch 18 Batch 535/538 - Train Accuracy: 0.928, Validation Accuracy: 0.919, Loss: 0.108 Epoch 18 Batch 536/538 - Train Accuracy: 0.924, Validation Accuracy: 0.921, Loss: 0.115 Epoch 19 Batch 0/538 - Train Accuracy: 0.940, Validation Accuracy: 0.916, Loss: 0.099 Epoch 19 Batch 1/538 - Train Accuracy: 0.931, Validation Accuracy: 0.902, Loss: 0.110 Epoch 19 Batch 2/538 - Train Accuracy: 0.931, Validation Accuracy: 0.904, Loss: 0.115 Epoch 19 Batch 3/538 - Train Accuracy: 0.917, Validation Accuracy: 0.916, Loss: 0.106 Epoch 19 Batch 4/538 - Train Accuracy: 0.912, Validation Accuracy: 0.923, Loss: 0.098 Epoch 19 Batch 5/538 - Train Accuracy: 0.921, Validation Accuracy: 0.915, Loss: 0.109 Epoch 19 Batch 6/538 - Train Accuracy: 0.928, Validation Accuracy: 0.914, Loss: 0.098 Epoch 19 Batch 7/538 - Train Accuracy: 0.926, Validation Accuracy: 0.913, Loss: 0.113 Epoch 19 Batch 8/538 - Train Accuracy: 0.929, Validation Accuracy: 0.912, Loss: 0.098 Epoch 19 Batch 9/538 - Train Accuracy: 0.919, Validation Accuracy: 0.909, Loss: 0.097 Epoch 19 Batch 10/538 - Train Accuracy: 0.907, Validation Accuracy: 0.911, Loss: 0.110 Epoch 19 Batch 11/538 - Train Accuracy: 0.926, Validation Accuracy: 0.908, Loss: 0.103 Epoch 19 Batch 12/538 - Train Accuracy: 0.908, Validation Accuracy: 0.906, Loss: 0.109 Epoch 19 Batch 13/538 - Train Accuracy: 0.931, Validation Accuracy: 0.905, Loss: 0.103 Epoch 19 Batch 14/538 - Train Accuracy: 0.918, Validation Accuracy: 0.906, Loss: 0.103 Epoch 19 Batch 15/538 - Train Accuracy: 0.941, Validation Accuracy: 0.910, Loss: 0.106 Epoch 19 Batch 16/538 - Train Accuracy: 0.916, Validation Accuracy: 0.915, Loss: 0.098 Epoch 19 Batch 17/538 - Train Accuracy: 0.945, Validation Accuracy: 0.918, Loss: 0.108 Epoch 19 Batch 18/538 - Train Accuracy: 0.937, Validation Accuracy: 0.920, Loss: 0.107 Epoch 19 Batch 19/538 - Train Accuracy: 0.905, Validation Accuracy: 0.920, Loss: 0.108 Epoch 19 Batch 20/538 - Train Accuracy: 0.923, Validation Accuracy: 0.918, Loss: 0.106 Epoch 19 Batch 21/538 - Train Accuracy: 0.949, Validation Accuracy: 0.918, Loss: 0.093 Epoch 19 Batch 22/538 - Train Accuracy: 0.915, Validation Accuracy: 0.917, Loss: 0.106 Epoch 19 Batch 23/538 - Train Accuracy: 0.927, Validation Accuracy: 0.916, Loss: 0.125 Epoch 19 Batch 24/538 - Train Accuracy: 0.918, Validation Accuracy: 0.918, Loss: 0.108 Epoch 19 Batch 25/538 - Train Accuracy: 0.924, Validation Accuracy: 0.926, Loss: 0.110 Epoch 19 Batch 26/538 - Train Accuracy: 0.914, Validation Accuracy: 0.932, Loss: 0.107 Epoch 19 Batch 27/538 - Train Accuracy: 0.933, Validation Accuracy: 0.932, Loss: 0.097 Epoch 19 Batch 28/538 - Train Accuracy: 0.910, Validation Accuracy: 0.930, Loss: 0.099 Epoch 19 Batch 29/538 - Train Accuracy: 0.910, Validation Accuracy: 0.926, Loss: 0.104 Epoch 19 Batch 30/538 - Train Accuracy: 0.903, Validation Accuracy: 0.925, Loss: 0.115 Epoch 19 Batch 31/538 - Train Accuracy: 0.943, Validation Accuracy: 0.924, Loss: 0.091 Epoch 19 Batch 32/538 - Train Accuracy: 0.925, Validation Accuracy: 0.920, Loss: 0.087 Epoch 19 Batch 33/538 - Train Accuracy: 0.929, Validation Accuracy: 0.925, Loss: 0.107 Epoch 19 Batch 34/538 - Train Accuracy: 0.909, Validation Accuracy: 0.924, Loss: 0.117 Epoch 19 Batch 35/538 - Train Accuracy: 0.934, Validation Accuracy: 0.922, Loss: 0.103 Epoch 19 Batch 36/538 - Train Accuracy: 0.916, Validation Accuracy: 0.917, Loss: 0.097 Epoch 19 Batch 37/538 - Train Accuracy: 0.922, Validation Accuracy: 0.918, Loss: 0.109 Epoch 19 Batch 38/538 - Train Accuracy: 0.894, Validation Accuracy: 0.909, Loss: 0.097 Epoch 19 Batch 39/538 - Train Accuracy: 0.921, Validation Accuracy: 0.912, Loss: 0.108 Epoch 19 Batch 40/538 - Train Accuracy: 0.929, Validation Accuracy: 0.919, Loss: 0.099 Epoch 19 Batch 41/538 - Train Accuracy: 0.939, Validation Accuracy: 0.916, Loss: 0.103 Epoch 19 Batch 42/538 - Train Accuracy: 0.919, Validation Accuracy: 0.919, Loss: 0.100 Epoch 19 Batch 43/538 - Train Accuracy: 0.896, Validation Accuracy: 0.917, Loss: 0.125 Epoch 19 Batch 44/538 - Train Accuracy: 0.907, Validation Accuracy: 0.921, Loss: 0.114 Epoch 19 Batch 45/538 - Train Accuracy: 0.934, Validation Accuracy: 0.915, Loss: 0.100 Epoch 19 Batch 46/538 - Train Accuracy: 0.936, Validation Accuracy: 0.916, Loss: 0.100 Epoch 19 Batch 47/538 - Train Accuracy: 0.921, Validation Accuracy: 0.918, Loss: 0.109 Epoch 19 Batch 48/538 - Train Accuracy: 0.918, Validation Accuracy: 0.915, Loss: 0.107 Epoch 19 Batch 49/538 - Train Accuracy: 0.921, Validation Accuracy: 0.911, Loss: 0.111 Epoch 19 Batch 50/538 - Train Accuracy: 0.928, Validation Accuracy: 0.912, Loss: 0.099 Epoch 19 Batch 51/538 - Train Accuracy: 0.899, Validation Accuracy: 0.911, Loss: 0.119 Epoch 19 Batch 52/538 - Train Accuracy: 0.906, Validation Accuracy: 0.913, Loss: 0.111 Epoch 19 Batch 53/538 - Train Accuracy: 0.915, Validation Accuracy: 0.915, Loss: 0.110 Epoch 19 Batch 54/538 - Train Accuracy: 0.915, Validation Accuracy: 0.912, Loss: 0.103 Epoch 19 Batch 55/538 - Train Accuracy: 0.917, Validation Accuracy: 0.919, Loss: 0.101 Epoch 19 Batch 56/538 - Train Accuracy: 0.906, Validation Accuracy: 0.924, Loss: 0.096 Epoch 19 Batch 57/538 - Train Accuracy: 0.897, Validation Accuracy: 0.923, Loss: 0.115 Epoch 19 Batch 58/538 - Train Accuracy: 0.893, Validation Accuracy: 0.928, Loss: 0.110 Epoch 19 Batch 59/538 - Train Accuracy: 0.906, Validation Accuracy: 0.922, Loss: 0.117 Epoch 19 Batch 60/538 - Train Accuracy: 0.925, Validation Accuracy: 0.921, Loss: 0.102 Epoch 19 Batch 61/538 - Train Accuracy: 0.928, Validation Accuracy: 0.925, Loss: 0.110 Epoch 19 Batch 62/538 - Train Accuracy: 0.919, Validation Accuracy: 0.923, Loss: 0.101 Epoch 19 Batch 63/538 - Train Accuracy: 0.940, Validation Accuracy: 0.925, Loss: 0.098 Epoch 19 Batch 64/538 - Train Accuracy: 0.912, Validation Accuracy: 0.923, Loss: 0.095 Epoch 19 Batch 65/538 - Train Accuracy: 0.897, Validation Accuracy: 0.913, Loss: 0.106 Epoch 19 Batch 66/538 - Train Accuracy: 0.930, Validation Accuracy: 0.913, Loss: 0.095 Epoch 19 Batch 67/538 - Train Accuracy: 0.940, Validation Accuracy: 0.917, Loss: 0.096 Epoch 19 Batch 68/538 - Train Accuracy: 0.908, Validation Accuracy: 0.922, Loss: 0.095 Epoch 19 Batch 69/538 - Train Accuracy: 0.929, Validation Accuracy: 0.920, Loss: 0.105 Epoch 19 Batch 70/538 - Train Accuracy: 0.915, Validation Accuracy: 0.917, Loss: 0.102 Epoch 19 Batch 71/538 - Train Accuracy: 0.915, Validation Accuracy: 0.919, Loss: 0.112 Epoch 19 Batch 72/538 - Train Accuracy: 0.925, Validation Accuracy: 0.914, Loss: 0.134 Epoch 19 Batch 73/538 - Train Accuracy: 0.930, Validation Accuracy: 0.909, Loss: 0.114 Epoch 19 Batch 74/538 - Train Accuracy: 0.924, Validation Accuracy: 0.913, Loss: 0.101 Epoch 19 Batch 75/538 - Train Accuracy: 0.899, Validation Accuracy: 0.918, Loss: 0.104 Epoch 19 Batch 76/538 - Train Accuracy: 0.921, Validation Accuracy: 0.925, Loss: 0.110 Epoch 19 Batch 77/538 - Train Accuracy: 0.919, Validation Accuracy: 0.931, Loss: 0.099 Epoch 19 Batch 78/538 - Train Accuracy: 0.915, Validation Accuracy: 0.932, Loss: 0.104 Epoch 19 Batch 79/538 - Train Accuracy: 0.922, Validation Accuracy: 0.929, Loss: 0.091 Epoch 19 Batch 80/538 - Train Accuracy: 0.916, Validation Accuracy: 0.921, Loss: 0.105 Epoch 19 Batch 81/538 - Train Accuracy: 0.933, Validation Accuracy: 0.915, Loss: 0.105 Epoch 19 Batch 82/538 - Train Accuracy: 0.926, Validation Accuracy: 0.917, Loss: 0.111 Epoch 19 Batch 83/538 - Train Accuracy: 0.909, Validation Accuracy: 0.920, Loss: 0.104 Epoch 19 Batch 84/538 - Train Accuracy: 0.922, Validation Accuracy: 0.917, Loss: 0.109 Epoch 19 Batch 85/538 - Train Accuracy: 0.925, Validation Accuracy: 0.921, Loss: 0.090 Epoch 19 Batch 86/538 - Train Accuracy: 0.930, Validation Accuracy: 0.918, Loss: 0.101 Epoch 19 Batch 87/538 - Train Accuracy: 0.910, Validation Accuracy: 0.919, Loss: 0.111 Epoch 19 Batch 88/538 - Train Accuracy: 0.916, Validation Accuracy: 0.919, Loss: 0.103 Epoch 19 Batch 89/538 - Train Accuracy: 0.933, Validation Accuracy: 0.919, Loss: 0.095 Epoch 19 Batch 90/538 - Train Accuracy: 0.918, Validation Accuracy: 0.912, Loss: 0.117 Epoch 19 Batch 91/538 - Train Accuracy: 0.919, Validation Accuracy: 0.909, Loss: 0.100 Epoch 19 Batch 92/538 - Train Accuracy: 0.921, Validation Accuracy: 0.908, Loss: 0.109 Epoch 19 Batch 93/538 - Train Accuracy: 0.919, Validation Accuracy: 0.910, Loss: 0.098 Epoch 19 Batch 94/538 - Train Accuracy: 0.935, Validation Accuracy: 0.911, Loss: 0.104 Epoch 19 Batch 95/538 - Train Accuracy: 0.911, Validation Accuracy: 0.922, Loss: 0.092 Epoch 19 Batch 96/538 - Train Accuracy: 0.935, Validation Accuracy: 0.918, Loss: 0.094 Epoch 19 Batch 97/538 - Train Accuracy: 0.928, Validation Accuracy: 0.918, Loss: 0.093 Epoch 19 Batch 98/538 - Train Accuracy: 0.930, Validation Accuracy: 0.917, Loss: 0.097 Epoch 19 Batch 99/538 - Train Accuracy: 0.909, Validation Accuracy: 0.913, Loss: 0.101 Epoch 19 Batch 100/538 - Train Accuracy: 0.919, Validation Accuracy: 0.912, Loss: 0.090 Epoch 19 Batch 101/538 - Train Accuracy: 0.904, Validation Accuracy: 0.914, Loss: 0.115 Epoch 19 Batch 102/538 - Train Accuracy: 0.920, Validation Accuracy: 0.918, Loss: 0.109 Epoch 19 Batch 103/538 - Train Accuracy: 0.931, Validation Accuracy: 0.924, Loss: 0.105 Epoch 19 Batch 104/538 - Train Accuracy: 0.919, Validation Accuracy: 0.918, Loss: 0.107 Epoch 19 Batch 105/538 - Train Accuracy: 0.910, Validation Accuracy: 0.930, Loss: 0.089 Epoch 19 Batch 106/538 - Train Accuracy: 0.898, Validation Accuracy: 0.928, Loss: 0.089 Epoch 19 Batch 107/538 - Train Accuracy: 0.909, Validation Accuracy: 0.928, Loss: 0.105 Epoch 19 Batch 108/538 - Train Accuracy: 0.939, Validation Accuracy: 0.927, Loss: 0.102 Epoch 19 Batch 109/538 - Train Accuracy: 0.946, Validation Accuracy: 0.926, Loss: 0.092 Epoch 19 Batch 110/538 - Train Accuracy: 0.925, Validation Accuracy: 0.925, Loss: 0.102 Epoch 19 Batch 111/538 - Train Accuracy: 0.924, Validation Accuracy: 0.926, Loss: 0.101 Epoch 19 Batch 112/538 - Train Accuracy: 0.920, Validation Accuracy: 0.932, Loss: 0.109 Epoch 19 Batch 113/538 - Train Accuracy: 0.905, Validation Accuracy: 0.924, Loss: 0.109 Epoch 19 Batch 114/538 - Train Accuracy: 0.912, Validation Accuracy: 0.929, Loss: 0.096 Epoch 19 Batch 115/538 - Train Accuracy: 0.933, Validation Accuracy: 0.931, Loss: 0.108 Epoch 19 Batch 116/538 - Train Accuracy: 0.914, Validation Accuracy: 0.930, Loss: 0.123 Epoch 19 Batch 117/538 - Train Accuracy: 0.913, Validation Accuracy: 0.929, Loss: 0.099 Epoch 19 Batch 118/538 - Train Accuracy: 0.932, Validation Accuracy: 0.932, Loss: 0.087 Epoch 19 Batch 119/538 - Train Accuracy: 0.931, Validation Accuracy: 0.932, Loss: 0.082 Epoch 19 Batch 120/538 - Train Accuracy: 0.937, Validation Accuracy: 0.930, Loss: 0.086 Epoch 19 Batch 121/538 - Train Accuracy: 0.935, Validation Accuracy: 0.928, Loss: 0.100 Epoch 19 Batch 122/538 - Train Accuracy: 0.924, Validation Accuracy: 0.930, Loss: 0.088 Epoch 19 Batch 123/538 - Train Accuracy: 0.935, Validation Accuracy: 0.928, Loss: 0.102 Epoch 19 Batch 124/538 - Train Accuracy: 0.924, Validation Accuracy: 0.927, Loss: 0.096 Epoch 19 Batch 125/538 - Train Accuracy: 0.921, Validation Accuracy: 0.921, Loss: 0.102 Epoch 19 Batch 126/538 - Train Accuracy: 0.915, Validation Accuracy: 0.921, Loss: 0.100 Epoch 19 Batch 127/538 - Train Accuracy: 0.915, Validation Accuracy: 0.928, Loss: 0.113 Epoch 19 Batch 128/538 - Train Accuracy: 0.930, Validation Accuracy: 0.924, Loss: 0.101 Epoch 19 Batch 129/538 - Train Accuracy: 0.929, Validation Accuracy: 0.922, Loss: 0.096 Epoch 19 Batch 130/538 - Train Accuracy: 0.934, Validation Accuracy: 0.917, Loss: 0.096 Epoch 19 Batch 131/538 - Train Accuracy: 0.932, Validation Accuracy: 0.914, Loss: 0.092 Epoch 19 Batch 132/538 - Train Accuracy: 0.893, Validation Accuracy: 0.910, Loss: 0.101 Epoch 19 Batch 133/538 - Train Accuracy: 0.926, Validation Accuracy: 0.914, Loss: 0.099 Epoch 19 Batch 134/538 - Train Accuracy: 0.894, Validation Accuracy: 0.919, Loss: 0.119 Epoch 19 Batch 135/538 - Train Accuracy: 0.919, Validation Accuracy: 0.920, Loss: 0.119 Epoch 19 Batch 136/538 - Train Accuracy: 0.920, Validation Accuracy: 0.923, Loss: 0.096 Epoch 19 Batch 137/538 - Train Accuracy: 0.904, Validation Accuracy: 0.925, Loss: 0.112 Epoch 19 Batch 138/538 - Train Accuracy: 0.910, Validation Accuracy: 0.918, Loss: 0.103 Epoch 19 Batch 139/538 - Train Accuracy: 0.900, Validation Accuracy: 0.917, Loss: 0.120 Epoch 19 Batch 140/538 - Train Accuracy: 0.916, Validation Accuracy: 0.920, Loss: 0.119 Epoch 19 Batch 141/538 - Train Accuracy: 0.928, Validation Accuracy: 0.926, Loss: 0.106 Epoch 19 Batch 142/538 - Train Accuracy: 0.931, Validation Accuracy: 0.921, Loss: 0.105 Epoch 19 Batch 143/538 - Train Accuracy: 0.931, Validation Accuracy: 0.915, Loss: 0.111 Epoch 19 Batch 144/538 - Train Accuracy: 0.920, Validation Accuracy: 0.915, Loss: 0.112 Epoch 19 Batch 145/538 - Train Accuracy: 0.907, Validation Accuracy: 0.914, Loss: 0.119 Epoch 19 Batch 146/538 - Train Accuracy: 0.926, Validation Accuracy: 0.907, Loss: 0.100 Epoch 19 Batch 147/538 - Train Accuracy: 0.924, Validation Accuracy: 0.901, Loss: 0.105 Epoch 19 Batch 148/538 - Train Accuracy: 0.909, Validation Accuracy: 0.908, Loss: 0.113 Epoch 19 Batch 149/538 - Train Accuracy: 0.916, Validation Accuracy: 0.910, Loss: 0.097 Epoch 19 Batch 150/538 - Train Accuracy: 0.924, Validation Accuracy: 0.917, Loss: 0.104 Epoch 19 Batch 151/538 - Train Accuracy: 0.927, Validation Accuracy: 0.917, Loss: 0.095 Epoch 19 Batch 152/538 - Train Accuracy: 0.927, Validation Accuracy: 0.922, Loss: 0.106 Epoch 19 Batch 153/538 - Train Accuracy: 0.915, Validation Accuracy: 0.922, Loss: 0.104 Epoch 19 Batch 154/538 - Train Accuracy: 0.921, Validation Accuracy: 0.919, Loss: 0.089 Epoch 19 Batch 155/538 - Train Accuracy: 0.903, Validation Accuracy: 0.913, Loss: 0.105 Epoch 19 Batch 156/538 - Train Accuracy: 0.938, Validation Accuracy: 0.914, Loss: 0.095 Epoch 19 Batch 157/538 - Train Accuracy: 0.914, Validation Accuracy: 0.917, Loss: 0.097 Epoch 19 Batch 158/538 - Train Accuracy: 0.915, Validation Accuracy: 0.916, Loss: 0.103 Epoch 19 Batch 159/538 - Train Accuracy: 0.915, Validation Accuracy: 0.907, Loss: 0.108 Epoch 19 Batch 160/538 - Train Accuracy: 0.897, Validation Accuracy: 0.911, Loss: 0.101 Epoch 19 Batch 161/538 - Train Accuracy: 0.917, Validation Accuracy: 0.912, Loss: 0.105 Epoch 19 Batch 162/538 - Train Accuracy: 0.919, Validation Accuracy: 0.914, Loss: 0.096 Epoch 19 Batch 163/538 - Train Accuracy: 0.913, Validation Accuracy: 0.916, Loss: 0.115 Epoch 19 Batch 164/538 - Train Accuracy: 0.900, Validation Accuracy: 0.922, Loss: 0.103 Epoch 19 Batch 165/538 - Train Accuracy: 0.908, Validation Accuracy: 0.912, Loss: 0.094 Epoch 19 Batch 166/538 - Train Accuracy: 0.946, Validation Accuracy: 0.914, Loss: 0.108 Epoch 19 Batch 167/538 - Train Accuracy: 0.913, Validation Accuracy: 0.910, Loss: 0.123 Epoch 19 Batch 168/538 - Train Accuracy: 0.891, Validation Accuracy: 0.920, Loss: 0.114 Epoch 19 Batch 169/538 - Train Accuracy: 0.921, Validation Accuracy: 0.919, Loss: 0.103 Epoch 19 Batch 170/538 - Train Accuracy: 0.911, Validation Accuracy: 0.921, Loss: 0.102 Epoch 19 Batch 171/538 - Train Accuracy: 0.913, Validation Accuracy: 0.924, Loss: 0.110 Epoch 19 Batch 172/538 - Train Accuracy: 0.930, Validation Accuracy: 0.916, Loss: 0.097 Epoch 19 Batch 173/538 - Train Accuracy: 0.929, Validation Accuracy: 0.907, Loss: 0.097 Epoch 19 Batch 174/538 - Train Accuracy: 0.901, Validation Accuracy: 0.909, Loss: 0.099 Epoch 19 Batch 175/538 - Train Accuracy: 0.914, Validation Accuracy: 0.907, Loss: 0.105 Epoch 19 Batch 176/538 - Train Accuracy: 0.907, Validation Accuracy: 0.912, Loss: 0.116 Epoch 19 Batch 177/538 - Train Accuracy: 0.919, Validation Accuracy: 0.911, Loss: 0.100 Epoch 19 Batch 178/538 - Train Accuracy: 0.898, Validation Accuracy: 0.908, Loss: 0.107 Epoch 19 Batch 179/538 - Train Accuracy: 0.936, Validation Accuracy: 0.909, Loss: 0.099 Epoch 19 Batch 180/538 - Train Accuracy: 0.927, Validation Accuracy: 0.913, Loss: 0.103 Epoch 19 Batch 181/538 - Train Accuracy: 0.904, Validation Accuracy: 0.907, Loss: 0.114 Epoch 19 Batch 182/538 - Train Accuracy: 0.921, Validation Accuracy: 0.912, Loss: 0.095 Epoch 19 Batch 183/538 - Train Accuracy: 0.915, Validation Accuracy: 0.915, Loss: 0.099 Epoch 19 Batch 184/538 - Train Accuracy: 0.932, Validation Accuracy: 0.915, Loss: 0.091 Epoch 19 Batch 185/538 - Train Accuracy: 0.951, Validation Accuracy: 0.915, Loss: 0.095 Epoch 19 Batch 186/538 - Train Accuracy: 0.920, Validation Accuracy: 0.920, Loss: 0.097 Epoch 19 Batch 187/538 - Train Accuracy: 0.929, Validation Accuracy: 0.920, Loss: 0.094 Epoch 19 Batch 188/538 - Train Accuracy: 0.923, Validation Accuracy: 0.917, Loss: 0.103 Epoch 19 Batch 189/538 - Train Accuracy: 0.940, Validation Accuracy: 0.921, Loss: 0.101 Epoch 19 Batch 190/538 - Train Accuracy: 0.896, Validation Accuracy: 0.925, Loss: 0.119 Epoch 19 Batch 191/538 - Train Accuracy: 0.926, Validation Accuracy: 0.917, Loss: 0.103 Epoch 19 Batch 192/538 - Train Accuracy: 0.930, Validation Accuracy: 0.916, Loss: 0.092 Epoch 19 Batch 193/538 - Train Accuracy: 0.915, Validation Accuracy: 0.916, Loss: 0.100 Epoch 19 Batch 194/538 - Train Accuracy: 0.884, Validation Accuracy: 0.917, Loss: 0.110 Epoch 19 Batch 195/538 - Train Accuracy: 0.937, Validation Accuracy: 0.918, Loss: 0.097 Epoch 19 Batch 196/538 - Train Accuracy: 0.921, Validation Accuracy: 0.921, Loss: 0.100 Epoch 19 Batch 197/538 - Train Accuracy: 0.932, Validation Accuracy: 0.919, Loss: 0.097 Epoch 19 Batch 198/538 - Train Accuracy: 0.926, Validation Accuracy: 0.917, Loss: 0.099 Epoch 19 Batch 199/538 - Train Accuracy: 0.909, Validation Accuracy: 0.914, Loss: 0.102 Epoch 19 Batch 200/538 - Train Accuracy: 0.930, Validation Accuracy: 0.914, Loss: 0.093 Epoch 19 Batch 201/538 - Train Accuracy: 0.930, Validation Accuracy: 0.912, Loss: 0.103 Epoch 19 Batch 202/538 - Train Accuracy: 0.935, Validation Accuracy: 0.918, Loss: 0.096 Epoch 19 Batch 203/538 - Train Accuracy: 0.921, Validation Accuracy: 0.929, Loss: 0.111 Epoch 19 Batch 204/538 - Train Accuracy: 0.899, Validation Accuracy: 0.927, Loss: 0.117 Epoch 19 Batch 205/538 - Train Accuracy: 0.927, Validation Accuracy: 0.926, Loss: 0.098 Epoch 19 Batch 206/538 - Train Accuracy: 0.925, Validation Accuracy: 0.924, Loss: 0.101 Epoch 19 Batch 207/538 - Train Accuracy: 0.927, Validation Accuracy: 0.916, Loss: 0.102 Epoch 19 Batch 208/538 - Train Accuracy: 0.931, Validation Accuracy: 0.914, Loss: 0.114 Epoch 19 Batch 209/538 - Train Accuracy: 0.946, Validation Accuracy: 0.903, Loss: 0.093 Epoch 19 Batch 210/538 - Train Accuracy: 0.918, Validation Accuracy: 0.909, Loss: 0.113 Epoch 19 Batch 211/538 - Train Accuracy: 0.914, Validation Accuracy: 0.912, Loss: 0.108 Epoch 19 Batch 212/538 - Train Accuracy: 0.924, Validation Accuracy: 0.920, Loss: 0.093 Epoch 19 Batch 213/538 - Train Accuracy: 0.918, Validation Accuracy: 0.925, Loss: 0.090 Epoch 19 Batch 214/538 - Train Accuracy: 0.930, Validation Accuracy: 0.924, Loss: 0.093 Epoch 19 Batch 215/538 - Train Accuracy: 0.935, Validation Accuracy: 0.920, Loss: 0.093 Epoch 19 Batch 216/538 - Train Accuracy: 0.927, Validation Accuracy: 0.922, Loss: 0.101 Epoch 19 Batch 217/538 - Train Accuracy: 0.928, Validation Accuracy: 0.923, Loss: 0.100 Epoch 19 Batch 218/538 - Train Accuracy: 0.924, Validation Accuracy: 0.915, Loss: 0.102 Epoch 19 Batch 219/538 - Train Accuracy: 0.912, Validation Accuracy: 0.912, Loss: 0.114 Epoch 19 Batch 220/538 - Train Accuracy: 0.912, Validation Accuracy: 0.910, Loss: 0.097 Epoch 19 Batch 221/538 - Train Accuracy: 0.932, Validation Accuracy: 0.910, Loss: 0.092 Epoch 19 Batch 222/538 - Train Accuracy: 0.906, Validation Accuracy: 0.910, Loss: 0.094 Epoch 19 Batch 223/538 - Train Accuracy: 0.921, Validation Accuracy: 0.910, Loss: 0.112 Epoch 19 Batch 224/538 - Train Accuracy: 0.927, Validation Accuracy: 0.915, Loss: 0.102 Epoch 19 Batch 225/538 - Train Accuracy: 0.938, Validation Accuracy: 0.922, Loss: 0.093 Epoch 19 Batch 226/538 - Train Accuracy: 0.919, Validation Accuracy: 0.920, Loss: 0.102 Epoch 19 Batch 227/538 - Train Accuracy: 0.929, Validation Accuracy: 0.922, Loss: 0.098 Epoch 19 Batch 228/538 - Train Accuracy: 0.901, Validation Accuracy: 0.919, Loss: 0.101 Epoch 19 Batch 229/538 - Train Accuracy: 0.935, Validation Accuracy: 0.919, Loss: 0.106 Epoch 19 Batch 230/538 - Train Accuracy: 0.922, Validation Accuracy: 0.919, Loss: 0.096 Epoch 19 Batch 231/538 - Train Accuracy: 0.920, Validation Accuracy: 0.910, Loss: 0.112 Epoch 19 Batch 232/538 - Train Accuracy: 0.922, Validation Accuracy: 0.915, Loss: 0.104 Epoch 19 Batch 233/538 - Train Accuracy: 0.930, Validation Accuracy: 0.913, Loss: 0.109 Epoch 19 Batch 234/538 - Train Accuracy: 0.920, Validation Accuracy: 0.912, Loss: 0.101 Epoch 19 Batch 235/538 - Train Accuracy: 0.925, Validation Accuracy: 0.909, Loss: 0.092 Epoch 19 Batch 236/538 - Train Accuracy: 0.921, Validation Accuracy: 0.919, Loss: 0.106 Epoch 19 Batch 237/538 - Train Accuracy: 0.919, Validation Accuracy: 0.921, Loss: 0.095 Epoch 19 Batch 238/538 - Train Accuracy: 0.939, Validation Accuracy: 0.921, Loss: 0.099 Epoch 19 Batch 239/538 - Train Accuracy: 0.919, Validation Accuracy: 0.921, Loss: 0.099 Epoch 19 Batch 240/538 - Train Accuracy: 0.924, Validation Accuracy: 0.923, Loss: 0.099 Epoch 19 Batch 241/538 - Train Accuracy: 0.904, Validation Accuracy: 0.922, Loss: 0.107 Epoch 19 Batch 242/538 - Train Accuracy: 0.941, Validation Accuracy: 0.926, Loss: 0.090 Epoch 19 Batch 243/538 - Train Accuracy: 0.923, Validation Accuracy: 0.924, Loss: 0.098 Epoch 19 Batch 244/538 - Train Accuracy: 0.912, Validation Accuracy: 0.922, Loss: 0.096 Epoch 19 Batch 245/538 - Train Accuracy: 0.913, Validation Accuracy: 0.919, Loss: 0.108 Epoch 19 Batch 246/538 - Train Accuracy: 0.936, Validation Accuracy: 0.919, Loss: 0.089 Epoch 19 Batch 247/538 - Train Accuracy: 0.912, Validation Accuracy: 0.922, Loss: 0.100 Epoch 19 Batch 248/538 - Train Accuracy: 0.925, Validation Accuracy: 0.927, Loss: 0.098 Epoch 19 Batch 249/538 - Train Accuracy: 0.912, Validation Accuracy: 0.926, Loss: 0.085 Epoch 19 Batch 250/538 - Train Accuracy: 0.933, Validation Accuracy: 0.922, Loss: 0.099 Epoch 19 Batch 251/538 - Train Accuracy: 0.930, Validation Accuracy: 0.925, Loss: 0.096 Epoch 19 Batch 252/538 - Train Accuracy: 0.944, Validation Accuracy: 0.925, Loss: 0.091 Epoch 19 Batch 253/538 - Train Accuracy: 0.913, Validation Accuracy: 0.927, Loss: 0.085 Epoch 19 Batch 254/538 - Train Accuracy: 0.906, Validation Accuracy: 0.923, Loss: 0.099 Epoch 19 Batch 255/538 - Train Accuracy: 0.940, Validation Accuracy: 0.918, Loss: 0.095 Epoch 19 Batch 256/538 - Train Accuracy: 0.904, Validation Accuracy: 0.917, Loss: 0.104 Epoch 19 Batch 257/538 - Train Accuracy: 0.914, Validation Accuracy: 0.918, Loss: 0.100 Epoch 19 Batch 258/538 - Train Accuracy: 0.924, Validation Accuracy: 0.917, Loss: 0.090 Epoch 19 Batch 259/538 - Train Accuracy: 0.935, Validation Accuracy: 0.917, Loss: 0.088 Epoch 19 Batch 260/538 - Train Accuracy: 0.872, Validation Accuracy: 0.920, Loss: 0.115 Epoch 19 Batch 261/538 - Train Accuracy: 0.912, Validation Accuracy: 0.922, Loss: 0.107 Epoch 19 Batch 262/538 - Train Accuracy: 0.919, Validation Accuracy: 0.922, Loss: 0.093 Epoch 19 Batch 263/538 - Train Accuracy: 0.919, Validation Accuracy: 0.918, Loss: 0.102 Epoch 19 Batch 264/538 - Train Accuracy: 0.917, Validation Accuracy: 0.915, Loss: 0.101 Epoch 19 Batch 265/538 - Train Accuracy: 0.898, Validation Accuracy: 0.915, Loss: 0.113 Epoch 19 Batch 266/538 - Train Accuracy: 0.909, Validation Accuracy: 0.918, Loss: 0.105 Epoch 19 Batch 267/538 - Train Accuracy: 0.915, Validation Accuracy: 0.922, Loss: 0.098 Epoch 19 Batch 268/538 - Train Accuracy: 0.934, Validation Accuracy: 0.917, Loss: 0.092 Epoch 19 Batch 269/538 - Train Accuracy: 0.926, Validation Accuracy: 0.915, Loss: 0.105 Epoch 19 Batch 270/538 - Train Accuracy: 0.921, Validation Accuracy: 0.922, Loss: 0.095 Epoch 19 Batch 271/538 - Train Accuracy: 0.933, Validation Accuracy: 0.922, Loss: 0.092 Epoch 19 Batch 272/538 - Train Accuracy: 0.905, Validation Accuracy: 0.931, Loss: 0.118 Epoch 19 Batch 273/538 - Train Accuracy: 0.904, Validation Accuracy: 0.924, Loss: 0.102 Epoch 19 Batch 274/538 - Train Accuracy: 0.889, Validation Accuracy: 0.925, Loss: 0.116 Epoch 19 Batch 275/538 - Train Accuracy: 0.921, Validation Accuracy: 0.920, Loss: 0.115 Epoch 19 Batch 276/538 - Train Accuracy: 0.908, Validation Accuracy: 0.921, Loss: 0.101 Epoch 19 Batch 277/538 - Train Accuracy: 0.911, Validation Accuracy: 0.918, Loss: 0.102 Epoch 19 Batch 278/538 - Train Accuracy: 0.931, Validation Accuracy: 0.914, Loss: 0.101 Epoch 19 Batch 279/538 - Train Accuracy: 0.917, Validation Accuracy: 0.919, Loss: 0.105 Epoch 19 Batch 280/538 - Train Accuracy: 0.919, Validation Accuracy: 0.918, Loss: 0.102 Epoch 19 Batch 281/538 - Train Accuracy: 0.913, Validation Accuracy: 0.921, Loss: 0.108 Epoch 19 Batch 282/538 - Train Accuracy: 0.914, Validation Accuracy: 0.924, Loss: 0.106 Epoch 19 Batch 283/538 - Train Accuracy: 0.928, Validation Accuracy: 0.923, Loss: 0.104 Epoch 19 Batch 284/538 - Train Accuracy: 0.907, Validation Accuracy: 0.923, Loss: 0.103 Epoch 19 Batch 285/538 - Train Accuracy: 0.916, Validation Accuracy: 0.917, Loss: 0.094 Epoch 19 Batch 286/538 - Train Accuracy: 0.915, Validation Accuracy: 0.914, Loss: 0.105 Epoch 19 Batch 287/538 - Train Accuracy: 0.924, Validation Accuracy: 0.915, Loss: 0.089 Epoch 19 Batch 288/538 - Train Accuracy: 0.925, Validation Accuracy: 0.918, Loss: 0.097 Epoch 19 Batch 289/538 - Train Accuracy: 0.920, Validation Accuracy: 0.922, Loss: 0.087 Epoch 19 Batch 290/538 - Train Accuracy: 0.945, Validation Accuracy: 0.922, Loss: 0.091 Epoch 19 Batch 291/538 - Train Accuracy: 0.920, Validation Accuracy: 0.919, Loss: 0.101 Epoch 19 Batch 292/538 - Train Accuracy: 0.931, Validation Accuracy: 0.916, Loss: 0.081 Epoch 19 Batch 293/538 - Train Accuracy: 0.904, Validation Accuracy: 0.914, Loss: 0.090 Epoch 19 Batch 294/538 - Train Accuracy: 0.920, Validation Accuracy: 0.918, Loss: 0.104 Epoch 19 Batch 295/538 - Train Accuracy: 0.932, Validation Accuracy: 0.920, Loss: 0.097 Epoch 19 Batch 296/538 - Train Accuracy: 0.919, Validation Accuracy: 0.921, Loss: 0.108 Epoch 19 Batch 297/538 - Train Accuracy: 0.922, Validation Accuracy: 0.921, Loss: 0.108 Epoch 19 Batch 298/538 - Train Accuracy: 0.914, Validation Accuracy: 0.920, Loss: 0.101 Epoch 19 Batch 299/538 - Train Accuracy: 0.917, Validation Accuracy: 0.923, Loss: 0.121 Epoch 19 Batch 300/538 - Train Accuracy: 0.911, Validation Accuracy: 0.929, Loss: 0.097 Epoch 19 Batch 301/538 - Train Accuracy: 0.916, Validation Accuracy: 0.928, Loss: 0.107 Epoch 19 Batch 302/538 - Train Accuracy: 0.923, Validation Accuracy: 0.923, Loss: 0.101 Epoch 19 Batch 303/538 - Train Accuracy: 0.943, Validation Accuracy: 0.922, Loss: 0.100 Epoch 19 Batch 304/538 - Train Accuracy: 0.917, Validation Accuracy: 0.927, Loss: 0.113 Epoch 19 Batch 305/538 - Train Accuracy: 0.934, Validation Accuracy: 0.927, Loss: 0.088 Epoch 19 Batch 306/538 - Train Accuracy: 0.918, Validation Accuracy: 0.934, Loss: 0.109 Epoch 19 Batch 307/538 - Train Accuracy: 0.933, Validation Accuracy: 0.937, Loss: 0.099 Epoch 19 Batch 308/538 - Train Accuracy: 0.923, Validation Accuracy: 0.938, Loss: 0.104 Epoch 19 Batch 309/538 - Train Accuracy: 0.936, Validation Accuracy: 0.935, Loss: 0.081 Epoch 19 Batch 310/538 - Train Accuracy: 0.925, Validation Accuracy: 0.941, Loss: 0.110 Epoch 19 Batch 311/538 - Train Accuracy: 0.915, Validation Accuracy: 0.939, Loss: 0.106 Epoch 19 Batch 312/538 - Train Accuracy: 0.927, Validation Accuracy: 0.938, Loss: 0.092 Epoch 19 Batch 313/538 - Train Accuracy: 0.908, Validation Accuracy: 0.934, Loss: 0.097 Epoch 19 Batch 314/538 - Train Accuracy: 0.932, Validation Accuracy: 0.933, Loss: 0.109 Epoch 19 Batch 315/538 - Train Accuracy: 0.915, Validation Accuracy: 0.931, Loss: 0.086 Epoch 19 Batch 316/538 - Train Accuracy: 0.919, Validation Accuracy: 0.934, Loss: 0.084 Epoch 19 Batch 317/538 - Train Accuracy: 0.933, Validation Accuracy: 0.928, Loss: 0.110 Epoch 19 Batch 318/538 - Train Accuracy: 0.902, Validation Accuracy: 0.919, Loss: 0.105 Epoch 19 Batch 319/538 - Train Accuracy: 0.919, Validation Accuracy: 0.915, Loss: 0.099 Epoch 19 Batch 320/538 - Train Accuracy: 0.916, Validation Accuracy: 0.917, Loss: 0.091 Epoch 19 Batch 321/538 - Train Accuracy: 0.919, Validation Accuracy: 0.928, Loss: 0.088 Epoch 19 Batch 322/538 - Train Accuracy: 0.930, Validation Accuracy: 0.930, Loss: 0.094 Epoch 19 Batch 323/538 - Train Accuracy: 0.914, Validation Accuracy: 0.926, Loss: 0.095 Epoch 19 Batch 324/538 - Train Accuracy: 0.913, Validation Accuracy: 0.926, Loss: 0.101 Epoch 19 Batch 325/538 - Train Accuracy: 0.933, Validation Accuracy: 0.922, Loss: 0.094 Epoch 19 Batch 326/538 - Train Accuracy: 0.931, Validation Accuracy: 0.925, Loss: 0.093 Epoch 19 Batch 327/538 - Train Accuracy: 0.919, Validation Accuracy: 0.927, Loss: 0.100 Epoch 19 Batch 328/538 - Train Accuracy: 0.934, Validation Accuracy: 0.930, Loss: 0.088 Epoch 19 Batch 329/538 - Train Accuracy: 0.916, Validation Accuracy: 0.926, Loss: 0.104 Epoch 19 Batch 330/538 - Train Accuracy: 0.938, Validation Accuracy: 0.922, Loss: 0.088 Epoch 19 Batch 331/538 - Train Accuracy: 0.920, Validation Accuracy: 0.923, Loss: 0.093 Epoch 19 Batch 332/538 - Train Accuracy: 0.917, Validation Accuracy: 0.919, Loss: 0.102 Epoch 19 Batch 333/538 - Train Accuracy: 0.922, Validation Accuracy: 0.912, Loss: 0.097 Epoch 19 Batch 334/538 - Train Accuracy: 0.919, Validation Accuracy: 0.911, Loss: 0.093 Epoch 19 Batch 335/538 - Train Accuracy: 0.923, Validation Accuracy: 0.915, Loss: 0.094 Epoch 19 Batch 336/538 - Train Accuracy: 0.927, Validation Accuracy: 0.915, Loss: 0.088 Epoch 19 Batch 337/538 - Train Accuracy: 0.912, Validation Accuracy: 0.919, Loss: 0.101 Epoch 19 Batch 338/538 - Train Accuracy: 0.928, Validation Accuracy: 0.925, Loss: 0.095 Epoch 19 Batch 339/538 - Train Accuracy: 0.911, Validation Accuracy: 0.922, Loss: 0.094 Epoch 19 Batch 340/538 - Train Accuracy: 0.910, Validation Accuracy: 0.923, Loss: 0.103 Epoch 19 Batch 341/538 - Train Accuracy: 0.928, Validation Accuracy: 0.928, Loss: 0.091 Epoch 19 Batch 342/538 - Train Accuracy: 0.913, Validation Accuracy: 0.925, Loss: 0.100 Epoch 19 Batch 343/538 - Train Accuracy: 0.940, Validation Accuracy: 0.917, Loss: 0.100 Epoch 19 Batch 344/538 - Train Accuracy: 0.925, Validation Accuracy: 0.922, Loss: 0.089 Epoch 19 Batch 345/538 - Train Accuracy: 0.922, Validation Accuracy: 0.920, Loss: 0.097 Epoch 19 Batch 346/538 - Train Accuracy: 0.911, Validation Accuracy: 0.924, Loss: 0.096 Epoch 19 Batch 347/538 - Train Accuracy: 0.930, Validation Accuracy: 0.925, Loss: 0.093 Epoch 19 Batch 348/538 - Train Accuracy: 0.933, Validation Accuracy: 0.928, Loss: 0.095 Epoch 19 Batch 349/538 - Train Accuracy: 0.929, Validation Accuracy: 0.922, Loss: 0.084 Epoch 19 Batch 350/538 - Train Accuracy: 0.929, Validation Accuracy: 0.915, Loss: 0.106 Epoch 19 Batch 351/538 - Train Accuracy: 0.926, Validation Accuracy: 0.918, Loss: 0.114 Epoch 19 Batch 352/538 - Train Accuracy: 0.909, Validation Accuracy: 0.921, Loss: 0.121 Epoch 19 Batch 353/538 - Train Accuracy: 0.909, Validation Accuracy: 0.922, Loss: 0.106 Epoch 19 Batch 354/538 - Train Accuracy: 0.909, Validation Accuracy: 0.924, Loss: 0.098 Epoch 19 Batch 355/538 - Train Accuracy: 0.919, Validation Accuracy: 0.926, Loss: 0.103 Epoch 19 Batch 356/538 - Train Accuracy: 0.923, Validation Accuracy: 0.925, Loss: 0.096 Epoch 19 Batch 357/538 - Train Accuracy: 0.942, Validation Accuracy: 0.919, Loss: 0.091 Epoch 19 Batch 358/538 - Train Accuracy: 0.927, Validation Accuracy: 0.917, Loss: 0.089 Epoch 19 Batch 359/538 - Train Accuracy: 0.906, Validation Accuracy: 0.922, Loss: 0.102 Epoch 19 Batch 360/538 - Train Accuracy: 0.914, Validation Accuracy: 0.921, Loss: 0.097 Epoch 19 Batch 361/538 - Train Accuracy: 0.939, Validation Accuracy: 0.920, Loss: 0.101 Epoch 19 Batch 362/538 - Train Accuracy: 0.932, Validation Accuracy: 0.925, Loss: 0.088 Epoch 19 Batch 363/538 - Train Accuracy: 0.911, Validation Accuracy: 0.934, Loss: 0.094 Epoch 19 Batch 364/538 - Train Accuracy: 0.912, Validation Accuracy: 0.928, Loss: 0.116 Epoch 19 Batch 365/538 - Train Accuracy: 0.926, Validation Accuracy: 0.930, Loss: 0.102 Epoch 19 Batch 366/538 - Train Accuracy: 0.929, Validation Accuracy: 0.930, Loss: 0.112 Epoch 19 Batch 367/538 - Train Accuracy: 0.938, Validation Accuracy: 0.920, Loss: 0.086 Epoch 19 Batch 368/538 - Train Accuracy: 0.919, Validation Accuracy: 0.925, Loss: 0.094 Epoch 19 Batch 369/538 - Train Accuracy: 0.936, Validation Accuracy: 0.928, Loss: 0.089 Epoch 19 Batch 370/538 - Train Accuracy: 0.922, Validation Accuracy: 0.929, Loss: 0.102 Epoch 19 Batch 371/538 - Train Accuracy: 0.933, Validation Accuracy: 0.927, Loss: 0.100 Epoch 19 Batch 372/538 - Train Accuracy: 0.946, Validation Accuracy: 0.929, Loss: 0.096 Epoch 19 Batch 373/538 - Train Accuracy: 0.917, Validation Accuracy: 0.923, Loss: 0.088 Epoch 19 Batch 374/538 - Train Accuracy: 0.918, Validation Accuracy: 0.917, Loss: 0.097 Epoch 19 Batch 375/538 - Train Accuracy: 0.920, Validation Accuracy: 0.924, Loss: 0.084 Epoch 19 Batch 376/538 - Train Accuracy: 0.929, Validation Accuracy: 0.931, Loss: 0.096 Epoch 19 Batch 377/538 - Train Accuracy: 0.924, Validation Accuracy: 0.936, Loss: 0.098 Epoch 19 Batch 378/538 - Train Accuracy: 0.928, Validation Accuracy: 0.935, Loss: 0.087 Epoch 19 Batch 379/538 - Train Accuracy: 0.932, Validation Accuracy: 0.930, Loss: 0.101 Epoch 19 Batch 380/538 - Train Accuracy: 0.933, Validation Accuracy: 0.931, Loss: 0.085 Epoch 19 Batch 381/538 - Train Accuracy: 0.937, Validation Accuracy: 0.931, Loss: 0.092 Epoch 19 Batch 382/538 - Train Accuracy: 0.913, Validation Accuracy: 0.931, Loss: 0.106 Epoch 19 Batch 383/538 - Train Accuracy: 0.913, Validation Accuracy: 0.933, Loss: 0.099 Epoch 19 Batch 384/538 - Train Accuracy: 0.907, Validation Accuracy: 0.931, Loss: 0.094 Epoch 19 Batch 385/538 - Train Accuracy: 0.922, Validation Accuracy: 0.929, Loss: 0.091 Epoch 19 Batch 386/538 - Train Accuracy: 0.921, Validation Accuracy: 0.931, Loss: 0.101 Epoch 19 Batch 387/538 - Train Accuracy: 0.929, Validation Accuracy: 0.931, Loss: 0.097 Epoch 19 Batch 388/538 - Train Accuracy: 0.935, Validation Accuracy: 0.932, Loss: 0.102 Epoch 19 Batch 389/538 - Train Accuracy: 0.907, Validation Accuracy: 0.926, Loss: 0.112 Epoch 19 Batch 390/538 - Train Accuracy: 0.929, Validation Accuracy: 0.923, Loss: 0.085 Epoch 19 Batch 391/538 - Train Accuracy: 0.916, Validation Accuracy: 0.927, Loss: 0.099 Epoch 19 Batch 392/538 - Train Accuracy: 0.925, Validation Accuracy: 0.926, Loss: 0.086 Epoch 19 Batch 393/538 - Train Accuracy: 0.935, Validation Accuracy: 0.923, Loss: 0.087 Epoch 19 Batch 394/538 - Train Accuracy: 0.890, Validation Accuracy: 0.922, Loss: 0.097 Epoch 19 Batch 395/538 - Train Accuracy: 0.901, Validation Accuracy: 0.922, Loss: 0.102 Epoch 19 Batch 396/538 - Train Accuracy: 0.927, Validation Accuracy: 0.919, Loss: 0.092 Epoch 19 Batch 397/538 - Train Accuracy: 0.928, Validation Accuracy: 0.917, Loss: 0.097 Epoch 19 Batch 398/538 - Train Accuracy: 0.925, Validation Accuracy: 0.919, Loss: 0.091 Epoch 19 Batch 399/538 - Train Accuracy: 0.910, Validation Accuracy: 0.917, Loss: 0.113 Epoch 19 Batch 400/538 - Train Accuracy: 0.928, Validation Accuracy: 0.913, Loss: 0.096 Epoch 19 Batch 401/538 - Train Accuracy: 0.929, Validation Accuracy: 0.919, Loss: 0.089 Epoch 19 Batch 402/538 - Train Accuracy: 0.919, Validation Accuracy: 0.915, Loss: 0.095 Epoch 19 Batch 403/538 - Train Accuracy: 0.923, Validation Accuracy: 0.914, Loss: 0.096 Epoch 19 Batch 404/538 - Train Accuracy: 0.922, Validation Accuracy: 0.917, Loss: 0.103 Epoch 19 Batch 405/538 - Train Accuracy: 0.922, Validation Accuracy: 0.915, Loss: 0.090 Epoch 19 Batch 406/538 - Train Accuracy: 0.929, Validation Accuracy: 0.922, Loss: 0.094 Epoch 19 Batch 407/538 - Train Accuracy: 0.942, Validation Accuracy: 0.916, Loss: 0.091 Epoch 19 Batch 408/538 - Train Accuracy: 0.911, Validation Accuracy: 0.916, Loss: 0.107 Epoch 19 Batch 409/538 - Train Accuracy: 0.914, Validation Accuracy: 0.918, Loss: 0.102 Epoch 19 Batch 410/538 - Train Accuracy: 0.936, Validation Accuracy: 0.915, Loss: 0.100 Epoch 19 Batch 411/538 - Train Accuracy: 0.931, Validation Accuracy: 0.915, Loss: 0.101 Epoch 19 Batch 412/538 - Train Accuracy: 0.913, Validation Accuracy: 0.925, Loss: 0.094 Epoch 19 Batch 413/538 - Train Accuracy: 0.917, Validation Accuracy: 0.928, Loss: 0.094 Epoch 19 Batch 414/538 - Train Accuracy: 0.896, Validation Accuracy: 0.931, Loss: 0.109 Epoch 19 Batch 415/538 - Train Accuracy: 0.905, Validation Accuracy: 0.931, Loss: 0.099 Epoch 19 Batch 416/538 - Train Accuracy: 0.935, Validation Accuracy: 0.931, Loss: 0.099 Epoch 19 Batch 417/538 - Train Accuracy: 0.919, Validation Accuracy: 0.927, Loss: 0.094 Epoch 19 Batch 418/538 - Train Accuracy: 0.929, Validation Accuracy: 0.928, Loss: 0.107 Epoch 19 Batch 419/538 - Train Accuracy: 0.935, Validation Accuracy: 0.926, Loss: 0.086 Epoch 19 Batch 420/538 - Train Accuracy: 0.940, Validation Accuracy: 0.922, Loss: 0.088 Epoch 19 Batch 421/538 - Train Accuracy: 0.930, Validation Accuracy: 0.921, Loss: 0.088 Epoch 19 Batch 422/538 - Train Accuracy: 0.930, Validation Accuracy: 0.922, Loss: 0.096 Epoch 19 Batch 423/538 - Train Accuracy: 0.926, Validation Accuracy: 0.925, Loss: 0.101 Epoch 19 Batch 424/538 - Train Accuracy: 0.917, Validation Accuracy: 0.925, Loss: 0.096 Epoch 19 Batch 425/538 - Train Accuracy: 0.918, Validation Accuracy: 0.923, Loss: 0.108 Epoch 19 Batch 426/538 - Train Accuracy: 0.929, Validation Accuracy: 0.915, Loss: 0.102 Epoch 19 Batch 427/538 - Train Accuracy: 0.898, Validation Accuracy: 0.915, Loss: 0.104 Epoch 19 Batch 428/538 - Train Accuracy: 0.926, Validation Accuracy: 0.911, Loss: 0.089 Epoch 19 Batch 429/538 - Train Accuracy: 0.919, Validation Accuracy: 0.909, Loss: 0.106 Epoch 19 Batch 430/538 - Train Accuracy: 0.911, Validation Accuracy: 0.915, Loss: 0.093 Epoch 19 Batch 431/538 - Train Accuracy: 0.939, Validation Accuracy: 0.916, Loss: 0.094 Epoch 19 Batch 432/538 - Train Accuracy: 0.917, Validation Accuracy: 0.921, Loss: 0.092 Epoch 19 Batch 433/538 - Train Accuracy: 0.909, Validation Accuracy: 0.920, Loss: 0.120 Epoch 19 Batch 434/538 - Train Accuracy: 0.898, Validation Accuracy: 0.923, Loss: 0.102 Epoch 19 Batch 435/538 - Train Accuracy: 0.922, Validation Accuracy: 0.925, Loss: 0.099 Epoch 19 Batch 436/538 - Train Accuracy: 0.910, Validation Accuracy: 0.918, Loss: 0.107 Epoch 19 Batch 437/538 - Train Accuracy: 0.939, Validation Accuracy: 0.910, Loss: 0.086 Epoch 19 Batch 438/538 - Train Accuracy: 0.938, Validation Accuracy: 0.911, Loss: 0.093 Epoch 19 Batch 439/538 - Train Accuracy: 0.938, Validation Accuracy: 0.911, Loss: 0.092 Epoch 19 Batch 440/538 - Train Accuracy: 0.913, Validation Accuracy: 0.915, Loss: 0.097 Epoch 19 Batch 441/538 - Train Accuracy: 0.918, Validation Accuracy: 0.914, Loss: 0.112 Epoch 19 Batch 442/538 - Train Accuracy: 0.930, Validation Accuracy: 0.912, Loss: 0.086 Epoch 19 Batch 443/538 - Train Accuracy: 0.923, Validation Accuracy: 0.919, Loss: 0.097 Epoch 19 Batch 444/538 - Train Accuracy: 0.935, Validation Accuracy: 0.919, Loss: 0.104 Epoch 19 Batch 445/538 - Train Accuracy: 0.942, Validation Accuracy: 0.924, Loss: 0.097 Epoch 19 Batch 446/538 - Train Accuracy: 0.931, Validation Accuracy: 0.920, Loss: 0.091 Epoch 19 Batch 447/538 - Train Accuracy: 0.911, Validation Accuracy: 0.915, Loss: 0.100 Epoch 19 Batch 448/538 - Train Accuracy: 0.928, Validation Accuracy: 0.916, Loss: 0.084 Epoch 19 Batch 449/538 - Train Accuracy: 0.936, Validation Accuracy: 0.917, Loss: 0.099 Epoch 19 Batch 450/538 - Train Accuracy: 0.904, Validation Accuracy: 0.917, Loss: 0.112 Epoch 19 Batch 451/538 - Train Accuracy: 0.898, Validation Accuracy: 0.916, Loss: 0.095 Epoch 19 Batch 452/538 - Train Accuracy: 0.911, Validation Accuracy: 0.919, Loss: 0.086 Epoch 19 Batch 453/538 - Train Accuracy: 0.915, Validation Accuracy: 0.918, Loss: 0.103 Epoch 19 Batch 454/538 - Train Accuracy: 0.923, Validation Accuracy: 0.917, Loss: 0.098 Epoch 19 Batch 455/538 - Train Accuracy: 0.926, Validation Accuracy: 0.919, Loss: 0.087 Epoch 19 Batch 456/538 - Train Accuracy: 0.934, Validation Accuracy: 0.924, Loss: 0.119 Epoch 19 Batch 457/538 - Train Accuracy: 0.913, Validation Accuracy: 0.931, Loss: 0.091 Epoch 19 Batch 458/538 - Train Accuracy: 0.933, Validation Accuracy: 0.926, Loss: 0.089 Epoch 19 Batch 459/538 - Train Accuracy: 0.933, Validation Accuracy: 0.922, Loss: 0.083 Epoch 19 Batch 460/538 - Train Accuracy: 0.905, Validation Accuracy: 0.925, Loss: 0.092 Epoch 19 Batch 461/538 - Train Accuracy: 0.940, Validation Accuracy: 0.925, Loss: 0.094 Epoch 19 Batch 462/538 - Train Accuracy: 0.931, Validation Accuracy: 0.925, Loss: 0.098 Epoch 19 Batch 463/538 - Train Accuracy: 0.905, Validation Accuracy: 0.923, Loss: 0.104 Epoch 19 Batch 464/538 - Train Accuracy: 0.929, Validation Accuracy: 0.919, Loss: 0.089 Epoch 19 Batch 465/538 - Train Accuracy: 0.909, Validation Accuracy: 0.913, Loss: 0.094 Epoch 19 Batch 466/538 - Train Accuracy: 0.916, Validation Accuracy: 0.920, Loss: 0.102 Epoch 19 Batch 467/538 - Train Accuracy: 0.940, Validation Accuracy: 0.920, Loss: 0.097 Epoch 19 Batch 468/538 - Train Accuracy: 0.923, Validation Accuracy: 0.929, Loss: 0.101 Epoch 19 Batch 469/538 - Train Accuracy: 0.925, Validation Accuracy: 0.930, Loss: 0.093 Epoch 19 Batch 470/538 - Train Accuracy: 0.929, Validation Accuracy: 0.922, Loss: 0.093 Epoch 19 Batch 471/538 - Train Accuracy: 0.940, Validation Accuracy: 0.926, Loss: 0.085 Epoch 19 Batch 472/538 - Train Accuracy: 0.955, Validation Accuracy: 0.925, Loss: 0.083 Epoch 19 Batch 473/538 - Train Accuracy: 0.906, Validation Accuracy: 0.923, Loss: 0.100 Epoch 19 Batch 474/538 - Train Accuracy: 0.937, Validation Accuracy: 0.925, Loss: 0.095 Epoch 19 Batch 475/538 - Train Accuracy: 0.928, Validation Accuracy: 0.918, Loss: 0.095 Epoch 19 Batch 476/538 - Train Accuracy: 0.926, Validation Accuracy: 0.907, Loss: 0.093 Epoch 19 Batch 477/538 - Train Accuracy: 0.906, Validation Accuracy: 0.905, Loss: 0.108 Epoch 19 Batch 478/538 - Train Accuracy: 0.931, Validation Accuracy: 0.917, Loss: 0.085 Epoch 19 Batch 479/538 - Train Accuracy: 0.915, Validation Accuracy: 0.920, Loss: 0.095 Epoch 19 Batch 480/538 - Train Accuracy: 0.931, Validation Accuracy: 0.928, Loss: 0.093 Epoch 19 Batch 481/538 - Train Accuracy: 0.948, Validation Accuracy: 0.924, Loss: 0.094 Epoch 19 Batch 482/538 - Train Accuracy: 0.916, Validation Accuracy: 0.929, Loss: 0.084 Epoch 19 Batch 483/538 - Train Accuracy: 0.895, Validation Accuracy: 0.924, Loss: 0.102 Epoch 19 Batch 484/538 - Train Accuracy: 0.912, Validation Accuracy: 0.923, Loss: 0.104 Epoch 19 Batch 485/538 - Train Accuracy: 0.927, Validation Accuracy: 0.923, Loss: 0.100 Epoch 19 Batch 486/538 - Train Accuracy: 0.936, Validation Accuracy: 0.924, Loss: 0.084 Epoch 19 Batch 487/538 - Train Accuracy: 0.939, Validation Accuracy: 0.928, Loss: 0.091 Epoch 19 Batch 488/538 - Train Accuracy: 0.949, Validation Accuracy: 0.927, Loss: 0.084 Epoch 19 Batch 489/538 - Train Accuracy: 0.911, Validation Accuracy: 0.920, Loss: 0.095 Epoch 19 Batch 490/538 - Train Accuracy: 0.922, Validation Accuracy: 0.914, Loss: 0.094 Epoch 19 Batch 491/538 - Train Accuracy: 0.904, Validation Accuracy: 0.915, Loss: 0.099 Epoch 19 Batch 492/538 - Train Accuracy: 0.926, Validation Accuracy: 0.916, Loss: 0.098 Epoch 19 Batch 493/538 - Train Accuracy: 0.906, Validation Accuracy: 0.917, Loss: 0.099 Epoch 19 Batch 494/538 - Train Accuracy: 0.936, Validation Accuracy: 0.917, Loss: 0.109 Epoch 19 Batch 495/538 - Train Accuracy: 0.939, Validation Accuracy: 0.919, Loss: 0.098 Epoch 19 Batch 496/538 - Train Accuracy: 0.924, Validation Accuracy: 0.925, Loss: 0.089 Epoch 19 Batch 497/538 - Train Accuracy: 0.935, Validation Accuracy: 0.928, Loss: 0.093 Epoch 19 Batch 498/538 - Train Accuracy: 0.920, Validation Accuracy: 0.928, Loss: 0.094 Epoch 19 Batch 499/538 - Train Accuracy: 0.922, Validation Accuracy: 0.928, Loss: 0.094 Epoch 19 Batch 500/538 - Train Accuracy: 0.943, Validation Accuracy: 0.930, Loss: 0.080 Epoch 19 Batch 501/538 - Train Accuracy: 0.945, Validation Accuracy: 0.927, Loss: 0.101 Epoch 19 Batch 502/538 - Train Accuracy: 0.919, Validation Accuracy: 0.928, Loss: 0.090 Epoch 19 Batch 503/538 - Train Accuracy: 0.939, Validation Accuracy: 0.919, Loss: 0.098 Epoch 19 Batch 504/538 - Train Accuracy: 0.944, Validation Accuracy: 0.920, Loss: 0.083 Epoch 19 Batch 505/538 - Train Accuracy: 0.938, Validation Accuracy: 0.919, Loss: 0.080 Epoch 19 Batch 506/538 - Train Accuracy: 0.930, Validation Accuracy: 0.924, Loss: 0.091 Epoch 19 Batch 507/538 - Train Accuracy: 0.904, Validation Accuracy: 0.926, Loss: 0.101 Epoch 19 Batch 508/538 - Train Accuracy: 0.925, Validation Accuracy: 0.919, Loss: 0.094 Epoch 19 Batch 509/538 - Train Accuracy: 0.924, Validation Accuracy: 0.922, Loss: 0.095 Epoch 19 Batch 510/538 - Train Accuracy: 0.926, Validation Accuracy: 0.922, Loss: 0.092 Epoch 19 Batch 511/538 - Train Accuracy: 0.928, Validation Accuracy: 0.925, Loss: 0.091 Epoch 19 Batch 512/538 - Train Accuracy: 0.930, Validation Accuracy: 0.926, Loss: 0.098 Epoch 19 Batch 513/538 - Train Accuracy: 0.913, Validation Accuracy: 0.921, Loss: 0.096 Epoch 19 Batch 514/538 - Train Accuracy: 0.931, Validation Accuracy: 0.923, Loss: 0.090 Epoch 19 Batch 515/538 - Train Accuracy: 0.931, Validation Accuracy: 0.925, Loss: 0.095 Epoch 19 Batch 516/538 - Train Accuracy: 0.900, Validation Accuracy: 0.923, Loss: 0.097 Epoch 19 Batch 517/538 - Train Accuracy: 0.927, Validation Accuracy: 0.921, Loss: 0.092 Epoch 19 Batch 518/538 - Train Accuracy: 0.903, Validation Accuracy: 0.927, Loss: 0.107 Epoch 19 Batch 519/538 - Train Accuracy: 0.923, Validation Accuracy: 0.926, Loss: 0.093 Epoch 19 Batch 520/538 - Train Accuracy: 0.940, Validation Accuracy: 0.924, Loss: 0.101 Epoch 19 Batch 521/538 - Train Accuracy: 0.912, Validation Accuracy: 0.924, Loss: 0.105 Epoch 19 Batch 522/538 - Train Accuracy: 0.919, Validation Accuracy: 0.922, Loss: 0.092 Epoch 19 Batch 523/538 - Train Accuracy: 0.924, Validation Accuracy: 0.920, Loss: 0.103 Epoch 19 Batch 524/538 - Train Accuracy: 0.920, Validation Accuracy: 0.922, Loss: 0.097 Epoch 19 Batch 525/538 - Train Accuracy: 0.939, Validation Accuracy: 0.933, Loss: 0.092 Epoch 19 Batch 526/538 - Train Accuracy: 0.918, Validation Accuracy: 0.936, Loss: 0.096 Epoch 19 Batch 527/538 - Train Accuracy: 0.934, Validation Accuracy: 0.934, Loss: 0.096 Epoch 19 Batch 528/538 - Train Accuracy: 0.926, Validation Accuracy: 0.936, Loss: 0.101 Epoch 19 Batch 529/538 - Train Accuracy: 0.899, Validation Accuracy: 0.933, Loss: 0.095 Epoch 19 Batch 530/538 - Train Accuracy: 0.905, Validation Accuracy: 0.932, Loss: 0.103 Epoch 19 Batch 531/538 - Train Accuracy: 0.937, Validation Accuracy: 0.936, Loss: 0.097 Epoch 19 Batch 532/538 - Train Accuracy: 0.914, Validation Accuracy: 0.935, Loss: 0.085 Epoch 19 Batch 533/538 - Train Accuracy: 0.933, Validation Accuracy: 0.931, Loss: 0.092 Epoch 19 Batch 534/538 - Train Accuracy: 0.934, Validation Accuracy: 0.936, Loss: 0.079 Epoch 19 Batch 535/538 - Train Accuracy: 0.933, Validation Accuracy: 0.927, Loss: 0.098 Epoch 19 Batch 536/538 - Train Accuracy: 0.932, Validation Accuracy: 0.926, Loss: 0.111 Epoch 20 Batch 0/538 - Train Accuracy: 0.946, Validation Accuracy: 0.923, Loss: 0.094 Epoch 20 Batch 1/538 - Train Accuracy: 0.934, Validation Accuracy: 0.917, Loss: 0.096 Epoch 20 Batch 2/538 - Train Accuracy: 0.923, Validation Accuracy: 0.915, Loss: 0.108 Epoch 20 Batch 3/538 - Train Accuracy: 0.929, Validation Accuracy: 0.917, Loss: 0.092 Epoch 20 Batch 4/538 - Train Accuracy: 0.920, Validation Accuracy: 0.922, Loss: 0.096 Epoch 20 Batch 5/538 - Train Accuracy: 0.921, Validation Accuracy: 0.919, Loss: 0.100 Epoch 20 Batch 6/538 - Train Accuracy: 0.933, Validation Accuracy: 0.920, Loss: 0.092 Epoch 20 Batch 7/538 - Train Accuracy: 0.930, Validation Accuracy: 0.918, Loss: 0.092 Epoch 20 Batch 8/538 - Train Accuracy: 0.935, Validation Accuracy: 0.918, Loss: 0.092 Epoch 20 Batch 9/538 - Train Accuracy: 0.926, Validation Accuracy: 0.916, Loss: 0.083 Epoch 20 Batch 10/538 - Train Accuracy: 0.907, Validation Accuracy: 0.909, Loss: 0.098 Epoch 20 Batch 11/538 - Train Accuracy: 0.925, Validation Accuracy: 0.909, Loss: 0.094 Epoch 20 Batch 12/538 - Train Accuracy: 0.916, Validation Accuracy: 0.909, Loss: 0.095 Epoch 20 Batch 13/538 - Train Accuracy: 0.939, Validation Accuracy: 0.915, Loss: 0.094 Epoch 20 Batch 14/538 - Train Accuracy: 0.926, Validation Accuracy: 0.918, Loss: 0.091 Epoch 20 Batch 15/538 - Train Accuracy: 0.940, Validation Accuracy: 0.915, Loss: 0.100 Epoch 20 Batch 16/538 - Train Accuracy: 0.916, Validation Accuracy: 0.918, Loss: 0.099 Epoch 20 Batch 17/538 - Train Accuracy: 0.950, Validation Accuracy: 0.917, Loss: 0.092 Epoch 20 Batch 18/538 - Train Accuracy: 0.936, Validation Accuracy: 0.924, Loss: 0.096 Epoch 20 Batch 19/538 - Train Accuracy: 0.917, Validation Accuracy: 0.929, Loss: 0.095 Epoch 20 Batch 20/538 - Train Accuracy: 0.926, Validation Accuracy: 0.938, Loss: 0.101 Epoch 20 Batch 21/538 - Train Accuracy: 0.953, Validation Accuracy: 0.936, Loss: 0.075 Epoch 20 Batch 22/538 - Train Accuracy: 0.910, Validation Accuracy: 0.940, Loss: 0.095 Epoch 20 Batch 23/538 - Train Accuracy: 0.918, Validation Accuracy: 0.938, Loss: 0.103 Epoch 20 Batch 24/538 - Train Accuracy: 0.927, Validation Accuracy: 0.934, Loss: 0.101 Epoch 20 Batch 25/538 - Train Accuracy: 0.927, Validation Accuracy: 0.927, Loss: 0.089 Epoch 20 Batch 26/538 - Train Accuracy: 0.925, Validation Accuracy: 0.925, Loss: 0.099 Epoch 20 Batch 27/538 - Train Accuracy: 0.934, Validation Accuracy: 0.925, Loss: 0.086 Epoch 20 Batch 28/538 - Train Accuracy: 0.916, Validation Accuracy: 0.935, Loss: 0.085 Epoch 20 Batch 29/538 - Train Accuracy: 0.916, Validation Accuracy: 0.936, Loss: 0.092 Epoch 20 Batch 30/538 - Train Accuracy: 0.919, Validation Accuracy: 0.934, Loss: 0.103 Epoch 20 Batch 31/538 - Train Accuracy: 0.943, Validation Accuracy: 0.928, Loss: 0.080 Epoch 20 Batch 32/538 - Train Accuracy: 0.919, Validation Accuracy: 0.927, Loss: 0.081 Epoch 20 Batch 33/538 - Train Accuracy: 0.937, Validation Accuracy: 0.924, Loss: 0.097 Epoch 20 Batch 34/538 - Train Accuracy: 0.912, Validation Accuracy: 0.922, Loss: 0.110 Epoch 20 Batch 35/538 - Train Accuracy: 0.943, Validation Accuracy: 0.922, Loss: 0.087 Epoch 20 Batch 36/538 - Train Accuracy: 0.931, Validation Accuracy: 0.920, Loss: 0.087 Epoch 20 Batch 37/538 - Train Accuracy: 0.926, Validation Accuracy: 0.916, Loss: 0.102 Epoch 20 Batch 38/538 - Train Accuracy: 0.903, Validation Accuracy: 0.916, Loss: 0.090 Epoch 20 Batch 39/538 - Train Accuracy: 0.923, Validation Accuracy: 0.915, Loss: 0.099 Epoch 20 Batch 40/538 - Train Accuracy: 0.935, Validation Accuracy: 0.917, Loss: 0.080 Epoch 20 Batch 41/538 - Train Accuracy: 0.933, Validation Accuracy: 0.918, Loss: 0.084 Epoch 20 Batch 42/538 - Train Accuracy: 0.917, Validation Accuracy: 0.920, Loss: 0.090 Epoch 20 Batch 43/538 - Train Accuracy: 0.911, Validation Accuracy: 0.919, Loss: 0.106 Epoch 20 Batch 44/538 - Train Accuracy: 0.909, Validation Accuracy: 0.914, Loss: 0.094 Epoch 20 Batch 45/538 - Train Accuracy: 0.936, Validation Accuracy: 0.915, Loss: 0.090 Epoch 20 Batch 46/538 - Train Accuracy: 0.947, Validation Accuracy: 0.916, Loss: 0.083 Epoch 20 Batch 47/538 - Train Accuracy: 0.918, Validation Accuracy: 0.913, Loss: 0.100 Epoch 20 Batch 48/538 - Train Accuracy: 0.922, Validation Accuracy: 0.910, Loss: 0.091 Epoch 20 Batch 49/538 - Train Accuracy: 0.923, Validation Accuracy: 0.914, Loss: 0.100 Epoch 20 Batch 50/538 - Train Accuracy: 0.928, Validation Accuracy: 0.914, Loss: 0.088 Epoch 20 Batch 51/538 - Train Accuracy: 0.906, Validation Accuracy: 0.919, Loss: 0.107 Epoch 20 Batch 52/538 - Train Accuracy: 0.921, Validation Accuracy: 0.920, Loss: 0.096 Epoch 20 Batch 53/538 - Train Accuracy: 0.914, Validation Accuracy: 0.924, Loss: 0.089 Epoch 20 Batch 54/538 - Train Accuracy: 0.928, Validation Accuracy: 0.920, Loss: 0.088 Epoch 20 Batch 55/538 - Train Accuracy: 0.907, Validation Accuracy: 0.918, Loss: 0.093 Epoch 20 Batch 56/538 - Train Accuracy: 0.918, Validation Accuracy: 0.915, Loss: 0.087 Epoch 20 Batch 57/538 - Train Accuracy: 0.907, Validation Accuracy: 0.913, Loss: 0.103 Epoch 20 Batch 58/538 - Train Accuracy: 0.918, Validation Accuracy: 0.913, Loss: 0.093 Epoch 20 Batch 59/538 - Train Accuracy: 0.909, Validation Accuracy: 0.915, Loss: 0.099 Epoch 20 Batch 60/538 - Train Accuracy: 0.933, Validation Accuracy: 0.921, Loss: 0.093 Epoch 20 Batch 61/538 - Train Accuracy: 0.929, Validation Accuracy: 0.928, Loss: 0.095 Epoch 20 Batch 62/538 - Train Accuracy: 0.934, Validation Accuracy: 0.930, Loss: 0.088 Epoch 20 Batch 63/538 - Train Accuracy: 0.939, Validation Accuracy: 0.933, Loss: 0.084 Epoch 20 Batch 64/538 - Train Accuracy: 0.912, Validation Accuracy: 0.930, Loss: 0.087 Epoch 20 Batch 65/538 - Train Accuracy: 0.894, Validation Accuracy: 0.920, Loss: 0.098 Epoch 20 Batch 66/538 - Train Accuracy: 0.938, Validation Accuracy: 0.908, Loss: 0.080 Epoch 20 Batch 67/538 - Train Accuracy: 0.944, Validation Accuracy: 0.912, Loss: 0.093 Epoch 20 Batch 68/538 - Train Accuracy: 0.916, Validation Accuracy: 0.924, Loss: 0.079 Epoch 20 Batch 69/538 - Train Accuracy: 0.936, Validation Accuracy: 0.926, Loss: 0.083 Epoch 20 Batch 70/538 - Train Accuracy: 0.926, Validation Accuracy: 0.918, Loss: 0.090 Epoch 20 Batch 71/538 - Train Accuracy: 0.915, Validation Accuracy: 0.923, Loss: 0.100 Epoch 20 Batch 72/538 - Train Accuracy: 0.930, Validation Accuracy: 0.922, Loss: 0.113 Epoch 20 Batch 73/538 - Train Accuracy: 0.918, Validation Accuracy: 0.917, Loss: 0.097 Epoch 20 Batch 74/538 - Train Accuracy: 0.911, Validation Accuracy: 0.919, Loss: 0.086 Epoch 20 Batch 75/538 - Train Accuracy: 0.908, Validation Accuracy: 0.919, Loss: 0.090 Epoch 20 Batch 76/538 - Train Accuracy: 0.930, Validation Accuracy: 0.921, Loss: 0.104 Epoch 20 Batch 77/538 - Train Accuracy: 0.922, Validation Accuracy: 0.925, Loss: 0.086 Epoch 20 Batch 78/538 - Train Accuracy: 0.917, Validation Accuracy: 0.929, Loss: 0.096 Epoch 20 Batch 79/538 - Train Accuracy: 0.923, Validation Accuracy: 0.933, Loss: 0.082 Epoch 20 Batch 80/538 - Train Accuracy: 0.925, Validation Accuracy: 0.930, Loss: 0.097 Epoch 20 Batch 81/538 - Train Accuracy: 0.925, Validation Accuracy: 0.931, Loss: 0.090 Epoch 20 Batch 82/538 - Train Accuracy: 0.916, Validation Accuracy: 0.927, Loss: 0.087 Epoch 20 Batch 83/538 - Train Accuracy: 0.917, Validation Accuracy: 0.927, Loss: 0.102 Epoch 20 Batch 84/538 - Train Accuracy: 0.921, Validation Accuracy: 0.919, Loss: 0.099 Epoch 20 Batch 85/538 - Train Accuracy: 0.926, Validation Accuracy: 0.917, Loss: 0.078 Epoch 20 Batch 86/538 - Train Accuracy: 0.938, Validation Accuracy: 0.917, Loss: 0.090 Epoch 20 Batch 87/538 - Train Accuracy: 0.910, Validation Accuracy: 0.921, Loss: 0.094 Epoch 20 Batch 88/538 - Train Accuracy: 0.927, Validation Accuracy: 0.920, Loss: 0.092 Epoch 20 Batch 89/538 - Train Accuracy: 0.939, Validation Accuracy: 0.926, Loss: 0.086 Epoch 20 Batch 90/538 - Train Accuracy: 0.928, Validation Accuracy: 0.929, Loss: 0.099 Epoch 20 Batch 91/538 - Train Accuracy: 0.931, Validation Accuracy: 0.926, Loss: 0.085 Epoch 20 Batch 92/538 - Train Accuracy: 0.921, Validation Accuracy: 0.926, Loss: 0.101 Epoch 20 Batch 93/538 - Train Accuracy: 0.930, Validation Accuracy: 0.926, Loss: 0.085 Epoch 20 Batch 94/538 - Train Accuracy: 0.938, Validation Accuracy: 0.929, Loss: 0.085 Epoch 20 Batch 95/538 - Train Accuracy: 0.909, Validation Accuracy: 0.926, Loss: 0.086 Epoch 20 Batch 96/538 - Train Accuracy: 0.944, Validation Accuracy: 0.927, Loss: 0.076 Epoch 20 Batch 97/538 - Train Accuracy: 0.937, Validation Accuracy: 0.929, Loss: 0.084 Epoch 20 Batch 98/538 - Train Accuracy: 0.927, Validation Accuracy: 0.936, Loss: 0.097 Epoch 20 Batch 99/538 - Train Accuracy: 0.929, Validation Accuracy: 0.931, Loss: 0.085 Epoch 20 Batch 100/538 - Train Accuracy: 0.927, Validation Accuracy: 0.926, Loss: 0.086 Epoch 20 Batch 101/538 - Train Accuracy: 0.903, Validation Accuracy: 0.927, Loss: 0.103 Epoch 20 Batch 102/538 - Train Accuracy: 0.920, Validation Accuracy: 0.921, Loss: 0.098 Epoch 20 Batch 103/538 - Train Accuracy: 0.934, Validation Accuracy: 0.927, Loss: 0.096 Epoch 20 Batch 104/538 - Train Accuracy: 0.924, Validation Accuracy: 0.926, Loss: 0.085 Epoch 20 Batch 105/538 - Train Accuracy: 0.926, Validation Accuracy: 0.935, Loss: 0.079 Epoch 20 Batch 106/538 - Train Accuracy: 0.913, Validation Accuracy: 0.935, Loss: 0.078 Epoch 20 Batch 107/538 - Train Accuracy: 0.910, Validation Accuracy: 0.937, Loss: 0.103 Epoch 20 Batch 108/538 - Train Accuracy: 0.948, Validation Accuracy: 0.932, Loss: 0.093 Epoch 20 Batch 109/538 - Train Accuracy: 0.943, Validation Accuracy: 0.926, Loss: 0.078 Epoch 20 Batch 110/538 - Train Accuracy: 0.933, Validation Accuracy: 0.929, Loss: 0.095 Epoch 20 Batch 111/538 - Train Accuracy: 0.932, Validation Accuracy: 0.929, Loss: 0.085 Epoch 20 Batch 112/538 - Train Accuracy: 0.917, Validation Accuracy: 0.932, Loss: 0.095 Epoch 20 Batch 113/538 - Train Accuracy: 0.912, Validation Accuracy: 0.931, Loss: 0.095 Epoch 20 Batch 114/538 - Train Accuracy: 0.930, Validation Accuracy: 0.932, Loss: 0.082 Epoch 20 Batch 115/538 - Train Accuracy: 0.934, Validation Accuracy: 0.934, Loss: 0.096 Epoch 20 Batch 116/538 - Train Accuracy: 0.917, Validation Accuracy: 0.931, Loss: 0.103 Epoch 20 Batch 117/538 - Train Accuracy: 0.915, Validation Accuracy: 0.936, Loss: 0.094 Epoch 20 Batch 118/538 - Train Accuracy: 0.924, Validation Accuracy: 0.940, Loss: 0.083 Epoch 20 Batch 119/538 - Train Accuracy: 0.940, Validation Accuracy: 0.941, Loss: 0.072 Epoch 20 Batch 120/538 - Train Accuracy: 0.940, Validation Accuracy: 0.938, Loss: 0.082 Epoch 20 Batch 121/538 - Train Accuracy: 0.932, Validation Accuracy: 0.937, Loss: 0.089 Epoch 20 Batch 122/538 - Train Accuracy: 0.942, Validation Accuracy: 0.936, Loss: 0.082 Epoch 20 Batch 123/538 - Train Accuracy: 0.931, Validation Accuracy: 0.939, Loss: 0.081 Epoch 20 Batch 124/538 - Train Accuracy: 0.926, Validation Accuracy: 0.933, Loss: 0.085 Epoch 20 Batch 125/538 - Train Accuracy: 0.933, Validation Accuracy: 0.931, Loss: 0.093 Epoch 20 Batch 126/538 - Train Accuracy: 0.917, Validation Accuracy: 0.934, Loss: 0.089 Epoch 20 Batch 127/538 - Train Accuracy: 0.919, Validation Accuracy: 0.929, Loss: 0.094 Epoch 20 Batch 128/538 - Train Accuracy: 0.923, Validation Accuracy: 0.935, Loss: 0.085 Epoch 20 Batch 129/538 - Train Accuracy: 0.929, Validation Accuracy: 0.935, Loss: 0.077 Epoch 20 Batch 130/538 - Train Accuracy: 0.927, Validation Accuracy: 0.938, Loss: 0.080 Epoch 20 Batch 131/538 - Train Accuracy: 0.955, Validation Accuracy: 0.935, Loss: 0.089 Epoch 20 Batch 132/538 - Train Accuracy: 0.912, Validation Accuracy: 0.934, Loss: 0.088 Epoch 20 Batch 133/538 - Train Accuracy: 0.927, Validation Accuracy: 0.927, Loss: 0.087 Epoch 20 Batch 134/538 - Train Accuracy: 0.900, Validation Accuracy: 0.927, Loss: 0.105 Epoch 20 Batch 135/538 - Train Accuracy: 0.924, Validation Accuracy: 0.927, Loss: 0.105 Epoch 20 Batch 136/538 - Train Accuracy: 0.923, Validation Accuracy: 0.927, Loss: 0.086 Epoch 20 Batch 137/538 - Train Accuracy: 0.913, Validation Accuracy: 0.926, Loss: 0.101 Epoch 20 Batch 138/538 - Train Accuracy: 0.912, Validation Accuracy: 0.933, Loss: 0.091 Epoch 20 Batch 139/538 - Train Accuracy: 0.915, Validation Accuracy: 0.928, Loss: 0.100 Epoch 20 Batch 140/538 - Train Accuracy: 0.919, Validation Accuracy: 0.921, Loss: 0.106 Epoch 20 Batch 141/538 - Train Accuracy: 0.929, Validation Accuracy: 0.913, Loss: 0.105 Epoch 20 Batch 142/538 - Train Accuracy: 0.938, Validation Accuracy: 0.919, Loss: 0.082 Epoch 20 Batch 143/538 - Train Accuracy: 0.924, Validation Accuracy: 0.916, Loss: 0.099 Epoch 20 Batch 144/538 - Train Accuracy: 0.923, Validation Accuracy: 0.919, Loss: 0.107 Epoch 20 Batch 145/538 - Train Accuracy: 0.918, Validation Accuracy: 0.923, Loss: 0.111 Epoch 20 Batch 146/538 - Train Accuracy: 0.932, Validation Accuracy: 0.925, Loss: 0.089 Epoch 20 Batch 147/538 - Train Accuracy: 0.929, Validation Accuracy: 0.925, Loss: 0.096 Epoch 20 Batch 148/538 - Train Accuracy: 0.914, Validation Accuracy: 0.925, Loss: 0.107 Epoch 20 Batch 149/538 - Train Accuracy: 0.935, Validation Accuracy: 0.922, Loss: 0.086 Epoch 20 Batch 150/538 - Train Accuracy: 0.933, Validation Accuracy: 0.920, Loss: 0.085 Epoch 20 Batch 151/538 - Train Accuracy: 0.922, Validation Accuracy: 0.924, Loss: 0.088 Epoch 20 Batch 152/538 - Train Accuracy: 0.924, Validation Accuracy: 0.927, Loss: 0.094 Epoch 20 Batch 153/538 - Train Accuracy: 0.908, Validation Accuracy: 0.928, Loss: 0.094 Epoch 20 Batch 154/538 - Train Accuracy: 0.933, Validation Accuracy: 0.932, Loss: 0.086 Epoch 20 Batch 155/538 - Train Accuracy: 0.924, Validation Accuracy: 0.932, Loss: 0.095 Epoch 20 Batch 156/538 - Train Accuracy: 0.948, Validation Accuracy: 0.922, Loss: 0.086 Epoch 20 Batch 157/538 - Train Accuracy: 0.930, Validation Accuracy: 0.926, Loss: 0.081 Epoch 20 Batch 158/538 - Train Accuracy: 0.935, Validation Accuracy: 0.921, Loss: 0.096 Epoch 20 Batch 159/538 - Train Accuracy: 0.926, Validation Accuracy: 0.923, Loss: 0.108 Epoch 20 Batch 160/538 - Train Accuracy: 0.894, Validation Accuracy: 0.920, Loss: 0.094 Epoch 20 Batch 161/538 - Train Accuracy: 0.921, Validation Accuracy: 0.924, Loss: 0.092 Epoch 20 Batch 162/538 - Train Accuracy: 0.933, Validation Accuracy: 0.926, Loss: 0.086 Epoch 20 Batch 163/538 - Train Accuracy: 0.910, Validation Accuracy: 0.920, Loss: 0.104 Epoch 20 Batch 164/538 - Train Accuracy: 0.907, Validation Accuracy: 0.929, Loss: 0.095 Epoch 20 Batch 165/538 - Train Accuracy: 0.918, Validation Accuracy: 0.928, Loss: 0.082 Epoch 20 Batch 166/538 - Train Accuracy: 0.951, Validation Accuracy: 0.921, Loss: 0.088 Epoch 20 Batch 167/538 - Train Accuracy: 0.920, Validation Accuracy: 0.921, Loss: 0.117 Epoch 20 Batch 168/538 - Train Accuracy: 0.888, Validation Accuracy: 0.918, Loss: 0.108 Epoch 20 Batch 169/538 - Train Accuracy: 0.936, Validation Accuracy: 0.925, Loss: 0.088 Epoch 20 Batch 170/538 - Train Accuracy: 0.925, Validation Accuracy: 0.931, Loss: 0.091 Epoch 20 Batch 171/538 - Train Accuracy: 0.926, Validation Accuracy: 0.928, Loss: 0.103 Epoch 20 Batch 172/538 - Train Accuracy: 0.924, Validation Accuracy: 0.927, Loss: 0.080 Epoch 20 Batch 173/538 - Train Accuracy: 0.942, Validation Accuracy: 0.926, Loss: 0.083 Epoch 20 Batch 174/538 - Train Accuracy: 0.929, Validation Accuracy: 0.921, Loss: 0.087 Epoch 20 Batch 175/538 - Train Accuracy: 0.921, Validation Accuracy: 0.919, Loss: 0.089 Epoch 20 Batch 176/538 - Train Accuracy: 0.927, Validation Accuracy: 0.918, Loss: 0.102 Epoch 20 Batch 177/538 - Train Accuracy: 0.928, Validation Accuracy: 0.924, Loss: 0.091 Epoch 20 Batch 178/538 - Train Accuracy: 0.907, Validation Accuracy: 0.925, Loss: 0.090 Epoch 20 Batch 179/538 - Train Accuracy: 0.929, Validation Accuracy: 0.923, Loss: 0.085 Epoch 20 Batch 180/538 - Train Accuracy: 0.928, Validation Accuracy: 0.925, Loss: 0.094 Epoch 20 Batch 181/538 - Train Accuracy: 0.914, Validation Accuracy: 0.924, Loss: 0.100 Epoch 20 Batch 182/538 - Train Accuracy: 0.931, Validation Accuracy: 0.929, Loss: 0.088 Epoch 20 Batch 183/538 - Train Accuracy: 0.935, Validation Accuracy: 0.929, Loss: 0.090 Epoch 20 Batch 184/538 - Train Accuracy: 0.930, Validation Accuracy: 0.930, Loss: 0.081 Epoch 20 Batch 185/538 - Train Accuracy: 0.950, Validation Accuracy: 0.927, Loss: 0.081 Epoch 20 Batch 186/538 - Train Accuracy: 0.930, Validation Accuracy: 0.928, Loss: 0.083 Epoch 20 Batch 187/538 - Train Accuracy: 0.930, Validation Accuracy: 0.926, Loss: 0.087 Epoch 20 Batch 188/538 - Train Accuracy: 0.918, Validation Accuracy: 0.922, Loss: 0.080 Epoch 20 Batch 189/538 - Train Accuracy: 0.929, Validation Accuracy: 0.924, Loss: 0.094 Epoch 20 Batch 190/538 - Train Accuracy: 0.906, Validation Accuracy: 0.922, Loss: 0.119 Epoch 20 Batch 191/538 - Train Accuracy: 0.925, Validation Accuracy: 0.923, Loss: 0.090 Epoch 20 Batch 192/538 - Train Accuracy: 0.932, Validation Accuracy: 0.926, Loss: 0.084 Epoch 20 Batch 193/538 - Train Accuracy: 0.905, Validation Accuracy: 0.934, Loss: 0.092 Epoch 20 Batch 194/538 - Train Accuracy: 0.885, Validation Accuracy: 0.932, Loss: 0.102 Epoch 20 Batch 195/538 - Train Accuracy: 0.939, Validation Accuracy: 0.931, Loss: 0.089 Epoch 20 Batch 196/538 - Train Accuracy: 0.928, Validation Accuracy: 0.928, Loss: 0.080 Epoch 20 Batch 197/538 - Train Accuracy: 0.938, Validation Accuracy: 0.926, Loss: 0.086 Epoch 20 Batch 198/538 - Train Accuracy: 0.930, Validation Accuracy: 0.925, Loss: 0.095 Epoch 20 Batch 199/538 - Train Accuracy: 0.911, Validation Accuracy: 0.927, Loss: 0.097 Epoch 20 Batch 200/538 - Train Accuracy: 0.942, Validation Accuracy: 0.931, Loss: 0.082 Epoch 20 Batch 201/538 - Train Accuracy: 0.929, Validation Accuracy: 0.931, Loss: 0.093 Epoch 20 Batch 202/538 - Train Accuracy: 0.943, Validation Accuracy: 0.927, Loss: 0.084 Epoch 20 Batch 203/538 - Train Accuracy: 0.938, Validation Accuracy: 0.923, Loss: 0.104 Epoch 20 Batch 204/538 - Train Accuracy: 0.904, Validation Accuracy: 0.923, Loss: 0.095 Epoch 20 Batch 205/538 - Train Accuracy: 0.923, Validation Accuracy: 0.925, Loss: 0.086 Epoch 20 Batch 206/538 - Train Accuracy: 0.927, Validation Accuracy: 0.923, Loss: 0.095 Epoch 20 Batch 207/538 - Train Accuracy: 0.933, Validation Accuracy: 0.924, Loss: 0.104 Epoch 20 Batch 208/538 - Train Accuracy: 0.922, Validation Accuracy: 0.921, Loss: 0.107 Epoch 20 Batch 209/538 - Train Accuracy: 0.950, Validation Accuracy: 0.921, Loss: 0.089 Epoch 20 Batch 210/538 - Train Accuracy: 0.920, Validation Accuracy: 0.925, Loss: 0.100 Epoch 20 Batch 211/538 - Train Accuracy: 0.915, Validation Accuracy: 0.924, Loss: 0.096 Epoch 20 Batch 212/538 - Train Accuracy: 0.931, Validation Accuracy: 0.926, Loss: 0.089 Epoch 20 Batch 213/538 - Train Accuracy: 0.934, Validation Accuracy: 0.921, Loss: 0.079 Epoch 20 Batch 214/538 - Train Accuracy: 0.942, Validation Accuracy: 0.915, Loss: 0.081 Epoch 20 Batch 215/538 - Train Accuracy: 0.939, Validation Accuracy: 0.914, Loss: 0.087 Epoch 20 Batch 216/538 - Train Accuracy: 0.938, Validation Accuracy: 0.914, Loss: 0.097 Epoch 20 Batch 217/538 - Train Accuracy: 0.923, Validation Accuracy: 0.916, Loss: 0.087 Epoch 20 Batch 218/538 - Train Accuracy: 0.924, Validation Accuracy: 0.918, Loss: 0.086 Epoch 20 Batch 219/538 - Train Accuracy: 0.905, Validation Accuracy: 0.919, Loss: 0.106 Epoch 20 Batch 220/538 - Train Accuracy: 0.912, Validation Accuracy: 0.921, Loss: 0.088 Epoch 20 Batch 221/538 - Train Accuracy: 0.937, Validation Accuracy: 0.922, Loss: 0.080 Epoch 20 Batch 222/538 - Train Accuracy: 0.904, Validation Accuracy: 0.922, Loss: 0.082 Epoch 20 Batch 223/538 - Train Accuracy: 0.926, Validation Accuracy: 0.924, Loss: 0.106 Epoch 20 Batch 224/538 - Train Accuracy: 0.923, Validation Accuracy: 0.916, Loss: 0.095 Epoch 20 Batch 225/538 - Train Accuracy: 0.937, Validation Accuracy: 0.917, Loss: 0.090 Epoch 20 Batch 226/538 - Train Accuracy: 0.919, Validation Accuracy: 0.916, Loss: 0.085 Epoch 20 Batch 227/538 - Train Accuracy: 0.932, Validation Accuracy: 0.917, Loss: 0.090 Epoch 20 Batch 228/538 - Train Accuracy: 0.903, Validation Accuracy: 0.919, Loss: 0.094 Epoch 20 Batch 229/538 - Train Accuracy: 0.932, Validation Accuracy: 0.919, Loss: 0.092 Epoch 20 Batch 230/538 - Train Accuracy: 0.915, Validation Accuracy: 0.919, Loss: 0.092 Epoch 20 Batch 231/538 - Train Accuracy: 0.935, Validation Accuracy: 0.914, Loss: 0.102 Epoch 20 Batch 232/538 - Train Accuracy: 0.919, Validation Accuracy: 0.914, Loss: 0.092 Epoch 20 Batch 233/538 - Train Accuracy: 0.936, Validation Accuracy: 0.919, Loss: 0.101 Epoch 20 Batch 234/538 - Train Accuracy: 0.931, Validation Accuracy: 0.914, Loss: 0.089 Epoch 20 Batch 235/538 - Train Accuracy: 0.922, Validation Accuracy: 0.909, Loss: 0.074 Epoch 20 Batch 236/538 - Train Accuracy: 0.929, Validation Accuracy: 0.909, Loss: 0.093 Epoch 20 Batch 237/538 - Train Accuracy: 0.924, Validation Accuracy: 0.907, Loss: 0.079 Epoch 20 Batch 238/538 - Train Accuracy: 0.941, Validation Accuracy: 0.912, Loss: 0.082 Epoch 20 Batch 239/538 - Train Accuracy: 0.921, Validation Accuracy: 0.917, Loss: 0.091 Epoch 20 Batch 240/538 - Train Accuracy: 0.924, Validation Accuracy: 0.919, Loss: 0.090 Epoch 20 Batch 241/538 - Train Accuracy: 0.912, Validation Accuracy: 0.926, Loss: 0.095 Epoch 20 Batch 242/538 - Train Accuracy: 0.927, Validation Accuracy: 0.926, Loss: 0.083 Epoch 20 Batch 243/538 - Train Accuracy: 0.931, Validation Accuracy: 0.928, Loss: 0.090 Epoch 20 Batch 244/538 - Train Accuracy: 0.922, Validation Accuracy: 0.927, Loss: 0.091 Epoch 20 Batch 245/538 - Train Accuracy: 0.933, Validation Accuracy: 0.922, Loss: 0.096 Epoch 20 Batch 246/538 - Train Accuracy: 0.930, Validation Accuracy: 0.921, Loss: 0.081 Epoch 20 Batch 247/538 - Train Accuracy: 0.922, Validation Accuracy: 0.921, Loss: 0.094 Epoch 20 Batch 248/538 - Train Accuracy: 0.930, Validation Accuracy: 0.923, Loss: 0.091 Epoch 20 Batch 249/538 - Train Accuracy: 0.927, Validation Accuracy: 0.923, Loss: 0.081 Epoch 20 Batch 250/538 - Train Accuracy: 0.930, Validation Accuracy: 0.926, Loss: 0.087 Epoch 20 Batch 251/538 - Train Accuracy: 0.930, Validation Accuracy: 0.921, Loss: 0.085 Epoch 20 Batch 252/538 - Train Accuracy: 0.937, Validation Accuracy: 0.925, Loss: 0.081 Epoch 20 Batch 253/538 - Train Accuracy: 0.912, Validation Accuracy: 0.922, Loss: 0.084 Epoch 20 Batch 254/538 - Train Accuracy: 0.913, Validation Accuracy: 0.917, Loss: 0.090 Epoch 20 Batch 255/538 - Train Accuracy: 0.948, Validation Accuracy: 0.913, Loss: 0.090 Epoch 20 Batch 256/538 - Train Accuracy: 0.911, Validation Accuracy: 0.913, Loss: 0.105 Epoch 20 Batch 257/538 - Train Accuracy: 0.928, Validation Accuracy: 0.913, Loss: 0.088 Epoch 20 Batch 258/538 - Train Accuracy: 0.934, Validation Accuracy: 0.915, Loss: 0.087 Epoch 20 Batch 259/538 - Train Accuracy: 0.944, Validation Accuracy: 0.914, Loss: 0.084 Epoch 20 Batch 260/538 - Train Accuracy: 0.890, Validation Accuracy: 0.920, Loss: 0.101 Epoch 20 Batch 261/538 - Train Accuracy: 0.915, Validation Accuracy: 0.925, Loss: 0.095 Epoch 20 Batch 262/538 - Train Accuracy: 0.937, Validation Accuracy: 0.923, Loss: 0.087 Epoch 20 Batch 263/538 - Train Accuracy: 0.931, Validation Accuracy: 0.925, Loss: 0.088 Epoch 20 Batch 264/538 - Train Accuracy: 0.922, Validation Accuracy: 0.927, Loss: 0.096 Epoch 20 Batch 265/538 - Train Accuracy: 0.902, Validation Accuracy: 0.921, Loss: 0.096 Epoch 20 Batch 266/538 - Train Accuracy: 0.905, Validation Accuracy: 0.908, Loss: 0.101 Epoch 20 Batch 267/538 - Train Accuracy: 0.906, Validation Accuracy: 0.895, Loss: 0.087 Epoch 20 Batch 268/538 - Train Accuracy: 0.921, Validation Accuracy: 0.899, Loss: 0.079 Epoch 20 Batch 269/538 - Train Accuracy: 0.937, Validation Accuracy: 0.922, Loss: 0.095 Epoch 20 Batch 270/538 - Train Accuracy: 0.925, Validation Accuracy: 0.928, Loss: 0.092 Epoch 20 Batch 271/538 - Train Accuracy: 0.929, Validation Accuracy: 0.928, Loss: 0.078 Epoch 20 Batch 272/538 - Train Accuracy: 0.918, Validation Accuracy: 0.932, Loss: 0.102 Epoch 20 Batch 273/538 - Train Accuracy: 0.916, Validation Accuracy: 0.932, Loss: 0.108 Epoch 20 Batch 274/538 - Train Accuracy: 0.897, Validation Accuracy: 0.924, Loss: 0.106 Epoch 20 Batch 275/538 - Train Accuracy: 0.921, Validation Accuracy: 0.925, Loss: 0.105 Epoch 20 Batch 276/538 - Train Accuracy: 0.910, Validation Accuracy: 0.925, Loss: 0.096 Epoch 20 Batch 277/538 - Train Accuracy: 0.917, Validation Accuracy: 0.922, Loss: 0.093 Epoch 20 Batch 278/538 - Train Accuracy: 0.936, Validation Accuracy: 0.934, Loss: 0.095 Epoch 20 Batch 279/538 - Train Accuracy: 0.929, Validation Accuracy: 0.936, Loss: 0.091 Epoch 20 Batch 280/538 - Train Accuracy: 0.927, Validation Accuracy: 0.936, Loss: 0.085 Epoch 20 Batch 281/538 - Train Accuracy: 0.919, Validation Accuracy: 0.935, Loss: 0.101 Epoch 20 Batch 282/538 - Train Accuracy: 0.917, Validation Accuracy: 0.931, Loss: 0.100 Epoch 20 Batch 283/538 - Train Accuracy: 0.934, Validation Accuracy: 0.926, Loss: 0.096 Epoch 20 Batch 284/538 - Train Accuracy: 0.906, Validation Accuracy: 0.923, Loss: 0.097 Epoch 20 Batch 285/538 - Train Accuracy: 0.937, Validation Accuracy: 0.917, Loss: 0.082 Epoch 20 Batch 286/538 - Train Accuracy: 0.918, Validation Accuracy: 0.910, Loss: 0.099 Epoch 20 Batch 287/538 - Train Accuracy: 0.930, Validation Accuracy: 0.910, Loss: 0.074 Epoch 20 Batch 288/538 - Train Accuracy: 0.934, Validation Accuracy: 0.922, Loss: 0.094 Epoch 20 Batch 289/538 - Train Accuracy: 0.933, Validation Accuracy: 0.928, Loss: 0.075 Epoch 20 Batch 290/538 - Train Accuracy: 0.940, Validation Accuracy: 0.926, Loss: 0.086 Epoch 20 Batch 291/538 - Train Accuracy: 0.920, Validation Accuracy: 0.930, Loss: 0.101 Epoch 20 Batch 292/538 - Train Accuracy: 0.943, Validation Accuracy: 0.932, Loss: 0.078 Epoch 20 Batch 293/538 - Train Accuracy: 0.916, Validation Accuracy: 0.920, Loss: 0.077 Epoch 20 Batch 294/538 - Train Accuracy: 0.921, Validation Accuracy: 0.914, Loss: 0.091 Epoch 20 Batch 295/538 - Train Accuracy: 0.922, Validation Accuracy: 0.909, Loss: 0.092 Epoch 20 Batch 296/538 - Train Accuracy: 0.919, Validation Accuracy: 0.921, Loss: 0.099 Epoch 20 Batch 297/538 - Train Accuracy: 0.928, Validation Accuracy: 0.921, Loss: 0.092 Epoch 20 Batch 298/538 - Train Accuracy: 0.917, Validation Accuracy: 0.929, Loss: 0.083 Epoch 20 Batch 299/538 - Train Accuracy: 0.912, Validation Accuracy: 0.934, Loss: 0.102 Epoch 20 Batch 300/538 - Train Accuracy: 0.922, Validation Accuracy: 0.931, Loss: 0.096 Epoch 20 Batch 301/538 - Train Accuracy: 0.928, Validation Accuracy: 0.924, Loss: 0.098 Epoch 20 Batch 302/538 - Train Accuracy: 0.932, Validation Accuracy: 0.923, Loss: 0.083 Epoch 20 Batch 303/538 - Train Accuracy: 0.948, Validation Accuracy: 0.923, Loss: 0.087 Epoch 20 Batch 304/538 - Train Accuracy: 0.919, Validation Accuracy: 0.918, Loss: 0.101 Epoch 20 Batch 305/538 - Train Accuracy: 0.938, Validation Accuracy: 0.921, Loss: 0.084 Epoch 20 Batch 306/538 - Train Accuracy: 0.922, Validation Accuracy: 0.923, Loss: 0.098 Epoch 20 Batch 307/538 - Train Accuracy: 0.944, Validation Accuracy: 0.927, Loss: 0.088 Epoch 20 Batch 308/538 - Train Accuracy: 0.925, Validation Accuracy: 0.933, Loss: 0.086 Epoch 20 Batch 309/538 - Train Accuracy: 0.942, Validation Accuracy: 0.929, Loss: 0.075 Epoch 20 Batch 310/538 - Train Accuracy: 0.939, Validation Accuracy: 0.932, Loss: 0.094 Epoch 20 Batch 311/538 - Train Accuracy: 0.921, Validation Accuracy: 0.937, Loss: 0.090 Epoch 20 Batch 312/538 - Train Accuracy: 0.929, Validation Accuracy: 0.934, Loss: 0.090 Epoch 20 Batch 313/538 - Train Accuracy: 0.911, Validation Accuracy: 0.932, Loss: 0.088 Epoch 20 Batch 314/538 - Train Accuracy: 0.934, Validation Accuracy: 0.931, Loss: 0.095 Epoch 20 Batch 315/538 - Train Accuracy: 0.918, Validation Accuracy: 0.934, Loss: 0.080 Epoch 20 Batch 316/538 - Train Accuracy: 0.912, Validation Accuracy: 0.933, Loss: 0.075 Epoch 20 Batch 317/538 - Train Accuracy: 0.935, Validation Accuracy: 0.927, Loss: 0.094 Epoch 20 Batch 318/538 - Train Accuracy: 0.908, Validation Accuracy: 0.924, Loss: 0.086 Epoch 20 Batch 319/538 - Train Accuracy: 0.927, Validation Accuracy: 0.925, Loss: 0.098 Epoch 20 Batch 320/538 - Train Accuracy: 0.924, Validation Accuracy: 0.923, Loss: 0.083 Epoch 20 Batch 321/538 - Train Accuracy: 0.930, Validation Accuracy: 0.925, Loss: 0.079 Epoch 20 Batch 322/538 - Train Accuracy: 0.933, Validation Accuracy: 0.925, Loss: 0.089 Epoch 20 Batch 323/538 - Train Accuracy: 0.932, Validation Accuracy: 0.924, Loss: 0.083 Epoch 20 Batch 324/538 - Train Accuracy: 0.920, Validation Accuracy: 0.928, Loss: 0.096 Epoch 20 Batch 325/538 - Train Accuracy: 0.929, Validation Accuracy: 0.930, Loss: 0.082 Epoch 20 Batch 326/538 - Train Accuracy: 0.927, Validation Accuracy: 0.927, Loss: 0.085 Epoch 20 Batch 327/538 - Train Accuracy: 0.921, Validation Accuracy: 0.928, Loss: 0.094 Epoch 20 Batch 328/538 - Train Accuracy: 0.948, Validation Accuracy: 0.931, Loss: 0.079 Epoch 20 Batch 329/538 - Train Accuracy: 0.935, Validation Accuracy: 0.930, Loss: 0.091 Epoch 20 Batch 330/538 - Train Accuracy: 0.938, Validation Accuracy: 0.930, Loss: 0.076 Epoch 20 Batch 331/538 - Train Accuracy: 0.921, Validation Accuracy: 0.923, Loss: 0.089 Epoch 20 Batch 332/538 - Train Accuracy: 0.920, Validation Accuracy: 0.920, Loss: 0.091 Epoch 20 Batch 333/538 - Train Accuracy: 0.927, Validation Accuracy: 0.914, Loss: 0.092 Epoch 20 Batch 334/538 - Train Accuracy: 0.926, Validation Accuracy: 0.910, Loss: 0.088 Epoch 20 Batch 335/538 - Train Accuracy: 0.926, Validation Accuracy: 0.910, Loss: 0.084 Epoch 20 Batch 336/538 - Train Accuracy: 0.929, Validation Accuracy: 0.910, Loss: 0.084 Epoch 20 Batch 337/538 - Train Accuracy: 0.910, Validation Accuracy: 0.919, Loss: 0.086 Epoch 20 Batch 338/538 - Train Accuracy: 0.939, Validation Accuracy: 0.929, Loss: 0.090 Epoch 20 Batch 339/538 - Train Accuracy: 0.926, Validation Accuracy: 0.927, Loss: 0.078 Epoch 20 Batch 340/538 - Train Accuracy: 0.902, Validation Accuracy: 0.925, Loss: 0.100 Epoch 20 Batch 341/538 - Train Accuracy: 0.923, Validation Accuracy: 0.925, Loss: 0.078 Epoch 20 Batch 342/538 - Train Accuracy: 0.914, Validation Accuracy: 0.922, Loss: 0.082 Epoch 20 Batch 343/538 - Train Accuracy: 0.938, Validation Accuracy: 0.923, Loss: 0.095 Epoch 20 Batch 344/538 - Train Accuracy: 0.932, Validation Accuracy: 0.923, Loss: 0.090 Epoch 20 Batch 345/538 - Train Accuracy: 0.924, Validation Accuracy: 0.921, Loss: 0.088 Epoch 20 Batch 346/538 - Train Accuracy: 0.923, Validation Accuracy: 0.922, Loss: 0.096 Epoch 20 Batch 347/538 - Train Accuracy: 0.940, Validation Accuracy: 0.921, Loss: 0.092 Epoch 20 Batch 348/538 - Train Accuracy: 0.938, Validation Accuracy: 0.923, Loss: 0.085 Epoch 20 Batch 349/538 - Train Accuracy: 0.929, Validation Accuracy: 0.922, Loss: 0.076 Epoch 20 Batch 350/538 - Train Accuracy: 0.933, Validation Accuracy: 0.925, Loss: 0.094 Epoch 20 Batch 351/538 - Train Accuracy: 0.924, Validation Accuracy: 0.925, Loss: 0.094 Epoch 20 Batch 352/538 - Train Accuracy: 0.908, Validation Accuracy: 0.922, Loss: 0.108 Epoch 20 Batch 353/538 - Train Accuracy: 0.916, Validation Accuracy: 0.921, Loss: 0.100 Epoch 20 Batch 354/538 - Train Accuracy: 0.919, Validation Accuracy: 0.923, Loss: 0.088 Epoch 20 Batch 355/538 - Train Accuracy: 0.925, Validation Accuracy: 0.924, Loss: 0.093 Epoch 20 Batch 356/538 - Train Accuracy: 0.930, Validation Accuracy: 0.926, Loss: 0.080 Epoch 20 Batch 357/538 - Train Accuracy: 0.939, Validation Accuracy: 0.922, Loss: 0.094 Epoch 20 Batch 358/538 - Train Accuracy: 0.939, Validation Accuracy: 0.923, Loss: 0.080 Epoch 20 Batch 359/538 - Train Accuracy: 0.920, Validation Accuracy: 0.923, Loss: 0.090 Epoch 20 Batch 360/538 - Train Accuracy: 0.923, Validation Accuracy: 0.925, Loss: 0.090 Epoch 20 Batch 361/538 - Train Accuracy: 0.939, Validation Accuracy: 0.928, Loss: 0.097 Epoch 20 Batch 362/538 - Train Accuracy: 0.935, Validation Accuracy: 0.930, Loss: 0.079 Epoch 20 Batch 363/538 - Train Accuracy: 0.919, Validation Accuracy: 0.931, Loss: 0.088 Epoch 20 Batch 364/538 - Train Accuracy: 0.923, Validation Accuracy: 0.924, Loss: 0.110 Epoch 20 Batch 365/538 - Train Accuracy: 0.927, Validation Accuracy: 0.933, Loss: 0.089 Epoch 20 Batch 366/538 - Train Accuracy: 0.938, Validation Accuracy: 0.933, Loss: 0.090 Epoch 20 Batch 367/538 - Train Accuracy: 0.939, Validation Accuracy: 0.937, Loss: 0.084 Epoch 20 Batch 368/538 - Train Accuracy: 0.925, Validation Accuracy: 0.936, Loss: 0.083 Epoch 20 Batch 369/538 - Train Accuracy: 0.943, Validation Accuracy: 0.932, Loss: 0.079 Epoch 20 Batch 370/538 - Train Accuracy: 0.925, Validation Accuracy: 0.936, Loss: 0.090 Epoch 20 Batch 371/538 - Train Accuracy: 0.946, Validation Accuracy: 0.938, Loss: 0.083 Epoch 20 Batch 372/538 - Train Accuracy: 0.950, Validation Accuracy: 0.938, Loss: 0.090 Epoch 20 Batch 373/538 - Train Accuracy: 0.924, Validation Accuracy: 0.936, Loss: 0.079 Epoch 20 Batch 374/538 - Train Accuracy: 0.917, Validation Accuracy: 0.926, Loss: 0.090 Epoch 20 Batch 375/538 - Train Accuracy: 0.929, Validation Accuracy: 0.929, Loss: 0.082 Epoch 20 Batch 376/538 - Train Accuracy: 0.919, Validation Accuracy: 0.923, Loss: 0.087 Epoch 20 Batch 377/538 - Train Accuracy: 0.927, Validation Accuracy: 0.922, Loss: 0.086 Epoch 20 Batch 378/538 - Train Accuracy: 0.919, Validation Accuracy: 0.921, Loss: 0.080 Epoch 20 Batch 379/538 - Train Accuracy: 0.916, Validation Accuracy: 0.922, Loss: 0.093 Epoch 20 Batch 380/538 - Train Accuracy: 0.936, Validation Accuracy: 0.931, Loss: 0.078 Epoch 20 Batch 381/538 - Train Accuracy: 0.940, Validation Accuracy: 0.933, Loss: 0.084 Epoch 20 Batch 382/538 - Train Accuracy: 0.914, Validation Accuracy: 0.928, Loss: 0.097 Epoch 20 Batch 383/538 - Train Accuracy: 0.917, Validation Accuracy: 0.931, Loss: 0.093 Epoch 20 Batch 384/538 - Train Accuracy: 0.921, Validation Accuracy: 0.924, Loss: 0.085 Epoch 20 Batch 385/538 - Train Accuracy: 0.928, Validation Accuracy: 0.927, Loss: 0.085 Epoch 20 Batch 386/538 - Train Accuracy: 0.926, Validation Accuracy: 0.929, Loss: 0.096 Epoch 20 Batch 387/538 - Train Accuracy: 0.939, Validation Accuracy: 0.936, Loss: 0.086 Epoch 20 Batch 388/538 - Train Accuracy: 0.931, Validation Accuracy: 0.938, Loss: 0.082 Epoch 20 Batch 389/538 - Train Accuracy: 0.914, Validation Accuracy: 0.940, Loss: 0.106 Epoch 20 Batch 390/538 - Train Accuracy: 0.934, Validation Accuracy: 0.939, Loss: 0.080 Epoch 20 Batch 391/538 - Train Accuracy: 0.926, Validation Accuracy: 0.938, Loss: 0.087 Epoch 20 Batch 392/538 - Train Accuracy: 0.923, Validation Accuracy: 0.941, Loss: 0.084 Epoch 20 Batch 393/538 - Train Accuracy: 0.940, Validation Accuracy: 0.931, Loss: 0.084 Epoch 20 Batch 394/538 - Train Accuracy: 0.890, Validation Accuracy: 0.925, Loss: 0.097 Epoch 20 Batch 395/538 - Train Accuracy: 0.910, Validation Accuracy: 0.918, Loss: 0.095 Epoch 20 Batch 396/538 - Train Accuracy: 0.931, Validation Accuracy: 0.922, Loss: 0.081 Epoch 20 Batch 397/538 - Train Accuracy: 0.936, Validation Accuracy: 0.923, Loss: 0.099 Epoch 20 Batch 398/538 - Train Accuracy: 0.927, Validation Accuracy: 0.926, Loss: 0.089 Epoch 20 Batch 399/538 - Train Accuracy: 0.906, Validation Accuracy: 0.930, Loss: 0.094 Epoch 20 Batch 400/538 - Train Accuracy: 0.933, Validation Accuracy: 0.935, Loss: 0.084 Epoch 20 Batch 401/538 - Train Accuracy: 0.929, Validation Accuracy: 0.934, Loss: 0.082 Epoch 20 Batch 402/538 - Train Accuracy: 0.924, Validation Accuracy: 0.932, Loss: 0.088 Epoch 20 Batch 403/538 - Train Accuracy: 0.937, Validation Accuracy: 0.930, Loss: 0.086 Epoch 20 Batch 404/538 - Train Accuracy: 0.922, Validation Accuracy: 0.930, Loss: 0.104 Epoch 20 Batch 405/538 - Train Accuracy: 0.926, Validation Accuracy: 0.929, Loss: 0.084 Epoch 20 Batch 406/538 - Train Accuracy: 0.933, Validation Accuracy: 0.929, Loss: 0.092 Epoch 20 Batch 407/538 - Train Accuracy: 0.938, Validation Accuracy: 0.924, Loss: 0.089 Epoch 20 Batch 408/538 - Train Accuracy: 0.906, Validation Accuracy: 0.924, Loss: 0.095 Epoch 20 Batch 409/538 - Train Accuracy: 0.917, Validation Accuracy: 0.931, Loss: 0.095 Epoch 20 Batch 410/538 - Train Accuracy: 0.939, Validation Accuracy: 0.929, Loss: 0.090 Epoch 20 Batch 411/538 - Train Accuracy: 0.939, Validation Accuracy: 0.930, Loss: 0.083 Epoch 20 Batch 412/538 - Train Accuracy: 0.907, Validation Accuracy: 0.922, Loss: 0.087 Epoch 20 Batch 413/538 - Train Accuracy: 0.921, Validation Accuracy: 0.919, Loss: 0.086 Epoch 20 Batch 414/538 - Train Accuracy: 0.901, Validation Accuracy: 0.928, Loss: 0.106 Epoch 20 Batch 415/538 - Train Accuracy: 0.905, Validation Accuracy: 0.932, Loss: 0.087 Epoch 20 Batch 416/538 - Train Accuracy: 0.934, Validation Accuracy: 0.928, Loss: 0.090 Epoch 20 Batch 417/538 - Train Accuracy: 0.927, Validation Accuracy: 0.933, Loss: 0.083 Epoch 20 Batch 418/538 - Train Accuracy: 0.931, Validation Accuracy: 0.935, Loss: 0.098 Epoch 20 Batch 419/538 - Train Accuracy: 0.930, Validation Accuracy: 0.923, Loss: 0.078 Epoch 20 Batch 420/538 - Train Accuracy: 0.939, Validation Accuracy: 0.925, Loss: 0.086 Epoch 20 Batch 421/538 - Train Accuracy: 0.924, Validation Accuracy: 0.927, Loss: 0.082 Epoch 20 Batch 422/538 - Train Accuracy: 0.922, Validation Accuracy: 0.919, Loss: 0.085 Epoch 20 Batch 423/538 - Train Accuracy: 0.925, Validation Accuracy: 0.929, Loss: 0.092 Epoch 20 Batch 424/538 - Train Accuracy: 0.923, Validation Accuracy: 0.931, Loss: 0.103 Epoch 20 Batch 425/538 - Train Accuracy: 0.914, Validation Accuracy: 0.931, Loss: 0.103 Epoch 20 Batch 426/538 - Train Accuracy: 0.935, Validation Accuracy: 0.932, Loss: 0.104 Epoch 20 Batch 427/538 - Train Accuracy: 0.904, Validation Accuracy: 0.931, Loss: 0.095 Epoch 20 Batch 428/538 - Train Accuracy: 0.943, Validation Accuracy: 0.929, Loss: 0.084 Epoch 20 Batch 429/538 - Train Accuracy: 0.936, Validation Accuracy: 0.919, Loss: 0.096 Epoch 20 Batch 430/538 - Train Accuracy: 0.929, Validation Accuracy: 0.919, Loss: 0.085 Epoch 20 Batch 431/538 - Train Accuracy: 0.934, Validation Accuracy: 0.925, Loss: 0.093 Epoch 20 Batch 432/538 - Train Accuracy: 0.922, Validation Accuracy: 0.925, Loss: 0.086 Epoch 20 Batch 433/538 - Train Accuracy: 0.925, Validation Accuracy: 0.924, Loss: 0.119 Epoch 20 Batch 434/538 - Train Accuracy: 0.920, Validation Accuracy: 0.923, Loss: 0.091 Epoch 20 Batch 435/538 - Train Accuracy: 0.930, Validation Accuracy: 0.920, Loss: 0.090 Epoch 20 Batch 436/538 - Train Accuracy: 0.930, Validation Accuracy: 0.922, Loss: 0.097 Epoch 20 Batch 437/538 - Train Accuracy: 0.939, Validation Accuracy: 0.918, Loss: 0.086 Epoch 20 Batch 438/538 - Train Accuracy: 0.935, Validation Accuracy: 0.921, Loss: 0.092 Epoch 20 Batch 439/538 - Train Accuracy: 0.948, Validation Accuracy: 0.924, Loss: 0.085 Epoch 20 Batch 440/538 - Train Accuracy: 0.920, Validation Accuracy: 0.925, Loss: 0.098 Epoch 20 Batch 441/538 - Train Accuracy: 0.922, Validation Accuracy: 0.922, Loss: 0.105 Epoch 20 Batch 442/538 - Train Accuracy: 0.934, Validation Accuracy: 0.930, Loss: 0.077 Epoch 20 Batch 443/538 - Train Accuracy: 0.920, Validation Accuracy: 0.930, Loss: 0.089 Epoch 20 Batch 444/538 - Train Accuracy: 0.926, Validation Accuracy: 0.926, Loss: 0.096 Epoch 20 Batch 445/538 - Train Accuracy: 0.936, Validation Accuracy: 0.923, Loss: 0.079 Epoch 20 Batch 446/538 - Train Accuracy: 0.926, Validation Accuracy: 0.923, Loss: 0.087 Epoch 20 Batch 447/538 - Train Accuracy: 0.902, Validation Accuracy: 0.916, Loss: 0.088 Epoch 20 Batch 448/538 - Train Accuracy: 0.924, Validation Accuracy: 0.911, Loss: 0.077 Epoch 20 Batch 449/538 - Train Accuracy: 0.945, Validation Accuracy: 0.923, Loss: 0.091 Epoch 20 Batch 450/538 - Train Accuracy: 0.925, Validation Accuracy: 0.927, Loss: 0.110 Epoch 20 Batch 451/538 - Train Accuracy: 0.897, Validation Accuracy: 0.931, Loss: 0.087 Epoch 20 Batch 452/538 - Train Accuracy: 0.934, Validation Accuracy: 0.933, Loss: 0.079 Epoch 20 Batch 453/538 - Train Accuracy: 0.927, Validation Accuracy: 0.935, Loss: 0.100 Epoch 20 Batch 454/538 - Train Accuracy: 0.920, Validation Accuracy: 0.933, Loss: 0.097 Epoch 20 Batch 455/538 - Train Accuracy: 0.937, Validation Accuracy: 0.922, Loss: 0.084 Epoch 20 Batch 456/538 - Train Accuracy: 0.938, Validation Accuracy: 0.915, Loss: 0.115 Epoch 20 Batch 457/538 - Train Accuracy: 0.914, Validation Accuracy: 0.920, Loss: 0.088 Epoch 20 Batch 458/538 - Train Accuracy: 0.931, Validation Accuracy: 0.919, Loss: 0.083 Epoch 20 Batch 459/538 - Train Accuracy: 0.938, Validation Accuracy: 0.925, Loss: 0.088 Epoch 20 Batch 460/538 - Train Accuracy: 0.903, Validation Accuracy: 0.931, Loss: 0.091 Epoch 20 Batch 461/538 - Train Accuracy: 0.940, Validation Accuracy: 0.934, Loss: 0.092 Epoch 20 Batch 462/538 - Train Accuracy: 0.922, Validation Accuracy: 0.933, Loss: 0.093 Epoch 20 Batch 463/538 - Train Accuracy: 0.907, Validation Accuracy: 0.932, Loss: 0.093 Epoch 20 Batch 464/538 - Train Accuracy: 0.933, Validation Accuracy: 0.935, Loss: 0.080 Epoch 20 Batch 465/538 - Train Accuracy: 0.924, Validation Accuracy: 0.926, Loss: 0.086 Epoch 20 Batch 466/538 - Train Accuracy: 0.913, Validation Accuracy: 0.924, Loss: 0.091 Epoch 20 Batch 467/538 - Train Accuracy: 0.941, Validation Accuracy: 0.926, Loss: 0.088 Epoch 20 Batch 468/538 - Train Accuracy: 0.933, Validation Accuracy: 0.926, Loss: 0.103 Epoch 20 Batch 469/538 - Train Accuracy: 0.929, Validation Accuracy: 0.928, Loss: 0.080 Epoch 20 Batch 470/538 - Train Accuracy: 0.925, Validation Accuracy: 0.928, Loss: 0.082 Epoch 20 Batch 471/538 - Train Accuracy: 0.942, Validation Accuracy: 0.931, Loss: 0.082 Epoch 20 Batch 472/538 - Train Accuracy: 0.964, Validation Accuracy: 0.931, Loss: 0.076 Epoch 20 Batch 473/538 - Train Accuracy: 0.901, Validation Accuracy: 0.932, Loss: 0.089 Epoch 20 Batch 474/538 - Train Accuracy: 0.943, Validation Accuracy: 0.932, Loss: 0.085 Epoch 20 Batch 475/538 - Train Accuracy: 0.933, Validation Accuracy: 0.928, Loss: 0.084 Epoch 20 Batch 476/538 - Train Accuracy: 0.918, Validation Accuracy: 0.929, Loss: 0.082 Epoch 20 Batch 477/538 - Train Accuracy: 0.917, Validation Accuracy: 0.924, Loss: 0.088 Epoch 20 Batch 478/538 - Train Accuracy: 0.935, Validation Accuracy: 0.926, Loss: 0.078 Epoch 20 Batch 479/538 - Train Accuracy: 0.934, Validation Accuracy: 0.925, Loss: 0.079 Epoch 20 Batch 480/538 - Train Accuracy: 0.945, Validation Accuracy: 0.929, Loss: 0.077 Epoch 20 Batch 481/538 - Train Accuracy: 0.939, Validation Accuracy: 0.926, Loss: 0.084 Epoch 20 Batch 482/538 - Train Accuracy: 0.931, Validation Accuracy: 0.929, Loss: 0.077 Epoch 20 Batch 483/538 - Train Accuracy: 0.907, Validation Accuracy: 0.926, Loss: 0.093 Epoch 20 Batch 484/538 - Train Accuracy: 0.925, Validation Accuracy: 0.925, Loss: 0.097 Epoch 20 Batch 485/538 - Train Accuracy: 0.913, Validation Accuracy: 0.928, Loss: 0.096 Epoch 20 Batch 486/538 - Train Accuracy: 0.937, Validation Accuracy: 0.929, Loss: 0.078 Epoch 20 Batch 487/538 - Train Accuracy: 0.935, Validation Accuracy: 0.925, Loss: 0.080 Epoch 20 Batch 488/538 - Train Accuracy: 0.945, Validation Accuracy: 0.924, Loss: 0.076 Epoch 20 Batch 489/538 - Train Accuracy: 0.911, Validation Accuracy: 0.921, Loss: 0.083 Epoch 20 Batch 490/538 - Train Accuracy: 0.934, Validation Accuracy: 0.924, Loss: 0.086 Epoch 20 Batch 491/538 - Train Accuracy: 0.902, Validation Accuracy: 0.926, Loss: 0.093 Epoch 20 Batch 492/538 - Train Accuracy: 0.926, Validation Accuracy: 0.926, Loss: 0.082 Epoch 20 Batch 493/538 - Train Accuracy: 0.915, Validation Accuracy: 0.923, Loss: 0.086 Epoch 20 Batch 494/538 - Train Accuracy: 0.934, Validation Accuracy: 0.922, Loss: 0.097 Epoch 20 Batch 495/538 - Train Accuracy: 0.929, Validation Accuracy: 0.921, Loss: 0.093 Epoch 20 Batch 496/538 - Train Accuracy: 0.943, Validation Accuracy: 0.923, Loss: 0.076 Epoch 20 Batch 497/538 - Train Accuracy: 0.936, Validation Accuracy: 0.919, Loss: 0.086 Epoch 20 Batch 498/538 - Train Accuracy: 0.932, Validation Accuracy: 0.913, Loss: 0.085 Epoch 20 Batch 499/538 - Train Accuracy: 0.920, Validation Accuracy: 0.920, Loss: 0.090 Epoch 20 Batch 500/538 - Train Accuracy: 0.942, Validation Accuracy: 0.925, Loss: 0.067 Epoch 20 Batch 501/538 - Train Accuracy: 0.943, Validation Accuracy: 0.924, Loss: 0.087 Epoch 20 Batch 502/538 - Train Accuracy: 0.926, Validation Accuracy: 0.924, Loss: 0.071 Epoch 20 Batch 503/538 - Train Accuracy: 0.945, Validation Accuracy: 0.931, Loss: 0.078 Epoch 20 Batch 504/538 - Train Accuracy: 0.949, Validation Accuracy: 0.931, Loss: 0.077 Epoch 20 Batch 505/538 - Train Accuracy: 0.940, Validation Accuracy: 0.935, Loss: 0.071 Epoch 20 Batch 506/538 - Train Accuracy: 0.930, Validation Accuracy: 0.933, Loss: 0.079 Epoch 20 Batch 507/538 - Train Accuracy: 0.912, Validation Accuracy: 0.928, Loss: 0.093 Epoch 20 Batch 508/538 - Train Accuracy: 0.926, Validation Accuracy: 0.922, Loss: 0.080 Epoch 20 Batch 509/538 - Train Accuracy: 0.929, Validation Accuracy: 0.921, Loss: 0.092 Epoch 20 Batch 510/538 - Train Accuracy: 0.923, Validation Accuracy: 0.925, Loss: 0.084 Epoch 20 Batch 511/538 - Train Accuracy: 0.934, Validation Accuracy: 0.930, Loss: 0.084 Epoch 20 Batch 512/538 - Train Accuracy: 0.934, Validation Accuracy: 0.925, Loss: 0.089 Epoch 20 Batch 513/538 - Train Accuracy: 0.918, Validation Accuracy: 0.923, Loss: 0.083 Epoch 20 Batch 514/538 - Train Accuracy: 0.931, Validation Accuracy: 0.924, Loss: 0.086 Epoch 20 Batch 515/538 - Train Accuracy: 0.924, Validation Accuracy: 0.921, Loss: 0.091 Epoch 20 Batch 516/538 - Train Accuracy: 0.913, Validation Accuracy: 0.921, Loss: 0.090 Epoch 20 Batch 517/538 - Train Accuracy: 0.933, Validation Accuracy: 0.918, Loss: 0.078 Epoch 20 Batch 518/538 - Train Accuracy: 0.922, Validation Accuracy: 0.917, Loss: 0.097 Epoch 20 Batch 519/538 - Train Accuracy: 0.944, Validation Accuracy: 0.920, Loss: 0.083 Epoch 20 Batch 520/538 - Train Accuracy: 0.931, Validation Accuracy: 0.920, Loss: 0.081 Epoch 20 Batch 521/538 - Train Accuracy: 0.926, Validation Accuracy: 0.918, Loss: 0.092 Epoch 20 Batch 522/538 - Train Accuracy: 0.924, Validation Accuracy: 0.920, Loss: 0.079 Epoch 20 Batch 523/538 - Train Accuracy: 0.921, Validation Accuracy: 0.922, Loss: 0.089 Epoch 20 Batch 524/538 - Train Accuracy: 0.921, Validation Accuracy: 0.919, Loss: 0.085 Epoch 20 Batch 525/538 - Train Accuracy: 0.932, Validation Accuracy: 0.919, Loss: 0.085 Epoch 20 Batch 526/538 - Train Accuracy: 0.918, Validation Accuracy: 0.922, Loss: 0.079 Epoch 20 Batch 527/538 - Train Accuracy: 0.934, Validation Accuracy: 0.924, Loss: 0.085 Epoch 20 Batch 528/538 - Train Accuracy: 0.922, Validation Accuracy: 0.929, Loss: 0.094 Epoch 20 Batch 529/538 - Train Accuracy: 0.904, Validation Accuracy: 0.934, Loss: 0.089 Epoch 20 Batch 530/538 - Train Accuracy: 0.910, Validation Accuracy: 0.936, Loss: 0.084 Epoch 20 Batch 531/538 - Train Accuracy: 0.940, Validation Accuracy: 0.937, Loss: 0.086 Epoch 20 Batch 532/538 - Train Accuracy: 0.924, Validation Accuracy: 0.936, Loss: 0.084 Epoch 20 Batch 533/538 - Train Accuracy: 0.930, Validation Accuracy: 0.939, Loss: 0.086 Epoch 20 Batch 534/538 - Train Accuracy: 0.936, Validation Accuracy: 0.936, Loss: 0.070 Epoch 20 Batch 535/538 - Train Accuracy: 0.943, Validation Accuracy: 0.934, Loss: 0.077 Epoch 20 Batch 536/538 - Train Accuracy: 0.924, Validation Accuracy: 0.933, Loss: 0.097 Epoch 21 Batch 0/538 - Train Accuracy: 0.942, Validation Accuracy: 0.934, Loss: 0.083 Epoch 21 Batch 1/538 - Train Accuracy: 0.938, Validation Accuracy: 0.935, Loss: 0.088 Epoch 21 Batch 2/538 - Train Accuracy: 0.926, Validation Accuracy: 0.933, Loss: 0.097 Epoch 21 Batch 3/538 - Train Accuracy: 0.928, Validation Accuracy: 0.932, Loss: 0.086 Epoch 21 Batch 4/538 - Train Accuracy: 0.930, Validation Accuracy: 0.928, Loss: 0.088 Epoch 21 Batch 5/538 - Train Accuracy: 0.907, Validation Accuracy: 0.927, Loss: 0.093 Epoch 21 Batch 6/538 - Train Accuracy: 0.936, Validation Accuracy: 0.931, Loss: 0.085 Epoch 21 Batch 7/538 - Train Accuracy: 0.929, Validation Accuracy: 0.931, Loss: 0.084 Epoch 21 Batch 8/538 - Train Accuracy: 0.936, Validation Accuracy: 0.926, Loss: 0.087 Epoch 21 Batch 9/538 - Train Accuracy: 0.916, Validation Accuracy: 0.928, Loss: 0.077 Epoch 21 Batch 10/538 - Train Accuracy: 0.916, Validation Accuracy: 0.926, Loss: 0.094 Epoch 21 Batch 11/538 - Train Accuracy: 0.923, Validation Accuracy: 0.926, Loss: 0.085 Epoch 21 Batch 12/538 - Train Accuracy: 0.924, Validation Accuracy: 0.919, Loss: 0.083 Epoch 21 Batch 13/538 - Train Accuracy: 0.936, Validation Accuracy: 0.924, Loss: 0.081 Epoch 21 Batch 14/538 - Train Accuracy: 0.928, Validation Accuracy: 0.929, Loss: 0.090 Epoch 21 Batch 15/538 - Train Accuracy: 0.944, Validation Accuracy: 0.935, Loss: 0.079 Epoch 21 Batch 16/538 - Train Accuracy: 0.928, Validation Accuracy: 0.936, Loss: 0.082 Epoch 21 Batch 17/538 - Train Accuracy: 0.943, Validation Accuracy: 0.929, Loss: 0.083 Epoch 21 Batch 18/538 - Train Accuracy: 0.938, Validation Accuracy: 0.930, Loss: 0.090 Epoch 21 Batch 19/538 - Train Accuracy: 0.929, Validation Accuracy: 0.925, Loss: 0.102 Epoch 21 Batch 20/538 - Train Accuracy: 0.934, Validation Accuracy: 0.924, Loss: 0.091 Epoch 21 Batch 21/538 - Train Accuracy: 0.955, Validation Accuracy: 0.919, Loss: 0.073 Epoch 21 Batch 22/538 - Train Accuracy: 0.922, Validation Accuracy: 0.920, Loss: 0.090 Epoch 21 Batch 23/538 - Train Accuracy: 0.921, Validation Accuracy: 0.924, Loss: 0.097 Epoch 21 Batch 24/538 - Train Accuracy: 0.937, Validation Accuracy: 0.927, Loss: 0.091 Epoch 21 Batch 25/538 - Train Accuracy: 0.927, Validation Accuracy: 0.925, Loss: 0.091 Epoch 21 Batch 26/538 - Train Accuracy: 0.937, Validation Accuracy: 0.923, Loss: 0.093 Epoch 21 Batch 27/538 - Train Accuracy: 0.939, Validation Accuracy: 0.926, Loss: 0.080 Epoch 21 Batch 28/538 - Train Accuracy: 0.922, Validation Accuracy: 0.926, Loss: 0.077 Epoch 21 Batch 29/538 - Train Accuracy: 0.927, Validation Accuracy: 0.926, Loss: 0.083 Epoch 21 Batch 30/538 - Train Accuracy: 0.924, Validation Accuracy: 0.917, Loss: 0.092 Epoch 21 Batch 31/538 - Train Accuracy: 0.948, Validation Accuracy: 0.920, Loss: 0.073 Epoch 21 Batch 32/538 - Train Accuracy: 0.932, Validation Accuracy: 0.923, Loss: 0.077 Epoch 21 Batch 33/538 - Train Accuracy: 0.931, Validation Accuracy: 0.923, Loss: 0.094 Epoch 21 Batch 34/538 - Train Accuracy: 0.921, Validation Accuracy: 0.923, Loss: 0.104 Epoch 21 Batch 35/538 - Train Accuracy: 0.939, Validation Accuracy: 0.926, Loss: 0.074 Epoch 21 Batch 36/538 - Train Accuracy: 0.922, Validation Accuracy: 0.929, Loss: 0.081 Epoch 21 Batch 37/538 - Train Accuracy: 0.924, Validation Accuracy: 0.931, Loss: 0.095 Epoch 21 Batch 38/538 - Train Accuracy: 0.904, Validation Accuracy: 0.933, Loss: 0.084 Epoch 21 Batch 39/538 - Train Accuracy: 0.930, Validation Accuracy: 0.929, Loss: 0.089 Epoch 21 Batch 40/538 - Train Accuracy: 0.941, Validation Accuracy: 0.927, Loss: 0.078 Epoch 21 Batch 41/538 - Train Accuracy: 0.940, Validation Accuracy: 0.933, Loss: 0.079 Epoch 21 Batch 42/538 - Train Accuracy: 0.929, Validation Accuracy: 0.939, Loss: 0.085 Epoch 21 Batch 43/538 - Train Accuracy: 0.902, Validation Accuracy: 0.937, Loss: 0.093 Epoch 21 Batch 44/538 - Train Accuracy: 0.912, Validation Accuracy: 0.933, Loss: 0.085 Epoch 21 Batch 45/538 - Train Accuracy: 0.935, Validation Accuracy: 0.929, Loss: 0.084 Epoch 21 Batch 46/538 - Train Accuracy: 0.946, Validation Accuracy: 0.930, Loss: 0.079 Epoch 21 Batch 47/538 - Train Accuracy: 0.932, Validation Accuracy: 0.925, Loss: 0.092 Epoch 21 Batch 48/538 - Train Accuracy: 0.933, Validation Accuracy: 0.921, Loss: 0.089 Epoch 21 Batch 49/538 - Train Accuracy: 0.933, Validation Accuracy: 0.920, Loss: 0.085 Epoch 21 Batch 50/538 - Train Accuracy: 0.941, Validation Accuracy: 0.922, Loss: 0.077 Epoch 21 Batch 51/538 - Train Accuracy: 0.921, Validation Accuracy: 0.924, Loss: 0.096 Epoch 21 Batch 52/538 - Train Accuracy: 0.914, Validation Accuracy: 0.924, Loss: 0.092 Epoch 21 Batch 53/538 - Train Accuracy: 0.911, Validation Accuracy: 0.927, Loss: 0.088 Epoch 21 Batch 54/538 - Train Accuracy: 0.931, Validation Accuracy: 0.926, Loss: 0.087 Epoch 21 Batch 55/538 - Train Accuracy: 0.912, Validation Accuracy: 0.926, Loss: 0.079 Epoch 21 Batch 56/538 - Train Accuracy: 0.908, Validation Accuracy: 0.923, Loss: 0.082 Epoch 21 Batch 57/538 - Train Accuracy: 0.916, Validation Accuracy: 0.922, Loss: 0.091 Epoch 21 Batch 58/538 - Train Accuracy: 0.906, Validation Accuracy: 0.922, Loss: 0.085 Epoch 21 Batch 59/538 - Train Accuracy: 0.915, Validation Accuracy: 0.928, Loss: 0.095 Epoch 21 Batch 60/538 - Train Accuracy: 0.940, Validation Accuracy: 0.931, Loss: 0.091 Epoch 21 Batch 61/538 - Train Accuracy: 0.929, Validation Accuracy: 0.934, Loss: 0.083 Epoch 21 Batch 62/538 - Train Accuracy: 0.930, Validation Accuracy: 0.937, Loss: 0.084 Epoch 21 Batch 63/538 - Train Accuracy: 0.942, Validation Accuracy: 0.936, Loss: 0.079 Epoch 21 Batch 64/538 - Train Accuracy: 0.914, Validation Accuracy: 0.930, Loss: 0.082 Epoch 21 Batch 65/538 - Train Accuracy: 0.911, Validation Accuracy: 0.935, Loss: 0.090 Epoch 21 Batch 66/538 - Train Accuracy: 0.941, Validation Accuracy: 0.937, Loss: 0.075 Epoch 21 Batch 67/538 - Train Accuracy: 0.945, Validation Accuracy: 0.936, Loss: 0.081 Epoch 21 Batch 68/538 - Train Accuracy: 0.913, Validation Accuracy: 0.939, Loss: 0.080 Epoch 21 Batch 69/538 - Train Accuracy: 0.938, Validation Accuracy: 0.934, Loss: 0.084 Epoch 21 Batch 70/538 - Train Accuracy: 0.924, Validation Accuracy: 0.937, Loss: 0.076 Epoch 21 Batch 71/538 - Train Accuracy: 0.916, Validation Accuracy: 0.936, Loss: 0.101 Epoch 21 Batch 72/538 - Train Accuracy: 0.928, Validation Accuracy: 0.934, Loss: 0.108 Epoch 21 Batch 73/538 - Train Accuracy: 0.921, Validation Accuracy: 0.933, Loss: 0.083 Epoch 21 Batch 74/538 - Train Accuracy: 0.923, Validation Accuracy: 0.928, Loss: 0.084 Epoch 21 Batch 75/538 - Train Accuracy: 0.927, Validation Accuracy: 0.925, Loss: 0.085 Epoch 21 Batch 76/538 - Train Accuracy: 0.923, Validation Accuracy: 0.930, Loss: 0.089 Epoch 21 Batch 77/538 - Train Accuracy: 0.917, Validation Accuracy: 0.936, Loss: 0.081 Epoch 21 Batch 78/538 - Train Accuracy: 0.928, Validation Accuracy: 0.937, Loss: 0.084 Epoch 21 Batch 79/538 - Train Accuracy: 0.928, Validation Accuracy: 0.934, Loss: 0.077 Epoch 21 Batch 80/538 - Train Accuracy: 0.930, Validation Accuracy: 0.937, Loss: 0.094 Epoch 21 Batch 81/538 - Train Accuracy: 0.928, Validation Accuracy: 0.938, Loss: 0.093 Epoch 21 Batch 82/538 - Train Accuracy: 0.920, Validation Accuracy: 0.931, Loss: 0.094 Epoch 21 Batch 83/538 - Train Accuracy: 0.930, Validation Accuracy: 0.931, Loss: 0.084 Epoch 21 Batch 84/538 - Train Accuracy: 0.926, Validation Accuracy: 0.925, Loss: 0.090 Epoch 21 Batch 85/538 - Train Accuracy: 0.930, Validation Accuracy: 0.914, Loss: 0.079 Epoch 21 Batch 86/538 - Train Accuracy: 0.939, Validation Accuracy: 0.919, Loss: 0.079 Epoch 21 Batch 87/538 - Train Accuracy: 0.911, Validation Accuracy: 0.926, Loss: 0.093 Epoch 21 Batch 88/538 - Train Accuracy: 0.939, Validation Accuracy: 0.926, Loss: 0.089 Epoch 21 Batch 89/538 - Train Accuracy: 0.947, Validation Accuracy: 0.927, Loss: 0.085 Epoch 21 Batch 90/538 - Train Accuracy: 0.942, Validation Accuracy: 0.931, Loss: 0.095 Epoch 21 Batch 91/538 - Train Accuracy: 0.935, Validation Accuracy: 0.930, Loss: 0.088 Epoch 21 Batch 92/538 - Train Accuracy: 0.920, Validation Accuracy: 0.929, Loss: 0.089 Epoch 21 Batch 93/538 - Train Accuracy: 0.935, Validation Accuracy: 0.922, Loss: 0.083 Epoch 21 Batch 94/538 - Train Accuracy: 0.935, Validation Accuracy: 0.919, Loss: 0.084 Epoch 21 Batch 95/538 - Train Accuracy: 0.912, Validation Accuracy: 0.922, Loss: 0.084 Epoch 21 Batch 96/538 - Train Accuracy: 0.945, Validation Accuracy: 0.928, Loss: 0.074 Epoch 21 Batch 97/538 - Train Accuracy: 0.940, Validation Accuracy: 0.925, Loss: 0.084 Epoch 21 Batch 98/538 - Train Accuracy: 0.930, Validation Accuracy: 0.928, Loss: 0.089 Epoch 21 Batch 99/538 - Train Accuracy: 0.942, Validation Accuracy: 0.933, Loss: 0.080 Epoch 21 Batch 100/538 - Train Accuracy: 0.925, Validation Accuracy: 0.931, Loss: 0.083 Epoch 21 Batch 101/538 - Train Accuracy: 0.908, Validation Accuracy: 0.931, Loss: 0.105 Epoch 21 Batch 102/538 - Train Accuracy: 0.920, Validation Accuracy: 0.926, Loss: 0.090 Epoch 21 Batch 103/538 - Train Accuracy: 0.938, Validation Accuracy: 0.922, Loss: 0.088 Epoch 21 Batch 104/538 - Train Accuracy: 0.917, Validation Accuracy: 0.923, Loss: 0.086 Epoch 21 Batch 105/538 - Train Accuracy: 0.921, Validation Accuracy: 0.922, Loss: 0.081 Epoch 21 Batch 106/538 - Train Accuracy: 0.910, Validation Accuracy: 0.920, Loss: 0.075 Epoch 21 Batch 107/538 - Train Accuracy: 0.912, Validation Accuracy: 0.921, Loss: 0.092 Epoch 21 Batch 108/538 - Train Accuracy: 0.953, Validation Accuracy: 0.930, Loss: 0.086 Epoch 21 Batch 109/538 - Train Accuracy: 0.948, Validation Accuracy: 0.929, Loss: 0.072 Epoch 21 Batch 110/538 - Train Accuracy: 0.936, Validation Accuracy: 0.926, Loss: 0.091 Epoch 21 Batch 111/538 - Train Accuracy: 0.937, Validation Accuracy: 0.925, Loss: 0.073 Epoch 21 Batch 112/538 - Train Accuracy: 0.926, Validation Accuracy: 0.931, Loss: 0.090 Epoch 21 Batch 113/538 - Train Accuracy: 0.907, Validation Accuracy: 0.932, Loss: 0.091 Epoch 21 Batch 114/538 - Train Accuracy: 0.928, Validation Accuracy: 0.931, Loss: 0.086 Epoch 21 Batch 115/538 - Train Accuracy: 0.938, Validation Accuracy: 0.930, Loss: 0.095 Epoch 21 Batch 116/538 - Train Accuracy: 0.913, Validation Accuracy: 0.931, Loss: 0.098 Epoch 21 Batch 117/538 - Train Accuracy: 0.911, Validation Accuracy: 0.936, Loss: 0.086 Epoch 21 Batch 118/538 - Train Accuracy: 0.941, Validation Accuracy: 0.938, Loss: 0.072 Epoch 21 Batch 119/538 - Train Accuracy: 0.945, Validation Accuracy: 0.936, Loss: 0.069 Epoch 21 Batch 120/538 - Train Accuracy: 0.937, Validation Accuracy: 0.938, Loss: 0.076 Epoch 21 Batch 121/538 - Train Accuracy: 0.926, Validation Accuracy: 0.939, Loss: 0.082 Epoch 21 Batch 122/538 - Train Accuracy: 0.919, Validation Accuracy: 0.943, Loss: 0.075 Epoch 21 Batch 123/538 - Train Accuracy: 0.935, Validation Accuracy: 0.939, Loss: 0.079 Epoch 21 Batch 124/538 - Train Accuracy: 0.932, Validation Accuracy: 0.938, Loss: 0.082 Epoch 21 Batch 125/538 - Train Accuracy: 0.931, Validation Accuracy: 0.934, Loss: 0.086 Epoch 21 Batch 126/538 - Train Accuracy: 0.923, Validation Accuracy: 0.935, Loss: 0.082 Epoch 21 Batch 127/538 - Train Accuracy: 0.922, Validation Accuracy: 0.935, Loss: 0.096 Epoch 21 Batch 128/538 - Train Accuracy: 0.935, Validation Accuracy: 0.932, Loss: 0.078 Epoch 21 Batch 129/538 - Train Accuracy: 0.928, Validation Accuracy: 0.936, Loss: 0.079 Epoch 21 Batch 130/538 - Train Accuracy: 0.930, Validation Accuracy: 0.936, Loss: 0.073 Epoch 21 Batch 131/538 - Train Accuracy: 0.949, Validation Accuracy: 0.939, Loss: 0.081 Epoch 21 Batch 132/538 - Train Accuracy: 0.905, Validation Accuracy: 0.934, Loss: 0.082 Epoch 21 Batch 133/538 - Train Accuracy: 0.929, Validation Accuracy: 0.931, Loss: 0.079 Epoch 21 Batch 134/538 - Train Accuracy: 0.905, Validation Accuracy: 0.930, Loss: 0.103 Epoch 21 Batch 135/538 - Train Accuracy: 0.919, Validation Accuracy: 0.921, Loss: 0.104 Epoch 21 Batch 136/538 - Train Accuracy: 0.912, Validation Accuracy: 0.921, Loss: 0.082 Epoch 21 Batch 137/538 - Train Accuracy: 0.915, Validation Accuracy: 0.923, Loss: 0.100 Epoch 21 Batch 138/538 - Train Accuracy: 0.915, Validation Accuracy: 0.925, Loss: 0.087 Epoch 21 Batch 139/538 - Train Accuracy: 0.912, Validation Accuracy: 0.925, Loss: 0.098 Epoch 21 Batch 140/538 - Train Accuracy: 0.910, Validation Accuracy: 0.929, Loss: 0.096 Epoch 21 Batch 141/538 - Train Accuracy: 0.937, Validation Accuracy: 0.928, Loss: 0.101 Epoch 21 Batch 142/538 - Train Accuracy: 0.941, Validation Accuracy: 0.930, Loss: 0.079 Epoch 21 Batch 143/538 - Train Accuracy: 0.934, Validation Accuracy: 0.919, Loss: 0.091 Epoch 21 Batch 144/538 - Train Accuracy: 0.932, Validation Accuracy: 0.920, Loss: 0.096 Epoch 21 Batch 145/538 - Train Accuracy: 0.900, Validation Accuracy: 0.919, Loss: 0.096 Epoch 21 Batch 146/538 - Train Accuracy: 0.930, Validation Accuracy: 0.912, Loss: 0.080 Epoch 21 Batch 147/538 - Train Accuracy: 0.919, Validation Accuracy: 0.915, Loss: 0.095 Epoch 21 Batch 148/538 - Train Accuracy: 0.912, Validation Accuracy: 0.926, Loss: 0.097 Epoch 21 Batch 149/538 - Train Accuracy: 0.935, Validation Accuracy: 0.928, Loss: 0.087 Epoch 21 Batch 150/538 - Train Accuracy: 0.939, Validation Accuracy: 0.926, Loss: 0.080 Epoch 21 Batch 151/538 - Train Accuracy: 0.930, Validation Accuracy: 0.923, Loss: 0.093 Epoch 21 Batch 152/538 - Train Accuracy: 0.935, Validation Accuracy: 0.925, Loss: 0.082 Epoch 21 Batch 153/538 - Train Accuracy: 0.910, Validation Accuracy: 0.919, Loss: 0.085 Epoch 21 Batch 154/538 - Train Accuracy: 0.932, Validation Accuracy: 0.921, Loss: 0.075 Epoch 21 Batch 155/538 - Train Accuracy: 0.914, Validation Accuracy: 0.922, Loss: 0.085 Epoch 21 Batch 156/538 - Train Accuracy: 0.934, Validation Accuracy: 0.918, Loss: 0.080 Epoch 21 Batch 157/538 - Train Accuracy: 0.929, Validation Accuracy: 0.920, Loss: 0.083 Epoch 21 Batch 158/538 - Train Accuracy: 0.923, Validation Accuracy: 0.924, Loss: 0.086 Epoch 21 Batch 159/538 - Train Accuracy: 0.918, Validation Accuracy: 0.923, Loss: 0.093 Epoch 21 Batch 160/538 - Train Accuracy: 0.908, Validation Accuracy: 0.924, Loss: 0.083 Epoch 21 Batch 161/538 - Train Accuracy: 0.928, Validation Accuracy: 0.919, Loss: 0.079 Epoch 21 Batch 162/538 - Train Accuracy: 0.931, Validation Accuracy: 0.917, Loss: 0.078 Epoch 21 Batch 163/538 - Train Accuracy: 0.919, Validation Accuracy: 0.922, Loss: 0.098 Epoch 21 Batch 164/538 - Train Accuracy: 0.913, Validation Accuracy: 0.923, Loss: 0.093 Epoch 21 Batch 165/538 - Train Accuracy: 0.931, Validation Accuracy: 0.933, Loss: 0.071 Epoch 21 Batch 166/538 - Train Accuracy: 0.956, Validation Accuracy: 0.930, Loss: 0.073 Epoch 21 Batch 167/538 - Train Accuracy: 0.925, Validation Accuracy: 0.927, Loss: 0.104 Epoch 21 Batch 168/538 - Train Accuracy: 0.906, Validation Accuracy: 0.927, Loss: 0.094 Epoch 21 Batch 169/538 - Train Accuracy: 0.938, Validation Accuracy: 0.925, Loss: 0.080 Epoch 21 Batch 170/538 - Train Accuracy: 0.932, Validation Accuracy: 0.927, Loss: 0.081 Epoch 21 Batch 171/538 - Train Accuracy: 0.934, Validation Accuracy: 0.926, Loss: 0.093 Epoch 21 Batch 172/538 - Train Accuracy: 0.934, Validation Accuracy: 0.926, Loss: 0.077 Epoch 21 Batch 173/538 - Train Accuracy: 0.945, Validation Accuracy: 0.928, Loss: 0.074 Epoch 21 Batch 174/538 - Train Accuracy: 0.921, Validation Accuracy: 0.920, Loss: 0.080 Epoch 21 Batch 175/538 - Train Accuracy: 0.935, Validation Accuracy: 0.920, Loss: 0.078 Epoch 21 Batch 176/538 - Train Accuracy: 0.925, Validation Accuracy: 0.918, Loss: 0.092 Epoch 21 Batch 177/538 - Train Accuracy: 0.937, Validation Accuracy: 0.925, Loss: 0.076 Epoch 21 Batch 178/538 - Train Accuracy: 0.916, Validation Accuracy: 0.934, Loss: 0.088 Epoch 21 Batch 179/538 - Train Accuracy: 0.937, Validation Accuracy: 0.931, Loss: 0.082 Epoch 21 Batch 180/538 - Train Accuracy: 0.941, Validation Accuracy: 0.929, Loss: 0.082 Epoch 21 Batch 181/538 - Train Accuracy: 0.908, Validation Accuracy: 0.932, Loss: 0.101 Epoch 21 Batch 182/538 - Train Accuracy: 0.933, Validation Accuracy: 0.934, Loss: 0.083 Epoch 21 Batch 183/538 - Train Accuracy: 0.940, Validation Accuracy: 0.931, Loss: 0.071 Epoch 21 Batch 184/538 - Train Accuracy: 0.939, Validation Accuracy: 0.930, Loss: 0.079 Epoch 21 Batch 185/538 - Train Accuracy: 0.952, Validation Accuracy: 0.923, Loss: 0.068 Epoch 21 Batch 186/538 - Train Accuracy: 0.947, Validation Accuracy: 0.925, Loss: 0.073 Epoch 21 Batch 187/538 - Train Accuracy: 0.932, Validation Accuracy: 0.923, Loss: 0.085 Epoch 21 Batch 188/538 - Train Accuracy: 0.928, Validation Accuracy: 0.923, Loss: 0.076 Epoch 21 Batch 189/538 - Train Accuracy: 0.942, Validation Accuracy: 0.931, Loss: 0.086 Epoch 21 Batch 190/538 - Train Accuracy: 0.910, Validation Accuracy: 0.929, Loss: 0.110 Epoch 21 Batch 191/538 - Train Accuracy: 0.937, Validation Accuracy: 0.931, Loss: 0.074 Epoch 21 Batch 192/538 - Train Accuracy: 0.933, Validation Accuracy: 0.939, Loss: 0.082 Epoch 21 Batch 193/538 - Train Accuracy: 0.915, Validation Accuracy: 0.931, Loss: 0.088 Epoch 21 Batch 194/538 - Train Accuracy: 0.906, Validation Accuracy: 0.933, Loss: 0.095 Epoch 21 Batch 195/538 - Train Accuracy: 0.938, Validation Accuracy: 0.934, Loss: 0.089 Epoch 21 Batch 196/538 - Train Accuracy: 0.925, Validation Accuracy: 0.938, Loss: 0.083 Epoch 21 Batch 197/538 - Train Accuracy: 0.937, Validation Accuracy: 0.927, Loss: 0.090 Epoch 21 Batch 198/538 - Train Accuracy: 0.928, Validation Accuracy: 0.923, Loss: 0.089 Epoch 21 Batch 199/538 - Train Accuracy: 0.904, Validation Accuracy: 0.926, Loss: 0.089 Epoch 21 Batch 200/538 - Train Accuracy: 0.942, Validation Accuracy: 0.928, Loss: 0.078 Epoch 21 Batch 201/538 - Train Accuracy: 0.933, Validation Accuracy: 0.930, Loss: 0.094 Epoch 21 Batch 202/538 - Train Accuracy: 0.943, Validation Accuracy: 0.931, Loss: 0.076 Epoch 21 Batch 203/538 - Train Accuracy: 0.940, Validation Accuracy: 0.932, Loss: 0.102 Epoch 21 Batch 204/538 - Train Accuracy: 0.908, Validation Accuracy: 0.932, Loss: 0.098 Epoch 21 Batch 205/538 - Train Accuracy: 0.927, Validation Accuracy: 0.931, Loss: 0.071 Epoch 21 Batch 206/538 - Train Accuracy: 0.923, Validation Accuracy: 0.928, Loss: 0.074 Epoch 21 Batch 207/538 - Train Accuracy: 0.941, Validation Accuracy: 0.927, Loss: 0.088 Epoch 21 Batch 208/538 - Train Accuracy: 0.929, Validation Accuracy: 0.922, Loss: 0.094 Epoch 21 Batch 209/538 - Train Accuracy: 0.945, Validation Accuracy: 0.923, Loss: 0.071 Epoch 21 Batch 210/538 - Train Accuracy: 0.920, Validation Accuracy: 0.926, Loss: 0.095 Epoch 21 Batch 211/538 - Train Accuracy: 0.915, Validation Accuracy: 0.933, Loss: 0.091 Epoch 21 Batch 212/538 - Train Accuracy: 0.927, Validation Accuracy: 0.939, Loss: 0.082 Epoch 21 Batch 213/538 - Train Accuracy: 0.940, Validation Accuracy: 0.928, Loss: 0.078 Epoch 21 Batch 214/538 - Train Accuracy: 0.940, Validation Accuracy: 0.928, Loss: 0.077 Epoch 21 Batch 215/538 - Train Accuracy: 0.939, Validation Accuracy: 0.923, Loss: 0.073 Epoch 21 Batch 216/538 - Train Accuracy: 0.926, Validation Accuracy: 0.925, Loss: 0.088 Epoch 21 Batch 217/538 - Train Accuracy: 0.933, Validation Accuracy: 0.927, Loss: 0.077 Epoch 21 Batch 218/538 - Train Accuracy: 0.939, Validation Accuracy: 0.925, Loss: 0.077 Epoch 21 Batch 219/538 - Train Accuracy: 0.922, Validation Accuracy: 0.926, Loss: 0.101 Epoch 21 Batch 220/538 - Train Accuracy: 0.924, Validation Accuracy: 0.930, Loss: 0.079 Epoch 21 Batch 221/538 - Train Accuracy: 0.949, Validation Accuracy: 0.930, Loss: 0.080 Epoch 21 Batch 222/538 - Train Accuracy: 0.913, Validation Accuracy: 0.928, Loss: 0.074 Epoch 21 Batch 223/538 - Train Accuracy: 0.925, Validation Accuracy: 0.933, Loss: 0.092 Epoch 21 Batch 224/538 - Train Accuracy: 0.925, Validation Accuracy: 0.930, Loss: 0.085 Epoch 21 Batch 225/538 - Train Accuracy: 0.940, Validation Accuracy: 0.934, Loss: 0.079 Epoch 21 Batch 226/538 - Train Accuracy: 0.934, Validation Accuracy: 0.931, Loss: 0.081 Epoch 21 Batch 227/538 - Train Accuracy: 0.934, Validation Accuracy: 0.928, Loss: 0.080 Epoch 21 Batch 228/538 - Train Accuracy: 0.920, Validation Accuracy: 0.928, Loss: 0.083 Epoch 21 Batch 229/538 - Train Accuracy: 0.935, Validation Accuracy: 0.926, Loss: 0.089 Epoch 21 Batch 230/538 - Train Accuracy: 0.920, Validation Accuracy: 0.932, Loss: 0.081 Epoch 21 Batch 231/538 - Train Accuracy: 0.931, Validation Accuracy: 0.925, Loss: 0.083 Epoch 21 Batch 232/538 - Train Accuracy: 0.922, Validation Accuracy: 0.924, Loss: 0.094 Epoch 21 Batch 233/538 - Train Accuracy: 0.939, Validation Accuracy: 0.923, Loss: 0.089 Epoch 21 Batch 234/538 - Train Accuracy: 0.936, Validation Accuracy: 0.920, Loss: 0.080 Epoch 21 Batch 235/538 - Train Accuracy: 0.934, Validation Accuracy: 0.927, Loss: 0.077 Epoch 21 Batch 236/538 - Train Accuracy: 0.939, Validation Accuracy: 0.928, Loss: 0.080 Epoch 21 Batch 237/538 - Train Accuracy: 0.924, Validation Accuracy: 0.933, Loss: 0.074 Epoch 21 Batch 238/538 - Train Accuracy: 0.945, Validation Accuracy: 0.933, Loss: 0.072 Epoch 21 Batch 239/538 - Train Accuracy: 0.922, Validation Accuracy: 0.938, Loss: 0.087 Epoch 21 Batch 240/538 - Train Accuracy: 0.925, Validation Accuracy: 0.929, Loss: 0.088 Epoch 21 Batch 241/538 - Train Accuracy: 0.918, Validation Accuracy: 0.929, Loss: 0.082 Epoch 21 Batch 242/538 - Train Accuracy: 0.937, Validation Accuracy: 0.923, Loss: 0.077 Epoch 21 Batch 243/538 - Train Accuracy: 0.934, Validation Accuracy: 0.926, Loss: 0.084 Epoch 21 Batch 244/538 - Train Accuracy: 0.914, Validation Accuracy: 0.928, Loss: 0.081 Epoch 21 Batch 245/538 - Train Accuracy: 0.934, Validation Accuracy: 0.933, Loss: 0.088 Epoch 21 Batch 246/538 - Train Accuracy: 0.935, Validation Accuracy: 0.931, Loss: 0.070 Epoch 21 Batch 247/538 - Train Accuracy: 0.924, Validation Accuracy: 0.931, Loss: 0.085 Epoch 21 Batch 248/538 - Train Accuracy: 0.935, Validation Accuracy: 0.932, Loss: 0.078 Epoch 21 Batch 249/538 - Train Accuracy: 0.923, Validation Accuracy: 0.933, Loss: 0.073 Epoch 21 Batch 250/538 - Train Accuracy: 0.931, Validation Accuracy: 0.933, Loss: 0.080 Epoch 21 Batch 251/538 - Train Accuracy: 0.936, Validation Accuracy: 0.930, Loss: 0.081 Epoch 21 Batch 252/538 - Train Accuracy: 0.948, Validation Accuracy: 0.930, Loss: 0.071 Epoch 21 Batch 253/538 - Train Accuracy: 0.911, Validation Accuracy: 0.929, Loss: 0.073 Epoch 21 Batch 254/538 - Train Accuracy: 0.920, Validation Accuracy: 0.925, Loss: 0.097 Epoch 21 Batch 255/538 - Train Accuracy: 0.934, Validation Accuracy: 0.919, Loss: 0.080 Epoch 21 Batch 256/538 - Train Accuracy: 0.920, Validation Accuracy: 0.917, Loss: 0.084 Epoch 21 Batch 257/538 - Train Accuracy: 0.931, Validation Accuracy: 0.918, Loss: 0.078 Epoch 21 Batch 258/538 - Train Accuracy: 0.942, Validation Accuracy: 0.914, Loss: 0.075 Epoch 21 Batch 259/538 - Train Accuracy: 0.938, Validation Accuracy: 0.919, Loss: 0.080 Epoch 21 Batch 260/538 - Train Accuracy: 0.895, Validation Accuracy: 0.922, Loss: 0.088 Epoch 21 Batch 261/538 - Train Accuracy: 0.917, Validation Accuracy: 0.929, Loss: 0.082 Epoch 21 Batch 262/538 - Train Accuracy: 0.946, Validation Accuracy: 0.932, Loss: 0.075 Epoch 21 Batch 263/538 - Train Accuracy: 0.924, Validation Accuracy: 0.936, Loss: 0.082 Epoch 21 Batch 264/538 - Train Accuracy: 0.923, Validation Accuracy: 0.933, Loss: 0.087 Epoch 21 Batch 265/538 - Train Accuracy: 0.906, Validation Accuracy: 0.928, Loss: 0.086 Epoch 21 Batch 266/538 - Train Accuracy: 0.909, Validation Accuracy: 0.928, Loss: 0.088 Epoch 21 Batch 267/538 - Train Accuracy: 0.920, Validation Accuracy: 0.928, Loss: 0.070 Epoch 21 Batch 268/538 - Train Accuracy: 0.935, Validation Accuracy: 0.931, Loss: 0.079 Epoch 21 Batch 269/538 - Train Accuracy: 0.937, Validation Accuracy: 0.931, Loss: 0.089 Epoch 21 Batch 270/538 - Train Accuracy: 0.929, Validation Accuracy: 0.930, Loss: 0.085 Epoch 21 Batch 271/538 - Train Accuracy: 0.933, Validation Accuracy: 0.933, Loss: 0.071 Epoch 21 Batch 272/538 - Train Accuracy: 0.924, Validation Accuracy: 0.933, Loss: 0.087 Epoch 21 Batch 273/538 - Train Accuracy: 0.914, Validation Accuracy: 0.934, Loss: 0.086 Epoch 21 Batch 274/538 - Train Accuracy: 0.903, Validation Accuracy: 0.937, Loss: 0.098 Epoch 21 Batch 275/538 - Train Accuracy: 0.924, Validation Accuracy: 0.936, Loss: 0.091 Epoch 21 Batch 276/538 - Train Accuracy: 0.921, Validation Accuracy: 0.934, Loss: 0.097 Epoch 21 Batch 277/538 - Train Accuracy: 0.923, Validation Accuracy: 0.938, Loss: 0.083 Epoch 21 Batch 278/538 - Train Accuracy: 0.937, Validation Accuracy: 0.935, Loss: 0.084 Epoch 21 Batch 279/538 - Train Accuracy: 0.930, Validation Accuracy: 0.937, Loss: 0.078 Epoch 21 Batch 280/538 - Train Accuracy: 0.936, Validation Accuracy: 0.935, Loss: 0.080 Epoch 21 Batch 281/538 - Train Accuracy: 0.913, Validation Accuracy: 0.932, Loss: 0.091 Epoch 21 Batch 282/538 - Train Accuracy: 0.921, Validation Accuracy: 0.926, Loss: 0.088 Epoch 21 Batch 283/538 - Train Accuracy: 0.945, Validation Accuracy: 0.925, Loss: 0.091 Epoch 21 Batch 284/538 - Train Accuracy: 0.925, Validation Accuracy: 0.920, Loss: 0.098 Epoch 21 Batch 285/538 - Train Accuracy: 0.932, Validation Accuracy: 0.919, Loss: 0.070 Epoch 21 Batch 286/538 - Train Accuracy: 0.924, Validation Accuracy: 0.916, Loss: 0.088 Epoch 21 Batch 287/538 - Train Accuracy: 0.928, Validation Accuracy: 0.912, Loss: 0.069 Epoch 21 Batch 288/538 - Train Accuracy: 0.927, Validation Accuracy: 0.911, Loss: 0.081 Epoch 21 Batch 289/538 - Train Accuracy: 0.929, Validation Accuracy: 0.914, Loss: 0.071 Epoch 21 Batch 290/538 - Train Accuracy: 0.944, Validation Accuracy: 0.916, Loss: 0.075 Epoch 21 Batch 291/538 - Train Accuracy: 0.930, Validation Accuracy: 0.917, Loss: 0.089 Epoch 21 Batch 292/538 - Train Accuracy: 0.943, Validation Accuracy: 0.917, Loss: 0.064 Epoch 21 Batch 293/538 - Train Accuracy: 0.923, Validation Accuracy: 0.922, Loss: 0.077 Epoch 21 Batch 294/538 - Train Accuracy: 0.937, Validation Accuracy: 0.927, Loss: 0.085 Epoch 21 Batch 295/538 - Train Accuracy: 0.933, Validation Accuracy: 0.932, Loss: 0.078 Epoch 21 Batch 296/538 - Train Accuracy: 0.922, Validation Accuracy: 0.931, Loss: 0.087 Epoch 21 Batch 297/538 - Train Accuracy: 0.931, Validation Accuracy: 0.931, Loss: 0.084 Epoch 21 Batch 298/538 - Train Accuracy: 0.922, Validation Accuracy: 0.933, Loss: 0.089 Epoch 21 Batch 299/538 - Train Accuracy: 0.904, Validation Accuracy: 0.929, Loss: 0.092 Epoch 21 Batch 300/538 - Train Accuracy: 0.931, Validation Accuracy: 0.927, Loss: 0.086 Epoch 21 Batch 301/538 - Train Accuracy: 0.927, Validation Accuracy: 0.922, Loss: 0.087 Epoch 21 Batch 302/538 - Train Accuracy: 0.938, Validation Accuracy: 0.924, Loss: 0.078 Epoch 21 Batch 303/538 - Train Accuracy: 0.934, Validation Accuracy: 0.928, Loss: 0.084 Epoch 21 Batch 304/538 - Train Accuracy: 0.924, Validation Accuracy: 0.927, Loss: 0.097 Epoch 21 Batch 305/538 - Train Accuracy: 0.946, Validation Accuracy: 0.935, Loss: 0.074 Epoch 21 Batch 306/538 - Train Accuracy: 0.926, Validation Accuracy: 0.931, Loss: 0.084 Epoch 21 Batch 307/538 - Train Accuracy: 0.949, Validation Accuracy: 0.926, Loss: 0.080 Epoch 21 Batch 308/538 - Train Accuracy: 0.924, Validation Accuracy: 0.926, Loss: 0.088 Epoch 21 Batch 309/538 - Train Accuracy: 0.948, Validation Accuracy: 0.923, Loss: 0.069 Epoch 21 Batch 310/538 - Train Accuracy: 0.941, Validation Accuracy: 0.918, Loss: 0.083 Epoch 21 Batch 311/538 - Train Accuracy: 0.921, Validation Accuracy: 0.917, Loss: 0.084 Epoch 21 Batch 312/538 - Train Accuracy: 0.927, Validation Accuracy: 0.921, Loss: 0.071 Epoch 21 Batch 313/538 - Train Accuracy: 0.926, Validation Accuracy: 0.931, Loss: 0.080 Epoch 21 Batch 314/538 - Train Accuracy: 0.945, Validation Accuracy: 0.931, Loss: 0.081 Epoch 21 Batch 315/538 - Train Accuracy: 0.931, Validation Accuracy: 0.927, Loss: 0.078 Epoch 21 Batch 316/538 - Train Accuracy: 0.919, Validation Accuracy: 0.924, Loss: 0.070 Epoch 21 Batch 317/538 - Train Accuracy: 0.938, Validation Accuracy: 0.926, Loss: 0.087 Epoch 21 Batch 318/538 - Train Accuracy: 0.916, Validation Accuracy: 0.926, Loss: 0.076 Epoch 21 Batch 319/538 - Train Accuracy: 0.934, Validation Accuracy: 0.931, Loss: 0.089 Epoch 21 Batch 320/538 - Train Accuracy: 0.928, Validation Accuracy: 0.931, Loss: 0.079 Epoch 21 Batch 321/538 - Train Accuracy: 0.929, Validation Accuracy: 0.933, Loss: 0.073 Epoch 21 Batch 322/538 - Train Accuracy: 0.929, Validation Accuracy: 0.935, Loss: 0.078 Epoch 21 Batch 323/538 - Train Accuracy: 0.929, Validation Accuracy: 0.931, Loss: 0.075 Epoch 21 Batch 324/538 - Train Accuracy: 0.934, Validation Accuracy: 0.930, Loss: 0.083 Epoch 21 Batch 325/538 - Train Accuracy: 0.936, Validation Accuracy: 0.936, Loss: 0.081 Epoch 21 Batch 326/538 - Train Accuracy: 0.934, Validation Accuracy: 0.931, Loss: 0.083 Epoch 21 Batch 327/538 - Train Accuracy: 0.929, Validation Accuracy: 0.923, Loss: 0.084 Epoch 21 Batch 328/538 - Train Accuracy: 0.952, Validation Accuracy: 0.923, Loss: 0.073 Epoch 21 Batch 329/538 - Train Accuracy: 0.935, Validation Accuracy: 0.921, Loss: 0.083 Epoch 21 Batch 330/538 - Train Accuracy: 0.942, Validation Accuracy: 0.926, Loss: 0.070 Epoch 21 Batch 331/538 - Train Accuracy: 0.931, Validation Accuracy: 0.923, Loss: 0.078 Epoch 21 Batch 332/538 - Train Accuracy: 0.926, Validation Accuracy: 0.928, Loss: 0.084 Epoch 21 Batch 333/538 - Train Accuracy: 0.937, Validation Accuracy: 0.929, Loss: 0.085 Epoch 21 Batch 334/538 - Train Accuracy: 0.933, Validation Accuracy: 0.926, Loss: 0.085 Epoch 21 Batch 335/538 - Train Accuracy: 0.943, Validation Accuracy: 0.926, Loss: 0.080 Epoch 21 Batch 336/538 - Train Accuracy: 0.929, Validation Accuracy: 0.929, Loss: 0.072 Epoch 21 Batch 337/538 - Train Accuracy: 0.917, Validation Accuracy: 0.928, Loss: 0.078 Epoch 21 Batch 338/538 - Train Accuracy: 0.927, Validation Accuracy: 0.928, Loss: 0.081 Epoch 21 Batch 339/538 - Train Accuracy: 0.922, Validation Accuracy: 0.928, Loss: 0.069 Epoch 21 Batch 340/538 - Train Accuracy: 0.913, Validation Accuracy: 0.935, Loss: 0.081 Epoch 21 Batch 341/538 - Train Accuracy: 0.935, Validation Accuracy: 0.933, Loss: 0.074 Epoch 21 Batch 342/538 - Train Accuracy: 0.931, Validation Accuracy: 0.933, Loss: 0.081 Epoch 21 Batch 343/538 - Train Accuracy: 0.947, Validation Accuracy: 0.933, Loss: 0.077 Epoch 21 Batch 344/538 - Train Accuracy: 0.934, Validation Accuracy: 0.932, Loss: 0.077 Epoch 21 Batch 345/538 - Train Accuracy: 0.935, Validation Accuracy: 0.926, Loss: 0.078 Epoch 21 Batch 346/538 - Train Accuracy: 0.929, Validation Accuracy: 0.918, Loss: 0.092 Epoch 21 Batch 347/538 - Train Accuracy: 0.940, Validation Accuracy: 0.917, Loss: 0.081 Epoch 21 Batch 348/538 - Train Accuracy: 0.936, Validation Accuracy: 0.920, Loss: 0.079 Epoch 21 Batch 349/538 - Train Accuracy: 0.932, Validation Accuracy: 0.933, Loss: 0.073 Epoch 21 Batch 350/538 - Train Accuracy: 0.930, Validation Accuracy: 0.937, Loss: 0.086 Epoch 21 Batch 351/538 - Train Accuracy: 0.921, Validation Accuracy: 0.937, Loss: 0.091 Epoch 21 Batch 352/538 - Train Accuracy: 0.908, Validation Accuracy: 0.937, Loss: 0.104 Epoch 21 Batch 353/538 - Train Accuracy: 0.916, Validation Accuracy: 0.931, Loss: 0.094 Epoch 21 Batch 354/538 - Train Accuracy: 0.911, Validation Accuracy: 0.929, Loss: 0.082 Epoch 21 Batch 355/538 - Train Accuracy: 0.923, Validation Accuracy: 0.924, Loss: 0.079 Epoch 21 Batch 356/538 - Train Accuracy: 0.936, Validation Accuracy: 0.921, Loss: 0.076 Epoch 21 Batch 357/538 - Train Accuracy: 0.926, Validation Accuracy: 0.924, Loss: 0.084 Epoch 21 Batch 358/538 - Train Accuracy: 0.937, Validation Accuracy: 0.928, Loss: 0.068 Epoch 21 Batch 359/538 - Train Accuracy: 0.925, Validation Accuracy: 0.935, Loss: 0.075 Epoch 21 Batch 360/538 - Train Accuracy: 0.919, Validation Accuracy: 0.934, Loss: 0.078 Epoch 21 Batch 361/538 - Train Accuracy: 0.937, Validation Accuracy: 0.934, Loss: 0.086 Epoch 21 Batch 362/538 - Train Accuracy: 0.951, Validation Accuracy: 0.941, Loss: 0.070 Epoch 21 Batch 363/538 - Train Accuracy: 0.927, Validation Accuracy: 0.941, Loss: 0.079 Epoch 21 Batch 364/538 - Train Accuracy: 0.924, Validation Accuracy: 0.942, Loss: 0.097 Epoch 21 Batch 365/538 - Train Accuracy: 0.924, Validation Accuracy: 0.938, Loss: 0.079 Epoch 21 Batch 366/538 - Train Accuracy: 0.932, Validation Accuracy: 0.943, Loss: 0.087 Epoch 21 Batch 367/538 - Train Accuracy: 0.941, Validation Accuracy: 0.940, Loss: 0.069 Epoch 21 Batch 368/538 - Train Accuracy: 0.926, Validation Accuracy: 0.934, Loss: 0.077 Epoch 21 Batch 369/538 - Train Accuracy: 0.933, Validation Accuracy: 0.937, Loss: 0.077 Epoch 21 Batch 370/538 - Train Accuracy: 0.927, Validation Accuracy: 0.942, Loss: 0.089 Epoch 21 Batch 371/538 - Train Accuracy: 0.949, Validation Accuracy: 0.939, Loss: 0.078 Epoch 21 Batch 372/538 - Train Accuracy: 0.950, Validation Accuracy: 0.936, Loss: 0.081 Epoch 21 Batch 373/538 - Train Accuracy: 0.924, Validation Accuracy: 0.933, Loss: 0.071 Epoch 21 Batch 374/538 - Train Accuracy: 0.944, Validation Accuracy: 0.931, Loss: 0.081 Epoch 21 Batch 375/538 - Train Accuracy: 0.932, Validation Accuracy: 0.930, Loss: 0.083 Epoch 21 Batch 376/538 - Train Accuracy: 0.931, Validation Accuracy: 0.930, Loss: 0.081 Epoch 21 Batch 377/538 - Train Accuracy: 0.928, Validation Accuracy: 0.930, Loss: 0.080 Epoch 21 Batch 378/538 - Train Accuracy: 0.927, Validation Accuracy: 0.926, Loss: 0.073 Epoch 21 Batch 379/538 - Train Accuracy: 0.930, Validation Accuracy: 0.928, Loss: 0.081 Epoch 21 Batch 380/538 - Train Accuracy: 0.939, Validation Accuracy: 0.926, Loss: 0.079 Epoch 21 Batch 381/538 - Train Accuracy: 0.940, Validation Accuracy: 0.926, Loss: 0.074 Epoch 21 Batch 382/538 - Train Accuracy: 0.913, Validation Accuracy: 0.933, Loss: 0.094 Epoch 21 Batch 383/538 - Train Accuracy: 0.922, Validation Accuracy: 0.937, Loss: 0.082 Epoch 21 Batch 384/538 - Train Accuracy: 0.929, Validation Accuracy: 0.931, Loss: 0.086 Epoch 21 Batch 385/538 - Train Accuracy: 0.931, Validation Accuracy: 0.931, Loss: 0.082 Epoch 21 Batch 386/538 - Train Accuracy: 0.928, Validation Accuracy: 0.933, Loss: 0.087 Epoch 21 Batch 387/538 - Train Accuracy: 0.938, Validation Accuracy: 0.934, Loss: 0.079 Epoch 21 Batch 388/538 - Train Accuracy: 0.933, Validation Accuracy: 0.933, Loss: 0.070 Epoch 21 Batch 389/538 - Train Accuracy: 0.916, Validation Accuracy: 0.927, Loss: 0.096 Epoch 21 Batch 390/538 - Train Accuracy: 0.935, Validation Accuracy: 0.925, Loss: 0.075 Epoch 21 Batch 391/538 - Train Accuracy: 0.922, Validation Accuracy: 0.925, Loss: 0.076 Epoch 21 Batch 392/538 - Train Accuracy: 0.926, Validation Accuracy: 0.919, Loss: 0.085 Epoch 21 Batch 393/538 - Train Accuracy: 0.930, Validation Accuracy: 0.919, Loss: 0.077 Epoch 21 Batch 394/538 - Train Accuracy: 0.897, Validation Accuracy: 0.924, Loss: 0.099 Epoch 21 Batch 395/538 - Train Accuracy: 0.920, Validation Accuracy: 0.936, Loss: 0.099 Epoch 21 Batch 396/538 - Train Accuracy: 0.946, Validation Accuracy: 0.931, Loss: 0.074 Epoch 21 Batch 397/538 - Train Accuracy: 0.928, Validation Accuracy: 0.931, Loss: 0.094 Epoch 21 Batch 398/538 - Train Accuracy: 0.944, Validation Accuracy: 0.939, Loss: 0.084 Epoch 21 Batch 399/538 - Train Accuracy: 0.905, Validation Accuracy: 0.944, Loss: 0.097 Epoch 21 Batch 400/538 - Train Accuracy: 0.931, Validation Accuracy: 0.944, Loss: 0.081 Epoch 21 Batch 401/538 - Train Accuracy: 0.935, Validation Accuracy: 0.944, Loss: 0.084 Epoch 21 Batch 402/538 - Train Accuracy: 0.932, Validation Accuracy: 0.942, Loss: 0.079 Epoch 21 Batch 403/538 - Train Accuracy: 0.934, Validation Accuracy: 0.935, Loss: 0.089 Epoch 21 Batch 404/538 - Train Accuracy: 0.937, Validation Accuracy: 0.931, Loss: 0.081 Epoch 21 Batch 405/538 - Train Accuracy: 0.933, Validation Accuracy: 0.928, Loss: 0.077 Epoch 21 Batch 406/538 - Train Accuracy: 0.931, Validation Accuracy: 0.920, Loss: 0.085 Epoch 21 Batch 407/538 - Train Accuracy: 0.943, Validation Accuracy: 0.918, Loss: 0.087 Epoch 21 Batch 408/538 - Train Accuracy: 0.910, Validation Accuracy: 0.920, Loss: 0.088 Epoch 21 Batch 409/538 - Train Accuracy: 0.903, Validation Accuracy: 0.918, Loss: 0.091 Epoch 21 Batch 410/538 - Train Accuracy: 0.943, Validation Accuracy: 0.924, Loss: 0.080 Epoch 21 Batch 411/538 - Train Accuracy: 0.933, Validation Accuracy: 0.933, Loss: 0.085 Epoch 21 Batch 412/538 - Train Accuracy: 0.924, Validation Accuracy: 0.933, Loss: 0.072 Epoch 21 Batch 413/538 - Train Accuracy: 0.934, Validation Accuracy: 0.935, Loss: 0.073 Epoch 21 Batch 414/538 - Train Accuracy: 0.900, Validation Accuracy: 0.935, Loss: 0.094 Epoch 21 Batch 415/538 - Train Accuracy: 0.913, Validation Accuracy: 0.928, Loss: 0.078 Epoch 21 Batch 416/538 - Train Accuracy: 0.938, Validation Accuracy: 0.926, Loss: 0.085 Epoch 21 Batch 417/538 - Train Accuracy: 0.927, Validation Accuracy: 0.926, Loss: 0.078 Epoch 21 Batch 418/538 - Train Accuracy: 0.945, Validation Accuracy: 0.924, Loss: 0.082 Epoch 21 Batch 419/538 - Train Accuracy: 0.940, Validation Accuracy: 0.923, Loss: 0.066 Epoch 21 Batch 420/538 - Train Accuracy: 0.940, Validation Accuracy: 0.928, Loss: 0.076 Epoch 21 Batch 421/538 - Train Accuracy: 0.942, Validation Accuracy: 0.933, Loss: 0.075 Epoch 21 Batch 422/538 - Train Accuracy: 0.942, Validation Accuracy: 0.936, Loss: 0.083 Epoch 21 Batch 423/538 - Train Accuracy: 0.933, Validation Accuracy: 0.937, Loss: 0.084 Epoch 21 Batch 424/538 - Train Accuracy: 0.929, Validation Accuracy: 0.931, Loss: 0.085 Epoch 21 Batch 425/538 - Train Accuracy: 0.919, Validation Accuracy: 0.933, Loss: 0.097 Epoch 21 Batch 426/538 - Train Accuracy: 0.940, Validation Accuracy: 0.930, Loss: 0.085 Epoch 21 Batch 427/538 - Train Accuracy: 0.912, Validation Accuracy: 0.928, Loss: 0.089 Epoch 21 Batch 428/538 - Train Accuracy: 0.935, Validation Accuracy: 0.918, Loss: 0.080 Epoch 21 Batch 429/538 - Train Accuracy: 0.921, Validation Accuracy: 0.922, Loss: 0.079 Epoch 21 Batch 430/538 - Train Accuracy: 0.914, Validation Accuracy: 0.927, Loss: 0.083 Epoch 21 Batch 431/538 - Train Accuracy: 0.937, Validation Accuracy: 0.922, Loss: 0.071 Epoch 21 Batch 432/538 - Train Accuracy: 0.926, Validation Accuracy: 0.922, Loss: 0.084 Epoch 21 Batch 433/538 - Train Accuracy: 0.912, Validation Accuracy: 0.918, Loss: 0.110 Epoch 21 Batch 434/538 - Train Accuracy: 0.921, Validation Accuracy: 0.924, Loss: 0.087 Epoch 21 Batch 435/538 - Train Accuracy: 0.932, Validation Accuracy: 0.926, Loss: 0.073 Epoch 21 Batch 436/538 - Train Accuracy: 0.921, Validation Accuracy: 0.929, Loss: 0.093 Epoch 21 Batch 437/538 - Train Accuracy: 0.938, Validation Accuracy: 0.925, Loss: 0.078 Epoch 21 Batch 438/538 - Train Accuracy: 0.940, Validation Accuracy: 0.928, Loss: 0.073 Epoch 21 Batch 439/538 - Train Accuracy: 0.948, Validation Accuracy: 0.923, Loss: 0.077 Epoch 21 Batch 440/538 - Train Accuracy: 0.932, Validation Accuracy: 0.930, Loss: 0.093 Epoch 21 Batch 441/538 - Train Accuracy: 0.919, Validation Accuracy: 0.930, Loss: 0.098 Epoch 21 Batch 442/538 - Train Accuracy: 0.932, Validation Accuracy: 0.931, Loss: 0.073 Epoch 21 Batch 443/538 - Train Accuracy: 0.913, Validation Accuracy: 0.928, Loss: 0.084 Epoch 21 Batch 444/538 - Train Accuracy: 0.938, Validation Accuracy: 0.928, Loss: 0.079 Epoch 21 Batch 445/538 - Train Accuracy: 0.950, Validation Accuracy: 0.925, Loss: 0.080 Epoch 21 Batch 446/538 - Train Accuracy: 0.942, Validation Accuracy: 0.921, Loss: 0.080 Epoch 21 Batch 447/538 - Train Accuracy: 0.916, Validation Accuracy: 0.916, Loss: 0.080 Epoch 21 Batch 448/538 - Train Accuracy: 0.924, Validation Accuracy: 0.929, Loss: 0.076 Epoch 21 Batch 449/538 - Train Accuracy: 0.943, Validation Accuracy: 0.927, Loss: 0.077 Epoch 21 Batch 450/538 - Train Accuracy: 0.923, Validation Accuracy: 0.932, Loss: 0.086 Epoch 21 Batch 451/538 - Train Accuracy: 0.905, Validation Accuracy: 0.929, Loss: 0.078 Epoch 21 Batch 452/538 - Train Accuracy: 0.927, Validation Accuracy: 0.931, Loss: 0.074 Epoch 21 Batch 453/538 - Train Accuracy: 0.943, Validation Accuracy: 0.936, Loss: 0.089 Epoch 21 Batch 454/538 - Train Accuracy: 0.921, Validation Accuracy: 0.926, Loss: 0.088 Epoch 21 Batch 455/538 - Train Accuracy: 0.938, Validation Accuracy: 0.929, Loss: 0.072 Epoch 21 Batch 456/538 - Train Accuracy: 0.943, Validation Accuracy: 0.931, Loss: 0.112 Epoch 21 Batch 457/538 - Train Accuracy: 0.929, Validation Accuracy: 0.932, Loss: 0.078 Epoch 21 Batch 458/538 - Train Accuracy: 0.938, Validation Accuracy: 0.932, Loss: 0.079 Epoch 21 Batch 459/538 - Train Accuracy: 0.933, Validation Accuracy: 0.930, Loss: 0.072 Epoch 21 Batch 460/538 - Train Accuracy: 0.916, Validation Accuracy: 0.929, Loss: 0.093 Epoch 21 Batch 461/538 - Train Accuracy: 0.943, Validation Accuracy: 0.931, Loss: 0.087 Epoch 21 Batch 462/538 - Train Accuracy: 0.922, Validation Accuracy: 0.936, Loss: 0.082 Epoch 21 Batch 463/538 - Train Accuracy: 0.908, Validation Accuracy: 0.936, Loss: 0.086 Epoch 21 Batch 464/538 - Train Accuracy: 0.936, Validation Accuracy: 0.933, Loss: 0.076 Epoch 21 Batch 465/538 - Train Accuracy: 0.921, Validation Accuracy: 0.935, Loss: 0.078 Epoch 21 Batch 466/538 - Train Accuracy: 0.911, Validation Accuracy: 0.930, Loss: 0.082 Epoch 21 Batch 467/538 - Train Accuracy: 0.944, Validation Accuracy: 0.925, Loss: 0.085 Epoch 21 Batch 468/538 - Train Accuracy: 0.929, Validation Accuracy: 0.919, Loss: 0.086 Epoch 21 Batch 469/538 - Train Accuracy: 0.929, Validation Accuracy: 0.924, Loss: 0.082 Epoch 21 Batch 470/538 - Train Accuracy: 0.935, Validation Accuracy: 0.922, Loss: 0.083 Epoch 21 Batch 471/538 - Train Accuracy: 0.947, Validation Accuracy: 0.920, Loss: 0.085 Epoch 21 Batch 472/538 - Train Accuracy: 0.960, Validation Accuracy: 0.920, Loss: 0.070 Epoch 21 Batch 473/538 - Train Accuracy: 0.915, Validation Accuracy: 0.925, Loss: 0.084 Epoch 21 Batch 474/538 - Train Accuracy: 0.931, Validation Accuracy: 0.930, Loss: 0.079 Epoch 21 Batch 475/538 - Train Accuracy: 0.936, Validation Accuracy: 0.933, Loss: 0.080 Epoch 21 Batch 476/538 - Train Accuracy: 0.932, Validation Accuracy: 0.935, Loss: 0.079 Epoch 21 Batch 477/538 - Train Accuracy: 0.919, Validation Accuracy: 0.935, Loss: 0.093 Epoch 21 Batch 478/538 - Train Accuracy: 0.930, Validation Accuracy: 0.931, Loss: 0.073 Epoch 21 Batch 479/538 - Train Accuracy: 0.936, Validation Accuracy: 0.925, Loss: 0.070 Epoch 21 Batch 480/538 - Train Accuracy: 0.947, Validation Accuracy: 0.929, Loss: 0.078 Epoch 21 Batch 481/538 - Train Accuracy: 0.938, Validation Accuracy: 0.930, Loss: 0.074 Epoch 21 Batch 482/538 - Train Accuracy: 0.920, Validation Accuracy: 0.932, Loss: 0.073 Epoch 21 Batch 483/538 - Train Accuracy: 0.908, Validation Accuracy: 0.932, Loss: 0.091 Epoch 21 Batch 484/538 - Train Accuracy: 0.935, Validation Accuracy: 0.935, Loss: 0.097 Epoch 21 Batch 485/538 - Train Accuracy: 0.926, Validation Accuracy: 0.930, Loss: 0.076 Epoch 21 Batch 486/538 - Train Accuracy: 0.932, Validation Accuracy: 0.930, Loss: 0.070 Epoch 21 Batch 487/538 - Train Accuracy: 0.943, Validation Accuracy: 0.927, Loss: 0.072 Epoch 21 Batch 488/538 - Train Accuracy: 0.949, Validation Accuracy: 0.923, Loss: 0.073 Epoch 21 Batch 489/538 - Train Accuracy: 0.918, Validation Accuracy: 0.921, Loss: 0.089 Epoch 21 Batch 490/538 - Train Accuracy: 0.935, Validation Accuracy: 0.915, Loss: 0.082 Epoch 21 Batch 491/538 - Train Accuracy: 0.914, Validation Accuracy: 0.922, Loss: 0.080 Epoch 21 Batch 492/538 - Train Accuracy: 0.938, Validation Accuracy: 0.927, Loss: 0.074 Epoch 21 Batch 493/538 - Train Accuracy: 0.924, Validation Accuracy: 0.929, Loss: 0.081 Epoch 21 Batch 494/538 - Train Accuracy: 0.935, Validation Accuracy: 0.930, Loss: 0.084 Epoch 21 Batch 495/538 - Train Accuracy: 0.943, Validation Accuracy: 0.932, Loss: 0.084 Epoch 21 Batch 496/538 - Train Accuracy: 0.941, Validation Accuracy: 0.927, Loss: 0.074 Epoch 21 Batch 497/538 - Train Accuracy: 0.937, Validation Accuracy: 0.930, Loss: 0.076 Epoch 21 Batch 498/538 - Train Accuracy: 0.923, Validation Accuracy: 0.931, Loss: 0.072 Epoch 21 Batch 499/538 - Train Accuracy: 0.925, Validation Accuracy: 0.927, Loss: 0.083 Epoch 21 Batch 500/538 - Train Accuracy: 0.948, Validation Accuracy: 0.924, Loss: 0.061 Epoch 21 Batch 501/538 - Train Accuracy: 0.951, Validation Accuracy: 0.924, Loss: 0.078 Epoch 21 Batch 502/538 - Train Accuracy: 0.928, Validation Accuracy: 0.922, Loss: 0.071 Epoch 21 Batch 503/538 - Train Accuracy: 0.948, Validation Accuracy: 0.925, Loss: 0.078 Epoch 21 Batch 504/538 - Train Accuracy: 0.947, Validation Accuracy: 0.919, Loss: 0.076 Epoch 21 Batch 505/538 - Train Accuracy: 0.942, Validation Accuracy: 0.926, Loss: 0.073 Epoch 21 Batch 506/538 - Train Accuracy: 0.923, Validation Accuracy: 0.931, Loss: 0.068 Epoch 21 Batch 507/538 - Train Accuracy: 0.920, Validation Accuracy: 0.930, Loss: 0.084 Epoch 21 Batch 508/538 - Train Accuracy: 0.934, Validation Accuracy: 0.930, Loss: 0.080 Epoch 21 Batch 509/538 - Train Accuracy: 0.930, Validation Accuracy: 0.932, Loss: 0.083 Epoch 21 Batch 510/538 - Train Accuracy: 0.934, Validation Accuracy: 0.928, Loss: 0.075 Epoch 21 Batch 511/538 - Train Accuracy: 0.928, Validation Accuracy: 0.930, Loss: 0.081 Epoch 21 Batch 512/538 - Train Accuracy: 0.934, Validation Accuracy: 0.933, Loss: 0.089 Epoch 21 Batch 513/538 - Train Accuracy: 0.930, Validation Accuracy: 0.928, Loss: 0.082 Epoch 21 Batch 514/538 - Train Accuracy: 0.932, Validation Accuracy: 0.928, Loss: 0.073 Epoch 21 Batch 515/538 - Train Accuracy: 0.919, Validation Accuracy: 0.932, Loss: 0.081 Epoch 21 Batch 516/538 - Train Accuracy: 0.919, Validation Accuracy: 0.932, Loss: 0.071 Epoch 21 Batch 517/538 - Train Accuracy: 0.938, Validation Accuracy: 0.931, Loss: 0.075 Epoch 21 Batch 518/538 - Train Accuracy: 0.923, Validation Accuracy: 0.928, Loss: 0.094 Epoch 21 Batch 519/538 - Train Accuracy: 0.935, Validation Accuracy: 0.931, Loss: 0.070 Epoch 21 Batch 520/538 - Train Accuracy: 0.939, Validation Accuracy: 0.928, Loss: 0.074 Epoch 21 Batch 521/538 - Train Accuracy: 0.933, Validation Accuracy: 0.930, Loss: 0.088 Epoch 21 Batch 522/538 - Train Accuracy: 0.923, Validation Accuracy: 0.934, Loss: 0.080 Epoch 21 Batch 523/538 - Train Accuracy: 0.924, Validation Accuracy: 0.934, Loss: 0.081 Epoch 21 Batch 524/538 - Train Accuracy: 0.916, Validation Accuracy: 0.935, Loss: 0.080 Epoch 21 Batch 525/538 - Train Accuracy: 0.937, Validation Accuracy: 0.933, Loss: 0.078 Epoch 21 Batch 526/538 - Train Accuracy: 0.932, Validation Accuracy: 0.928, Loss: 0.073 Epoch 21 Batch 527/538 - Train Accuracy: 0.936, Validation Accuracy: 0.928, Loss: 0.083 Epoch 21 Batch 528/538 - Train Accuracy: 0.930, Validation Accuracy: 0.927, Loss: 0.085 Epoch 21 Batch 529/538 - Train Accuracy: 0.904, Validation Accuracy: 0.928, Loss: 0.085 Epoch 21 Batch 530/538 - Train Accuracy: 0.924, Validation Accuracy: 0.933, Loss: 0.075 Epoch 21 Batch 531/538 - Train Accuracy: 0.942, Validation Accuracy: 0.932, Loss: 0.077 Epoch 21 Batch 532/538 - Train Accuracy: 0.926, Validation Accuracy: 0.932, Loss: 0.072 Epoch 21 Batch 533/538 - Train Accuracy: 0.937, Validation Accuracy: 0.928, Loss: 0.076 Epoch 21 Batch 534/538 - Train Accuracy: 0.935, Validation Accuracy: 0.928, Loss: 0.071 Epoch 21 Batch 535/538 - Train Accuracy: 0.930, Validation Accuracy: 0.936, Loss: 0.079 Epoch 21 Batch 536/538 - Train Accuracy: 0.928, Validation Accuracy: 0.931, Loss: 0.085 Epoch 22 Batch 0/538 - Train Accuracy: 0.948, Validation Accuracy: 0.933, Loss: 0.075 Epoch 22 Batch 1/538 - Train Accuracy: 0.940, Validation Accuracy: 0.931, Loss: 0.079 Epoch 22 Batch 2/538 - Train Accuracy: 0.930, Validation Accuracy: 0.930, Loss: 0.094 Epoch 22 Batch 3/538 - Train Accuracy: 0.934, Validation Accuracy: 0.928, Loss: 0.073 Epoch 22 Batch 4/538 - Train Accuracy: 0.938, Validation Accuracy: 0.921, Loss: 0.077 Epoch 22 Batch 5/538 - Train Accuracy: 0.926, Validation Accuracy: 0.922, Loss: 0.080 Epoch 22 Batch 6/538 - Train Accuracy: 0.932, Validation Accuracy: 0.925, Loss: 0.083 Epoch 22 Batch 7/538 - Train Accuracy: 0.939, Validation Accuracy: 0.922, Loss: 0.077 Epoch 22 Batch 8/538 - Train Accuracy: 0.929, Validation Accuracy: 0.934, Loss: 0.073 Epoch 22 Batch 9/538 - Train Accuracy: 0.925, Validation Accuracy: 0.930, Loss: 0.072 Epoch 22 Batch 10/538 - Train Accuracy: 0.918, Validation Accuracy: 0.932, Loss: 0.093 Epoch 22 Batch 11/538 - Train Accuracy: 0.938, Validation Accuracy: 0.931, Loss: 0.074 Epoch 22 Batch 12/538 - Train Accuracy: 0.939, Validation Accuracy: 0.928, Loss: 0.074 Epoch 22 Batch 13/538 - Train Accuracy: 0.952, Validation Accuracy: 0.927, Loss: 0.083 Epoch 22 Batch 14/538 - Train Accuracy: 0.938, Validation Accuracy: 0.928, Loss: 0.073 Epoch 22 Batch 15/538 - Train Accuracy: 0.937, Validation Accuracy: 0.928, Loss: 0.072 Epoch 22 Batch 16/538 - Train Accuracy: 0.932, Validation Accuracy: 0.927, Loss: 0.075 Epoch 22 Batch 17/538 - Train Accuracy: 0.945, Validation Accuracy: 0.930, Loss: 0.075 Epoch 22 Batch 18/538 - Train Accuracy: 0.945, Validation Accuracy: 0.929, Loss: 0.079 Epoch 22 Batch 19/538 - Train Accuracy: 0.920, Validation Accuracy: 0.933, Loss: 0.084 Epoch 22 Batch 20/538 - Train Accuracy: 0.930, Validation Accuracy: 0.930, Loss: 0.084 Epoch 22 Batch 21/538 - Train Accuracy: 0.960, Validation Accuracy: 0.933, Loss: 0.066 Epoch 22 Batch 22/538 - Train Accuracy: 0.929, Validation Accuracy: 0.932, Loss: 0.082 Epoch 22 Batch 23/538 - Train Accuracy: 0.932, Validation Accuracy: 0.930, Loss: 0.086 Epoch 22 Batch 24/538 - Train Accuracy: 0.948, Validation Accuracy: 0.931, Loss: 0.075 Epoch 22 Batch 25/538 - Train Accuracy: 0.930, Validation Accuracy: 0.933, Loss: 0.078 Epoch 22 Batch 26/538 - Train Accuracy: 0.936, Validation Accuracy: 0.933, Loss: 0.087 Epoch 22 Batch 27/538 - Train Accuracy: 0.941, Validation Accuracy: 0.931, Loss: 0.067 Epoch 22 Batch 28/538 - Train Accuracy: 0.919, Validation Accuracy: 0.928, Loss: 0.081 Epoch 22 Batch 29/538 - Train Accuracy: 0.916, Validation Accuracy: 0.923, Loss: 0.074 Epoch 22 Batch 30/538 - Train Accuracy: 0.936, Validation Accuracy: 0.928, Loss: 0.085 Epoch 22 Batch 31/538 - Train Accuracy: 0.948, Validation Accuracy: 0.922, Loss: 0.068 Epoch 22 Batch 32/538 - Train Accuracy: 0.923, Validation Accuracy: 0.922, Loss: 0.067 Epoch 22 Batch 33/538 - Train Accuracy: 0.942, Validation Accuracy: 0.922, Loss: 0.076 Epoch 22 Batch 34/538 - Train Accuracy: 0.923, Validation Accuracy: 0.926, Loss: 0.087 Epoch 22 Batch 35/538 - Train Accuracy: 0.949, Validation Accuracy: 0.930, Loss: 0.066 Epoch 22 Batch 36/538 - Train Accuracy: 0.930, Validation Accuracy: 0.931, Loss: 0.072 Epoch 22 Batch 37/538 - Train Accuracy: 0.925, Validation Accuracy: 0.936, Loss: 0.079 Epoch 22 Batch 38/538 - Train Accuracy: 0.916, Validation Accuracy: 0.933, Loss: 0.075 Epoch 22 Batch 39/538 - Train Accuracy: 0.941, Validation Accuracy: 0.929, Loss: 0.078 Epoch 22 Batch 40/538 - Train Accuracy: 0.940, Validation Accuracy: 0.928, Loss: 0.076 Epoch 22 Batch 41/538 - Train Accuracy: 0.944, Validation Accuracy: 0.926, Loss: 0.072 Epoch 22 Batch 42/538 - Train Accuracy: 0.929, Validation Accuracy: 0.928, Loss: 0.079 Epoch 22 Batch 43/538 - Train Accuracy: 0.917, Validation Accuracy: 0.930, Loss: 0.090 Epoch 22 Batch 44/538 - Train Accuracy: 0.920, Validation Accuracy: 0.932, Loss: 0.082 Epoch 22 Batch 45/538 - Train Accuracy: 0.940, Validation Accuracy: 0.930, Loss: 0.068 Epoch 22 Batch 46/538 - Train Accuracy: 0.953, Validation Accuracy: 0.925, Loss: 0.068 Epoch 22 Batch 47/538 - Train Accuracy: 0.942, Validation Accuracy: 0.926, Loss: 0.085 Epoch 22 Batch 48/538 - Train Accuracy: 0.933, Validation Accuracy: 0.928, Loss: 0.075 Epoch 22 Batch 49/538 - Train Accuracy: 0.936, Validation Accuracy: 0.925, Loss: 0.079 Epoch 22 Batch 50/538 - Train Accuracy: 0.930, Validation Accuracy: 0.925, Loss: 0.075 Epoch 22 Batch 51/538 - Train Accuracy: 0.923, Validation Accuracy: 0.928, Loss: 0.089 Epoch 22 Batch 52/538 - Train Accuracy: 0.921, Validation Accuracy: 0.936, Loss: 0.082 Epoch 22 Batch 53/538 - Train Accuracy: 0.916, Validation Accuracy: 0.938, Loss: 0.078 Epoch 22 Batch 54/538 - Train Accuracy: 0.934, Validation Accuracy: 0.939, Loss: 0.075 Epoch 22 Batch 55/538 - Train Accuracy: 0.920, Validation Accuracy: 0.934, Loss: 0.078 Epoch 22 Batch 56/538 - Train Accuracy: 0.925, Validation Accuracy: 0.940, Loss: 0.076 Epoch 22 Batch 57/538 - Train Accuracy: 0.915, Validation Accuracy: 0.937, Loss: 0.085 Epoch 22 Batch 58/538 - Train Accuracy: 0.912, Validation Accuracy: 0.933, Loss: 0.082 Epoch 22 Batch 59/538 - Train Accuracy: 0.921, Validation Accuracy: 0.932, Loss: 0.076 Epoch 22 Batch 60/538 - Train Accuracy: 0.946, Validation Accuracy: 0.928, Loss: 0.074 Epoch 22 Batch 61/538 - Train Accuracy: 0.932, Validation Accuracy: 0.924, Loss: 0.076 Epoch 22 Batch 62/538 - Train Accuracy: 0.938, Validation Accuracy: 0.929, Loss: 0.077 Epoch 22 Batch 63/538 - Train Accuracy: 0.952, Validation Accuracy: 0.929, Loss: 0.070 Epoch 22 Batch 64/538 - Train Accuracy: 0.927, Validation Accuracy: 0.928, Loss: 0.074 Epoch 22 Batch 65/538 - Train Accuracy: 0.919, Validation Accuracy: 0.931, Loss: 0.081 Epoch 22 Batch 66/538 - Train Accuracy: 0.949, Validation Accuracy: 0.932, Loss: 0.071 Epoch 22 Batch 67/538 - Train Accuracy: 0.944, Validation Accuracy: 0.931, Loss: 0.075 Epoch 22 Batch 68/538 - Train Accuracy: 0.917, Validation Accuracy: 0.931, Loss: 0.063 Epoch 22 Batch 69/538 - Train Accuracy: 0.931, Validation Accuracy: 0.933, Loss: 0.073 Epoch 22 Batch 70/538 - Train Accuracy: 0.922, Validation Accuracy: 0.932, Loss: 0.081 Epoch 22 Batch 71/538 - Train Accuracy: 0.926, Validation Accuracy: 0.920, Loss: 0.083 Epoch 22 Batch 72/538 - Train Accuracy: 0.943, Validation Accuracy: 0.920, Loss: 0.108 Epoch 22 Batch 73/538 - Train Accuracy: 0.924, Validation Accuracy: 0.926, Loss: 0.080 Epoch 22 Batch 74/538 - Train Accuracy: 0.926, Validation Accuracy: 0.931, Loss: 0.077 Epoch 22 Batch 75/538 - Train Accuracy: 0.924, Validation Accuracy: 0.932, Loss: 0.078 Epoch 22 Batch 76/538 - Train Accuracy: 0.925, Validation Accuracy: 0.928, Loss: 0.083 Epoch 22 Batch 77/538 - Train Accuracy: 0.927, Validation Accuracy: 0.928, Loss: 0.070 Epoch 22 Batch 78/538 - Train Accuracy: 0.928, Validation Accuracy: 0.927, Loss: 0.084 Epoch 22 Batch 79/538 - Train Accuracy: 0.937, Validation Accuracy: 0.927, Loss: 0.070 Epoch 22 Batch 80/538 - Train Accuracy: 0.934, Validation Accuracy: 0.927, Loss: 0.084 Epoch 22 Batch 81/538 - Train Accuracy: 0.924, Validation Accuracy: 0.928, Loss: 0.078 Epoch 22 Batch 82/538 - Train Accuracy: 0.916, Validation Accuracy: 0.931, Loss: 0.083 Epoch 22 Batch 83/538 - Train Accuracy: 0.935, Validation Accuracy: 0.921, Loss: 0.070 Epoch 22 Batch 84/538 - Train Accuracy: 0.935, Validation Accuracy: 0.923, Loss: 0.081 Epoch 22 Batch 85/538 - Train Accuracy: 0.942, Validation Accuracy: 0.926, Loss: 0.075 Epoch 22 Batch 86/538 - Train Accuracy: 0.942, Validation Accuracy: 0.925, Loss: 0.078 Epoch 22 Batch 87/538 - Train Accuracy: 0.925, Validation Accuracy: 0.924, Loss: 0.085 Epoch 22 Batch 88/538 - Train Accuracy: 0.928, Validation Accuracy: 0.929, Loss: 0.076 Epoch 22 Batch 89/538 - Train Accuracy: 0.953, Validation Accuracy: 0.934, Loss: 0.076 Epoch 22 Batch 90/538 - Train Accuracy: 0.934, Validation Accuracy: 0.932, Loss: 0.085 Epoch 22 Batch 91/538 - Train Accuracy: 0.945, Validation Accuracy: 0.935, Loss: 0.075 Epoch 22 Batch 92/538 - Train Accuracy: 0.932, Validation Accuracy: 0.934, Loss: 0.082 Epoch 22 Batch 93/538 - Train Accuracy: 0.930, Validation Accuracy: 0.929, Loss: 0.073 Epoch 22 Batch 94/538 - Train Accuracy: 0.939, Validation Accuracy: 0.930, Loss: 0.068 Epoch 22 Batch 95/538 - Train Accuracy: 0.922, Validation Accuracy: 0.930, Loss: 0.080 Epoch 22 Batch 96/538 - Train Accuracy: 0.945, Validation Accuracy: 0.932, Loss: 0.074 Epoch 22 Batch 97/538 - Train Accuracy: 0.943, Validation Accuracy: 0.935, Loss: 0.067 Epoch 22 Batch 98/538 - Train Accuracy: 0.941, Validation Accuracy: 0.939, Loss: 0.080 Epoch 22 Batch 99/538 - Train Accuracy: 0.936, Validation Accuracy: 0.933, Loss: 0.074 Epoch 22 Batch 100/538 - Train Accuracy: 0.942, Validation Accuracy: 0.933, Loss: 0.079 Epoch 22 Batch 101/538 - Train Accuracy: 0.923, Validation Accuracy: 0.940, Loss: 0.084 Epoch 22 Batch 102/538 - Train Accuracy: 0.926, Validation Accuracy: 0.937, Loss: 0.081 Epoch 22 Batch 103/538 - Train Accuracy: 0.938, Validation Accuracy: 0.933, Loss: 0.072 Epoch 22 Batch 104/538 - Train Accuracy: 0.932, Validation Accuracy: 0.933, Loss: 0.073 Epoch 22 Batch 105/538 - Train Accuracy: 0.942, Validation Accuracy: 0.931, Loss: 0.064 Epoch 22 Batch 106/538 - Train Accuracy: 0.914, Validation Accuracy: 0.936, Loss: 0.063 Epoch 22 Batch 107/538 - Train Accuracy: 0.912, Validation Accuracy: 0.934, Loss: 0.088 Epoch 22 Batch 108/538 - Train Accuracy: 0.953, Validation Accuracy: 0.928, Loss: 0.072 Epoch 22 Batch 109/538 - Train Accuracy: 0.940, Validation Accuracy: 0.930, Loss: 0.069 Epoch 22 Batch 110/538 - Train Accuracy: 0.943, Validation Accuracy: 0.934, Loss: 0.071 Epoch 22 Batch 111/538 - Train Accuracy: 0.941, Validation Accuracy: 0.938, Loss: 0.073 Epoch 22 Batch 112/538 - Train Accuracy: 0.938, Validation Accuracy: 0.937, Loss: 0.079 Epoch 22 Batch 113/538 - Train Accuracy: 0.916, Validation Accuracy: 0.934, Loss: 0.083 Epoch 22 Batch 114/538 - Train Accuracy: 0.935, Validation Accuracy: 0.932, Loss: 0.075 Epoch 22 Batch 115/538 - Train Accuracy: 0.952, Validation Accuracy: 0.933, Loss: 0.080 Epoch 22 Batch 116/538 - Train Accuracy: 0.924, Validation Accuracy: 0.932, Loss: 0.094 Epoch 22 Batch 117/538 - Train Accuracy: 0.934, Validation Accuracy: 0.934, Loss: 0.084 Epoch 22 Batch 118/538 - Train Accuracy: 0.941, Validation Accuracy: 0.935, Loss: 0.067 Epoch 22 Batch 119/538 - Train Accuracy: 0.950, Validation Accuracy: 0.938, Loss: 0.060 Epoch 22 Batch 120/538 - Train Accuracy: 0.951, Validation Accuracy: 0.933, Loss: 0.075 Epoch 22 Batch 121/538 - Train Accuracy: 0.934, Validation Accuracy: 0.938, Loss: 0.076 Epoch 22 Batch 122/538 - Train Accuracy: 0.930, Validation Accuracy: 0.939, Loss: 0.071 Epoch 22 Batch 123/538 - Train Accuracy: 0.932, Validation Accuracy: 0.936, Loss: 0.083 Epoch 22 Batch 124/538 - Train Accuracy: 0.933, Validation Accuracy: 0.936, Loss: 0.077 Epoch 22 Batch 125/538 - Train Accuracy: 0.927, Validation Accuracy: 0.934, Loss: 0.075 Epoch 22 Batch 126/538 - Train Accuracy: 0.914, Validation Accuracy: 0.933, Loss: 0.076 Epoch 22 Batch 127/538 - Train Accuracy: 0.916, Validation Accuracy: 0.935, Loss: 0.090 Epoch 22 Batch 128/538 - Train Accuracy: 0.940, Validation Accuracy: 0.935, Loss: 0.068 Epoch 22 Batch 129/538 - Train Accuracy: 0.941, Validation Accuracy: 0.936, Loss: 0.072 Epoch 22 Batch 130/538 - Train Accuracy: 0.939, Validation Accuracy: 0.937, Loss: 0.079 Epoch 22 Batch 131/538 - Train Accuracy: 0.948, Validation Accuracy: 0.937, Loss: 0.073 Epoch 22 Batch 132/538 - Train Accuracy: 0.926, Validation Accuracy: 0.936, Loss: 0.075 Epoch 22 Batch 133/538 - Train Accuracy: 0.941, Validation Accuracy: 0.932, Loss: 0.076 Epoch 22 Batch 134/538 - Train Accuracy: 0.905, Validation Accuracy: 0.935, Loss: 0.101 Epoch 22 Batch 135/538 - Train Accuracy: 0.930, Validation Accuracy: 0.936, Loss: 0.088 Epoch 22 Batch 136/538 - Train Accuracy: 0.928, Validation Accuracy: 0.937, Loss: 0.074 Epoch 22 Batch 137/538 - Train Accuracy: 0.920, Validation Accuracy: 0.938, Loss: 0.098 Epoch 22 Batch 138/538 - Train Accuracy: 0.930, Validation Accuracy: 0.942, Loss: 0.073 Epoch 22 Batch 139/538 - Train Accuracy: 0.922, Validation Accuracy: 0.942, Loss: 0.086 Epoch 22 Batch 140/538 - Train Accuracy: 0.913, Validation Accuracy: 0.938, Loss: 0.088 Epoch 22 Batch 141/538 - Train Accuracy: 0.934, Validation Accuracy: 0.934, Loss: 0.089 Epoch 22 Batch 142/538 - Train Accuracy: 0.940, Validation Accuracy: 0.930, Loss: 0.078 Epoch 22 Batch 143/538 - Train Accuracy: 0.936, Validation Accuracy: 0.928, Loss: 0.086 Epoch 22 Batch 144/538 - Train Accuracy: 0.933, Validation Accuracy: 0.926, Loss: 0.090 Epoch 22 Batch 145/538 - Train Accuracy: 0.914, Validation Accuracy: 0.927, Loss: 0.087 Epoch 22 Batch 146/538 - Train Accuracy: 0.939, Validation Accuracy: 0.915, Loss: 0.073 Epoch 22 Batch 147/538 - Train Accuracy: 0.927, Validation Accuracy: 0.917, Loss: 0.087 Epoch 22 Batch 148/538 - Train Accuracy: 0.924, Validation Accuracy: 0.922, Loss: 0.092 Epoch 22 Batch 149/538 - Train Accuracy: 0.934, Validation Accuracy: 0.924, Loss: 0.078 Epoch 22 Batch 150/538 - Train Accuracy: 0.937, Validation Accuracy: 0.927, Loss: 0.073 Epoch 22 Batch 151/538 - Train Accuracy: 0.932, Validation Accuracy: 0.926, Loss: 0.078 Epoch 22 Batch 152/538 - Train Accuracy: 0.924, Validation Accuracy: 0.929, Loss: 0.084 Epoch 22 Batch 153/538 - Train Accuracy: 0.919, Validation Accuracy: 0.931, Loss: 0.080 Epoch 22 Batch 154/538 - Train Accuracy: 0.937, Validation Accuracy: 0.932, Loss: 0.067 Epoch 22 Batch 155/538 - Train Accuracy: 0.921, Validation Accuracy: 0.932, Loss: 0.084 Epoch 22 Batch 156/538 - Train Accuracy: 0.941, Validation Accuracy: 0.923, Loss: 0.073 Epoch 22 Batch 157/538 - Train Accuracy: 0.927, Validation Accuracy: 0.918, Loss: 0.080 Epoch 22 Batch 158/538 - Train Accuracy: 0.913, Validation Accuracy: 0.926, Loss: 0.088 Epoch 22 Batch 159/538 - Train Accuracy: 0.926, Validation Accuracy: 0.926, Loss: 0.087 Epoch 22 Batch 160/538 - Train Accuracy: 0.919, Validation Accuracy: 0.932, Loss: 0.077 Epoch 22 Batch 161/538 - Train Accuracy: 0.938, Validation Accuracy: 0.924, Loss: 0.078 Epoch 22 Batch 162/538 - Train Accuracy: 0.933, Validation Accuracy: 0.924, Loss: 0.079 Epoch 22 Batch 163/538 - Train Accuracy: 0.917, Validation Accuracy: 0.925, Loss: 0.093 Epoch 22 Batch 164/538 - Train Accuracy: 0.911, Validation Accuracy: 0.932, Loss: 0.081 Epoch 22 Batch 165/538 - Train Accuracy: 0.931, Validation Accuracy: 0.934, Loss: 0.074 Epoch 22 Batch 166/538 - Train Accuracy: 0.957, Validation Accuracy: 0.936, Loss: 0.071 Epoch 22 Batch 167/538 - Train Accuracy: 0.929, Validation Accuracy: 0.932, Loss: 0.093 Epoch 22 Batch 168/538 - Train Accuracy: 0.904, Validation Accuracy: 0.928, Loss: 0.095 Epoch 22 Batch 169/538 - Train Accuracy: 0.943, Validation Accuracy: 0.926, Loss: 0.068 Epoch 22 Batch 170/538 - Train Accuracy: 0.918, Validation Accuracy: 0.928, Loss: 0.079 Epoch 22 Batch 171/538 - Train Accuracy: 0.928, Validation Accuracy: 0.928, Loss: 0.087 Epoch 22 Batch 172/538 - Train Accuracy: 0.938, Validation Accuracy: 0.925, Loss: 0.072 Epoch 22 Batch 173/538 - Train Accuracy: 0.948, Validation Accuracy: 0.926, Loss: 0.063 Epoch 22 Batch 174/538 - Train Accuracy: 0.923, Validation Accuracy: 0.929, Loss: 0.070 Epoch 22 Batch 175/538 - Train Accuracy: 0.933, Validation Accuracy: 0.927, Loss: 0.072 Epoch 22 Batch 176/538 - Train Accuracy: 0.924, Validation Accuracy: 0.925, Loss: 0.086 Epoch 22 Batch 177/538 - Train Accuracy: 0.929, Validation Accuracy: 0.925, Loss: 0.075 Epoch 22 Batch 178/538 - Train Accuracy: 0.920, Validation Accuracy: 0.923, Loss: 0.071 Epoch 22 Batch 179/538 - Train Accuracy: 0.945, Validation Accuracy: 0.924, Loss: 0.072 Epoch 22 Batch 180/538 - Train Accuracy: 0.941, Validation Accuracy: 0.924, Loss: 0.079 Epoch 22 Batch 181/538 - Train Accuracy: 0.921, Validation Accuracy: 0.926, Loss: 0.095 Epoch 22 Batch 182/538 - Train Accuracy: 0.938, Validation Accuracy: 0.926, Loss: 0.070 Epoch 22 Batch 183/538 - Train Accuracy: 0.943, Validation Accuracy: 0.931, Loss: 0.069 Epoch 22 Batch 184/538 - Train Accuracy: 0.938, Validation Accuracy: 0.933, Loss: 0.071 Epoch 22 Batch 185/538 - Train Accuracy: 0.955, Validation Accuracy: 0.934, Loss: 0.069 Epoch 22 Batch 186/538 - Train Accuracy: 0.940, Validation Accuracy: 0.932, Loss: 0.073 Epoch 22 Batch 187/538 - Train Accuracy: 0.938, Validation Accuracy: 0.932, Loss: 0.072 Epoch 22 Batch 188/538 - Train Accuracy: 0.933, Validation Accuracy: 0.937, Loss: 0.077 Epoch 22 Batch 189/538 - Train Accuracy: 0.934, Validation Accuracy: 0.936, Loss: 0.091 Epoch 22 Batch 190/538 - Train Accuracy: 0.915, Validation Accuracy: 0.936, Loss: 0.103 Epoch 22 Batch 191/538 - Train Accuracy: 0.935, Validation Accuracy: 0.934, Loss: 0.073 Epoch 22 Batch 192/538 - Train Accuracy: 0.941, Validation Accuracy: 0.932, Loss: 0.070 Epoch 22 Batch 193/538 - Train Accuracy: 0.929, Validation Accuracy: 0.937, Loss: 0.075 Epoch 22 Batch 194/538 - Train Accuracy: 0.901, Validation Accuracy: 0.938, Loss: 0.086 Epoch 22 Batch 195/538 - Train Accuracy: 0.943, Validation Accuracy: 0.944, Loss: 0.081 Epoch 22 Batch 196/538 - Train Accuracy: 0.935, Validation Accuracy: 0.946, Loss: 0.064 Epoch 22 Batch 197/538 - Train Accuracy: 0.935, Validation Accuracy: 0.942, Loss: 0.073 Epoch 22 Batch 198/538 - Train Accuracy: 0.939, Validation Accuracy: 0.934, Loss: 0.083 Epoch 22 Batch 199/538 - Train Accuracy: 0.916, Validation Accuracy: 0.929, Loss: 0.077 Epoch 22 Batch 200/538 - Train Accuracy: 0.947, Validation Accuracy: 0.934, Loss: 0.068 Epoch 22 Batch 201/538 - Train Accuracy: 0.938, Validation Accuracy: 0.930, Loss: 0.084 Epoch 22 Batch 202/538 - Train Accuracy: 0.951, Validation Accuracy: 0.927, Loss: 0.072 Epoch 22 Batch 203/538 - Train Accuracy: 0.937, Validation Accuracy: 0.929, Loss: 0.081 Epoch 22 Batch 204/538 - Train Accuracy: 0.918, Validation Accuracy: 0.928, Loss: 0.085 Epoch 22 Batch 205/538 - Train Accuracy: 0.938, Validation Accuracy: 0.930, Loss: 0.073 Epoch 22 Batch 206/538 - Train Accuracy: 0.924, Validation Accuracy: 0.932, Loss: 0.079 Epoch 22 Batch 207/538 - Train Accuracy: 0.940, Validation Accuracy: 0.930, Loss: 0.081 Epoch 22 Batch 208/538 - Train Accuracy: 0.929, Validation Accuracy: 0.928, Loss: 0.095 Epoch 22 Batch 209/538 - Train Accuracy: 0.955, Validation Accuracy: 0.929, Loss: 0.063 Epoch 22 Batch 210/538 - Train Accuracy: 0.919, Validation Accuracy: 0.933, Loss: 0.085 Epoch 22 Batch 211/538 - Train Accuracy: 0.920, Validation Accuracy: 0.938, Loss: 0.086 Epoch 22 Batch 212/538 - Train Accuracy: 0.932, Validation Accuracy: 0.934, Loss: 0.073 Epoch 22 Batch 213/538 - Train Accuracy: 0.938, Validation Accuracy: 0.935, Loss: 0.070 Epoch 22 Batch 214/538 - Train Accuracy: 0.949, Validation Accuracy: 0.933, Loss: 0.071 Epoch 22 Batch 215/538 - Train Accuracy: 0.946, Validation Accuracy: 0.935, Loss: 0.070 Epoch 22 Batch 216/538 - Train Accuracy: 0.931, Validation Accuracy: 0.940, Loss: 0.085 Epoch 22 Batch 217/538 - Train Accuracy: 0.942, Validation Accuracy: 0.939, Loss: 0.075 Epoch 22 Batch 218/538 - Train Accuracy: 0.940, Validation Accuracy: 0.937, Loss: 0.074 Epoch 22 Batch 219/538 - Train Accuracy: 0.914, Validation Accuracy: 0.933, Loss: 0.089 Epoch 22 Batch 220/538 - Train Accuracy: 0.920, Validation Accuracy: 0.933, Loss: 0.077 Epoch 22 Batch 221/538 - Train Accuracy: 0.945, Validation Accuracy: 0.930, Loss: 0.066 Epoch 22 Batch 222/538 - Train Accuracy: 0.922, Validation Accuracy: 0.935, Loss: 0.074 Epoch 22 Batch 223/538 - Train Accuracy: 0.928, Validation Accuracy: 0.935, Loss: 0.078 Epoch 22 Batch 224/538 - Train Accuracy: 0.930, Validation Accuracy: 0.936, Loss: 0.083 Epoch 22 Batch 225/538 - Train Accuracy: 0.950, Validation Accuracy: 0.934, Loss: 0.072 Epoch 22 Batch 226/538 - Train Accuracy: 0.932, Validation Accuracy: 0.930, Loss: 0.076 Epoch 22 Batch 227/538 - Train Accuracy: 0.925, Validation Accuracy: 0.928, Loss: 0.077 Epoch 22 Batch 228/538 - Train Accuracy: 0.914, Validation Accuracy: 0.925, Loss: 0.075 Epoch 22 Batch 229/538 - Train Accuracy: 0.936, Validation Accuracy: 0.925, Loss: 0.082 Epoch 22 Batch 230/538 - Train Accuracy: 0.926, Validation Accuracy: 0.928, Loss: 0.080 Epoch 22 Batch 231/538 - Train Accuracy: 0.939, Validation Accuracy: 0.921, Loss: 0.075 Epoch 22 Batch 232/538 - Train Accuracy: 0.932, Validation Accuracy: 0.920, Loss: 0.078 Epoch 22 Batch 233/538 - Train Accuracy: 0.941, Validation Accuracy: 0.918, Loss: 0.077 Epoch 22 Batch 234/538 - Train Accuracy: 0.932, Validation Accuracy: 0.918, Loss: 0.078 Epoch 22 Batch 235/538 - Train Accuracy: 0.929, Validation Accuracy: 0.920, Loss: 0.069 Epoch 22 Batch 236/538 - Train Accuracy: 0.940, Validation Accuracy: 0.929, Loss: 0.078 Epoch 22 Batch 237/538 - Train Accuracy: 0.929, Validation Accuracy: 0.932, Loss: 0.065 Epoch 22 Batch 238/538 - Train Accuracy: 0.949, Validation Accuracy: 0.933, Loss: 0.069 Epoch 22 Batch 239/538 - Train Accuracy: 0.928, Validation Accuracy: 0.933, Loss: 0.082 Epoch 22 Batch 240/538 - Train Accuracy: 0.933, Validation Accuracy: 0.932, Loss: 0.074 Epoch 22 Batch 241/538 - Train Accuracy: 0.921, Validation Accuracy: 0.925, Loss: 0.074 Epoch 22 Batch 242/538 - Train Accuracy: 0.937, Validation Accuracy: 0.925, Loss: 0.077 Epoch 22 Batch 243/538 - Train Accuracy: 0.938, Validation Accuracy: 0.921, Loss: 0.078 Epoch 22 Batch 244/538 - Train Accuracy: 0.925, Validation Accuracy: 0.929, Loss: 0.076 Epoch 22 Batch 245/538 - Train Accuracy: 0.939, Validation Accuracy: 0.931, Loss: 0.089 Epoch 22 Batch 246/538 - Train Accuracy: 0.935, Validation Accuracy: 0.929, Loss: 0.072 Epoch 22 Batch 247/538 - Train Accuracy: 0.936, Validation Accuracy: 0.929, Loss: 0.082 Epoch 22 Batch 248/538 - Train Accuracy: 0.930, Validation Accuracy: 0.930, Loss: 0.076 Epoch 22 Batch 249/538 - Train Accuracy: 0.928, Validation Accuracy: 0.930, Loss: 0.064 Epoch 22 Batch 250/538 - Train Accuracy: 0.940, Validation Accuracy: 0.932, Loss: 0.075 Epoch 22 Batch 251/538 - Train Accuracy: 0.933, Validation Accuracy: 0.931, Loss: 0.068 Epoch 22 Batch 252/538 - Train Accuracy: 0.946, Validation Accuracy: 0.933, Loss: 0.076 Epoch 22 Batch 253/538 - Train Accuracy: 0.913, Validation Accuracy: 0.927, Loss: 0.070 Epoch 22 Batch 254/538 - Train Accuracy: 0.919, Validation Accuracy: 0.927, Loss: 0.081 Epoch 22 Batch 255/538 - Train Accuracy: 0.955, Validation Accuracy: 0.927, Loss: 0.070 Epoch 22 Batch 256/538 - Train Accuracy: 0.923, Validation Accuracy: 0.929, Loss: 0.079 Epoch 22 Batch 257/538 - Train Accuracy: 0.927, Validation Accuracy: 0.928, Loss: 0.078 Epoch 22 Batch 258/538 - Train Accuracy: 0.947, Validation Accuracy: 0.926, Loss: 0.069 Epoch 22 Batch 259/538 - Train Accuracy: 0.939, Validation Accuracy: 0.926, Loss: 0.073 Epoch 22 Batch 260/538 - Train Accuracy: 0.905, Validation Accuracy: 0.924, Loss: 0.075 Epoch 22 Batch 261/538 - Train Accuracy: 0.929, Validation Accuracy: 0.924, Loss: 0.081 Epoch 22 Batch 262/538 - Train Accuracy: 0.954, Validation Accuracy: 0.924, Loss: 0.077 Epoch 22 Batch 263/538 - Train Accuracy: 0.927, Validation Accuracy: 0.934, Loss: 0.073 Epoch 22 Batch 264/538 - Train Accuracy: 0.913, Validation Accuracy: 0.933, Loss: 0.082 Epoch 22 Batch 265/538 - Train Accuracy: 0.915, Validation Accuracy: 0.930, Loss: 0.081 Epoch 22 Batch 266/538 - Train Accuracy: 0.921, Validation Accuracy: 0.932, Loss: 0.081 Epoch 22 Batch 267/538 - Train Accuracy: 0.932, Validation Accuracy: 0.926, Loss: 0.070 Epoch 22 Batch 268/538 - Train Accuracy: 0.941, Validation Accuracy: 0.929, Loss: 0.070 Epoch 22 Batch 269/538 - Train Accuracy: 0.935, Validation Accuracy: 0.929, Loss: 0.076 Epoch 22 Batch 270/538 - Train Accuracy: 0.929, Validation Accuracy: 0.930, Loss: 0.072 Epoch 22 Batch 271/538 - Train Accuracy: 0.941, Validation Accuracy: 0.933, Loss: 0.065 Epoch 22 Batch 272/538 - Train Accuracy: 0.924, Validation Accuracy: 0.935, Loss: 0.090 Epoch 22 Batch 273/538 - Train Accuracy: 0.914, Validation Accuracy: 0.930, Loss: 0.082 Epoch 22 Batch 274/538 - Train Accuracy: 0.899, Validation Accuracy: 0.933, Loss: 0.087 Epoch 22 Batch 275/538 - Train Accuracy: 0.932, Validation Accuracy: 0.936, Loss: 0.087 Epoch 22 Batch 276/538 - Train Accuracy: 0.928, Validation Accuracy: 0.935, Loss: 0.080 Epoch 22 Batch 277/538 - Train Accuracy: 0.925, Validation Accuracy: 0.940, Loss: 0.068 Epoch 22 Batch 278/538 - Train Accuracy: 0.925, Validation Accuracy: 0.928, Loss: 0.075 Epoch 22 Batch 279/538 - Train Accuracy: 0.929, Validation Accuracy: 0.936, Loss: 0.082 Epoch 22 Batch 280/538 - Train Accuracy: 0.939, Validation Accuracy: 0.936, Loss: 0.071 Epoch 22 Batch 281/538 - Train Accuracy: 0.923, Validation Accuracy: 0.934, Loss: 0.083 Epoch 22 Batch 282/538 - Train Accuracy: 0.923, Validation Accuracy: 0.934, Loss: 0.087 Epoch 22 Batch 283/538 - Train Accuracy: 0.946, Validation Accuracy: 0.934, Loss: 0.076 Epoch 22 Batch 284/538 - Train Accuracy: 0.913, Validation Accuracy: 0.935, Loss: 0.087 Epoch 22 Batch 285/538 - Train Accuracy: 0.934, Validation Accuracy: 0.930, Loss: 0.069 Epoch 22 Batch 286/538 - Train Accuracy: 0.928, Validation Accuracy: 0.926, Loss: 0.084 Epoch 22 Batch 287/538 - Train Accuracy: 0.938, Validation Accuracy: 0.928, Loss: 0.065 Epoch 22 Batch 288/538 - Train Accuracy: 0.937, Validation Accuracy: 0.930, Loss: 0.079 Epoch 22 Batch 289/538 - Train Accuracy: 0.934, Validation Accuracy: 0.929, Loss: 0.068 Epoch 22 Batch 290/538 - Train Accuracy: 0.939, Validation Accuracy: 0.932, Loss: 0.066 Epoch 22 Batch 291/538 - Train Accuracy: 0.933, Validation Accuracy: 0.933, Loss: 0.077 Epoch 22 Batch 292/538 - Train Accuracy: 0.951, Validation Accuracy: 0.933, Loss: 0.064 Epoch 22 Batch 293/538 - Train Accuracy: 0.922, Validation Accuracy: 0.936, Loss: 0.068 Epoch 22 Batch 294/538 - Train Accuracy: 0.944, Validation Accuracy: 0.931, Loss: 0.073 Epoch 22 Batch 295/538 - Train Accuracy: 0.926, Validation Accuracy: 0.933, Loss: 0.074 Epoch 22 Batch 296/538 - Train Accuracy: 0.928, Validation Accuracy: 0.925, Loss: 0.078 Epoch 22 Batch 297/538 - Train Accuracy: 0.936, Validation Accuracy: 0.930, Loss: 0.077 Epoch 22 Batch 298/538 - Train Accuracy: 0.931, Validation Accuracy: 0.934, Loss: 0.075 Epoch 22 Batch 299/538 - Train Accuracy: 0.902, Validation Accuracy: 0.932, Loss: 0.085 Epoch 22 Batch 300/538 - Train Accuracy: 0.928, Validation Accuracy: 0.932, Loss: 0.081 Epoch 22 Batch 301/538 - Train Accuracy: 0.936, Validation Accuracy: 0.928, Loss: 0.083 Epoch 22 Batch 302/538 - Train Accuracy: 0.940, Validation Accuracy: 0.928, Loss: 0.073 Epoch 22 Batch 303/538 - Train Accuracy: 0.948, Validation Accuracy: 0.931, Loss: 0.081 Epoch 22 Batch 304/538 - Train Accuracy: 0.929, Validation Accuracy: 0.929, Loss: 0.083 Epoch 22 Batch 305/538 - Train Accuracy: 0.942, Validation Accuracy: 0.929, Loss: 0.069 Epoch 22 Batch 306/538 - Train Accuracy: 0.924, Validation Accuracy: 0.929, Loss: 0.079 Epoch 22 Batch 307/538 - Train Accuracy: 0.947, Validation Accuracy: 0.927, Loss: 0.069 Epoch 22 Batch 308/538 - Train Accuracy: 0.938, Validation Accuracy: 0.927, Loss: 0.071 Epoch 22 Batch 309/538 - Train Accuracy: 0.946, Validation Accuracy: 0.927, Loss: 0.063 Epoch 22 Batch 310/538 - Train Accuracy: 0.944, Validation Accuracy: 0.930, Loss: 0.074 Epoch 22 Batch 311/538 - Train Accuracy: 0.925, Validation Accuracy: 0.930, Loss: 0.074 Epoch 22 Batch 312/538 - Train Accuracy: 0.929, Validation Accuracy: 0.928, Loss: 0.069 Epoch 22 Batch 313/538 - Train Accuracy: 0.919, Validation Accuracy: 0.926, Loss: 0.070 Epoch 22 Batch 314/538 - Train Accuracy: 0.942, Validation Accuracy: 0.930, Loss: 0.082 Epoch 22 Batch 315/538 - Train Accuracy: 0.923, Validation Accuracy: 0.926, Loss: 0.069 Epoch 22 Batch 316/538 - Train Accuracy: 0.925, Validation Accuracy: 0.929, Loss: 0.066 Epoch 22 Batch 317/538 - Train Accuracy: 0.932, Validation Accuracy: 0.929, Loss: 0.080 Epoch 22 Batch 318/538 - Train Accuracy: 0.930, Validation Accuracy: 0.929, Loss: 0.070 Epoch 22 Batch 319/538 - Train Accuracy: 0.926, Validation Accuracy: 0.928, Loss: 0.081 Epoch 22 Batch 320/538 - Train Accuracy: 0.935, Validation Accuracy: 0.927, Loss: 0.072 Epoch 22 Batch 321/538 - Train Accuracy: 0.933, Validation Accuracy: 0.929, Loss: 0.068 Epoch 22 Batch 322/538 - Train Accuracy: 0.932, Validation Accuracy: 0.929, Loss: 0.077 Epoch 22 Batch 323/538 - Train Accuracy: 0.943, Validation Accuracy: 0.928, Loss: 0.074 Epoch 22 Batch 324/538 - Train Accuracy: 0.938, Validation Accuracy: 0.928, Loss: 0.080 Epoch 22 Batch 325/538 - Train Accuracy: 0.936, Validation Accuracy: 0.934, Loss: 0.074 Epoch 22 Batch 326/538 - Train Accuracy: 0.933, Validation Accuracy: 0.933, Loss: 0.069 Epoch 22 Batch 327/538 - Train Accuracy: 0.935, Validation Accuracy: 0.928, Loss: 0.078 Epoch 22 Batch 328/538 - Train Accuracy: 0.951, Validation Accuracy: 0.933, Loss: 0.071 Epoch 22 Batch 329/538 - Train Accuracy: 0.939, Validation Accuracy: 0.932, Loss: 0.080 Epoch 22 Batch 330/538 - Train Accuracy: 0.948, Validation Accuracy: 0.930, Loss: 0.065 Epoch 22 Batch 331/538 - Train Accuracy: 0.928, Validation Accuracy: 0.933, Loss: 0.073 Epoch 22 Batch 332/538 - Train Accuracy: 0.924, Validation Accuracy: 0.933, Loss: 0.070 Epoch 22 Batch 333/538 - Train Accuracy: 0.937, Validation Accuracy: 0.933, Loss: 0.075 Epoch 22 Batch 334/538 - Train Accuracy: 0.938, Validation Accuracy: 0.934, Loss: 0.071 Epoch 22 Batch 335/538 - Train Accuracy: 0.944, Validation Accuracy: 0.937, Loss: 0.067 Epoch 22 Batch 336/538 - Train Accuracy: 0.930, Validation Accuracy: 0.939, Loss: 0.071 Epoch 22 Batch 337/538 - Train Accuracy: 0.927, Validation Accuracy: 0.936, Loss: 0.067 Epoch 22 Batch 338/538 - Train Accuracy: 0.942, Validation Accuracy: 0.935, Loss: 0.073 Epoch 22 Batch 339/538 - Train Accuracy: 0.935, Validation Accuracy: 0.932, Loss: 0.071 Epoch 22 Batch 340/538 - Train Accuracy: 0.917, Validation Accuracy: 0.932, Loss: 0.077 Epoch 22 Batch 341/538 - Train Accuracy: 0.939, Validation Accuracy: 0.933, Loss: 0.064 Epoch 22 Batch 342/538 - Train Accuracy: 0.928, Validation Accuracy: 0.936, Loss: 0.075 Epoch 22 Batch 343/538 - Train Accuracy: 0.950, Validation Accuracy: 0.938, Loss: 0.086 Epoch 22 Batch 344/538 - Train Accuracy: 0.938, Validation Accuracy: 0.934, Loss: 0.065 Epoch 22 Batch 345/538 - Train Accuracy: 0.939, Validation Accuracy: 0.929, Loss: 0.074 Epoch 22 Batch 346/538 - Train Accuracy: 0.934, Validation Accuracy: 0.927, Loss: 0.085 Epoch 22 Batch 347/538 - Train Accuracy: 0.946, Validation Accuracy: 0.933, Loss: 0.075 Epoch 22 Batch 348/538 - Train Accuracy: 0.939, Validation Accuracy: 0.936, Loss: 0.071 Epoch 22 Batch 349/538 - Train Accuracy: 0.943, Validation Accuracy: 0.934, Loss: 0.067 Epoch 22 Batch 350/538 - Train Accuracy: 0.932, Validation Accuracy: 0.938, Loss: 0.078 Epoch 22 Batch 351/538 - Train Accuracy: 0.929, Validation Accuracy: 0.943, Loss: 0.084 Epoch 22 Batch 352/538 - Train Accuracy: 0.907, Validation Accuracy: 0.943, Loss: 0.090 Epoch 22 Batch 353/538 - Train Accuracy: 0.922, Validation Accuracy: 0.944, Loss: 0.084 Epoch 22 Batch 354/538 - Train Accuracy: 0.924, Validation Accuracy: 0.942, Loss: 0.072 Epoch 22 Batch 355/538 - Train Accuracy: 0.934, Validation Accuracy: 0.941, Loss: 0.077 Epoch 22 Batch 356/538 - Train Accuracy: 0.936, Validation Accuracy: 0.939, Loss: 0.073 Epoch 22 Batch 357/538 - Train Accuracy: 0.944, Validation Accuracy: 0.930, Loss: 0.079 Epoch 22 Batch 358/538 - Train Accuracy: 0.949, Validation Accuracy: 0.934, Loss: 0.066 Epoch 22 Batch 359/538 - Train Accuracy: 0.927, Validation Accuracy: 0.936, Loss: 0.079 Epoch 22 Batch 360/538 - Train Accuracy: 0.927, Validation Accuracy: 0.938, Loss: 0.073 Epoch 22 Batch 361/538 - Train Accuracy: 0.942, Validation Accuracy: 0.941, Loss: 0.074 Epoch 22 Batch 362/538 - Train Accuracy: 0.947, Validation Accuracy: 0.941, Loss: 0.066 Epoch 22 Batch 363/538 - Train Accuracy: 0.933, Validation Accuracy: 0.939, Loss: 0.076 Epoch 22 Batch 364/538 - Train Accuracy: 0.921, Validation Accuracy: 0.941, Loss: 0.092 Epoch 22 Batch 365/538 - Train Accuracy: 0.935, Validation Accuracy: 0.933, Loss: 0.080 Epoch 22 Batch 366/538 - Train Accuracy: 0.934, Validation Accuracy: 0.928, Loss: 0.072 Epoch 22 Batch 367/538 - Train Accuracy: 0.934, Validation Accuracy: 0.928, Loss: 0.070 Epoch 22 Batch 368/538 - Train Accuracy: 0.934, Validation Accuracy: 0.934, Loss: 0.066 Epoch 22 Batch 369/538 - Train Accuracy: 0.937, Validation Accuracy: 0.930, Loss: 0.072 Epoch 22 Batch 370/538 - Train Accuracy: 0.935, Validation Accuracy: 0.930, Loss: 0.079 Epoch 22 Batch 371/538 - Train Accuracy: 0.943, Validation Accuracy: 0.936, Loss: 0.076 Epoch 22 Batch 372/538 - Train Accuracy: 0.945, Validation Accuracy: 0.940, Loss: 0.071 Epoch 22 Batch 373/538 - Train Accuracy: 0.924, Validation Accuracy: 0.934, Loss: 0.064 Epoch 22 Batch 374/538 - Train Accuracy: 0.930, Validation Accuracy: 0.934, Loss: 0.074 Epoch 22 Batch 375/538 - Train Accuracy: 0.939, Validation Accuracy: 0.934, Loss: 0.062 Epoch 22 Batch 376/538 - Train Accuracy: 0.930, Validation Accuracy: 0.934, Loss: 0.071 Epoch 22 Batch 377/538 - Train Accuracy: 0.950, Validation Accuracy: 0.927, Loss: 0.072 Epoch 22 Batch 378/538 - Train Accuracy: 0.922, Validation Accuracy: 0.927, Loss: 0.067 Epoch 22 Batch 379/538 - Train Accuracy: 0.931, Validation Accuracy: 0.920, Loss: 0.070 Epoch 22 Batch 380/538 - Train Accuracy: 0.943, Validation Accuracy: 0.921, Loss: 0.066 Epoch 22 Batch 381/538 - Train Accuracy: 0.936, Validation Accuracy: 0.924, Loss: 0.069 Epoch 22 Batch 382/538 - Train Accuracy: 0.914, Validation Accuracy: 0.928, Loss: 0.084 Epoch 22 Batch 383/538 - Train Accuracy: 0.921, Validation Accuracy: 0.934, Loss: 0.076 Epoch 22 Batch 384/538 - Train Accuracy: 0.931, Validation Accuracy: 0.940, Loss: 0.070 Epoch 22 Batch 385/538 - Train Accuracy: 0.938, Validation Accuracy: 0.939, Loss: 0.068 Epoch 22 Batch 386/538 - Train Accuracy: 0.936, Validation Accuracy: 0.945, Loss: 0.070 Epoch 22 Batch 387/538 - Train Accuracy: 0.930, Validation Accuracy: 0.943, Loss: 0.072 Epoch 22 Batch 388/538 - Train Accuracy: 0.937, Validation Accuracy: 0.946, Loss: 0.078 Epoch 22 Batch 389/538 - Train Accuracy: 0.915, Validation Accuracy: 0.938, Loss: 0.088 Epoch 22 Batch 390/538 - Train Accuracy: 0.934, Validation Accuracy: 0.932, Loss: 0.064 Epoch 22 Batch 391/538 - Train Accuracy: 0.930, Validation Accuracy: 0.936, Loss: 0.086 Epoch 22 Batch 392/538 - Train Accuracy: 0.928, Validation Accuracy: 0.943, Loss: 0.083 Epoch 22 Batch 393/538 - Train Accuracy: 0.943, Validation Accuracy: 0.940, Loss: 0.065 Epoch 22 Batch 394/538 - Train Accuracy: 0.913, Validation Accuracy: 0.938, Loss: 0.091 Epoch 22 Batch 395/538 - Train Accuracy: 0.912, Validation Accuracy: 0.934, Loss: 0.089 Epoch 22 Batch 396/538 - Train Accuracy: 0.938, Validation Accuracy: 0.929, Loss: 0.078 Epoch 22 Batch 397/538 - Train Accuracy: 0.928, Validation Accuracy: 0.922, Loss: 0.087 Epoch 22 Batch 398/538 - Train Accuracy: 0.946, Validation Accuracy: 0.925, Loss: 0.082 Epoch 22 Batch 399/538 - Train Accuracy: 0.916, Validation Accuracy: 0.933, Loss: 0.090 Epoch 22 Batch 400/538 - Train Accuracy: 0.935, Validation Accuracy: 0.929, Loss: 0.082 Epoch 22 Batch 401/538 - Train Accuracy: 0.938, Validation Accuracy: 0.934, Loss: 0.071 Epoch 22 Batch 402/538 - Train Accuracy: 0.931, Validation Accuracy: 0.934, Loss: 0.076 Epoch 22 Batch 403/538 - Train Accuracy: 0.926, Validation Accuracy: 0.933, Loss: 0.080 Epoch 22 Batch 404/538 - Train Accuracy: 0.925, Validation Accuracy: 0.929, Loss: 0.088 Epoch 22 Batch 405/538 - Train Accuracy: 0.939, Validation Accuracy: 0.937, Loss: 0.077 Epoch 22 Batch 406/538 - Train Accuracy: 0.941, Validation Accuracy: 0.935, Loss: 0.077 Epoch 22 Batch 407/538 - Train Accuracy: 0.942, Validation Accuracy: 0.924, Loss: 0.086 Epoch 22 Batch 408/538 - Train Accuracy: 0.906, Validation Accuracy: 0.922, Loss: 0.095 Epoch 22 Batch 409/538 - Train Accuracy: 0.912, Validation Accuracy: 0.931, Loss: 0.083 Epoch 22 Batch 410/538 - Train Accuracy: 0.948, Validation Accuracy: 0.931, Loss: 0.082 Epoch 22 Batch 411/538 - Train Accuracy: 0.941, Validation Accuracy: 0.933, Loss: 0.081 Epoch 22 Batch 412/538 - Train Accuracy: 0.928, Validation Accuracy: 0.936, Loss: 0.067 Epoch 22 Batch 413/538 - Train Accuracy: 0.929, Validation Accuracy: 0.938, Loss: 0.073 Epoch 22 Batch 414/538 - Train Accuracy: 0.905, Validation Accuracy: 0.937, Loss: 0.097 Epoch 22 Batch 415/538 - Train Accuracy: 0.922, Validation Accuracy: 0.935, Loss: 0.081 Epoch 22 Batch 416/538 - Train Accuracy: 0.944, Validation Accuracy: 0.944, Loss: 0.080 Epoch 22 Batch 417/538 - Train Accuracy: 0.942, Validation Accuracy: 0.936, Loss: 0.078 Epoch 22 Batch 418/538 - Train Accuracy: 0.939, Validation Accuracy: 0.939, Loss: 0.081 Epoch 22 Batch 419/538 - Train Accuracy: 0.946, Validation Accuracy: 0.940, Loss: 0.067 Epoch 22 Batch 420/538 - Train Accuracy: 0.940, Validation Accuracy: 0.935, Loss: 0.074 Epoch 22 Batch 421/538 - Train Accuracy: 0.935, Validation Accuracy: 0.929, Loss: 0.069 Epoch 22 Batch 422/538 - Train Accuracy: 0.935, Validation Accuracy: 0.929, Loss: 0.077 Epoch 22 Batch 423/538 - Train Accuracy: 0.935, Validation Accuracy: 0.928, Loss: 0.079 Epoch 22 Batch 424/538 - Train Accuracy: 0.932, Validation Accuracy: 0.928, Loss: 0.086 Epoch 22 Batch 425/538 - Train Accuracy: 0.923, Validation Accuracy: 0.924, Loss: 0.093 Epoch 22 Batch 426/538 - Train Accuracy: 0.942, Validation Accuracy: 0.920, Loss: 0.082 Epoch 22 Batch 427/538 - Train Accuracy: 0.924, Validation Accuracy: 0.920, Loss: 0.084 Epoch 22 Batch 428/538 - Train Accuracy: 0.942, Validation Accuracy: 0.924, Loss: 0.072 Epoch 22 Batch 429/538 - Train Accuracy: 0.940, Validation Accuracy: 0.928, Loss: 0.077 Epoch 22 Batch 430/538 - Train Accuracy: 0.931, Validation Accuracy: 0.928, Loss: 0.069 Epoch 22 Batch 431/538 - Train Accuracy: 0.933, Validation Accuracy: 0.925, Loss: 0.065 Epoch 22 Batch 432/538 - Train Accuracy: 0.930, Validation Accuracy: 0.929, Loss: 0.077 Epoch 22 Batch 433/538 - Train Accuracy: 0.929, Validation Accuracy: 0.924, Loss: 0.097 Epoch 22 Batch 434/538 - Train Accuracy: 0.929, Validation Accuracy: 0.929, Loss: 0.079 Epoch 22 Batch 435/538 - Train Accuracy: 0.926, Validation Accuracy: 0.927, Loss: 0.074 Epoch 22 Batch 436/538 - Train Accuracy: 0.934, Validation Accuracy: 0.927, Loss: 0.072 Epoch 22 Batch 437/538 - Train Accuracy: 0.944, Validation Accuracy: 0.931, Loss: 0.074 Epoch 22 Batch 438/538 - Train Accuracy: 0.946, Validation Accuracy: 0.928, Loss: 0.072 Epoch 22 Batch 439/538 - Train Accuracy: 0.955, Validation Accuracy: 0.933, Loss: 0.069 Epoch 22 Batch 440/538 - Train Accuracy: 0.936, Validation Accuracy: 0.931, Loss: 0.080 Epoch 22 Batch 441/538 - Train Accuracy: 0.926, Validation Accuracy: 0.933, Loss: 0.095 Epoch 22 Batch 442/538 - Train Accuracy: 0.942, Validation Accuracy: 0.933, Loss: 0.065 Epoch 22 Batch 443/538 - Train Accuracy: 0.923, Validation Accuracy: 0.936, Loss: 0.074 Epoch 22 Batch 444/538 - Train Accuracy: 0.934, Validation Accuracy: 0.934, Loss: 0.080 Epoch 22 Batch 445/538 - Train Accuracy: 0.939, Validation Accuracy: 0.930, Loss: 0.066 Epoch 22 Batch 446/538 - Train Accuracy: 0.946, Validation Accuracy: 0.927, Loss: 0.069 Epoch 22 Batch 447/538 - Train Accuracy: 0.927, Validation Accuracy: 0.930, Loss: 0.080 Epoch 22 Batch 448/538 - Train Accuracy: 0.936, Validation Accuracy: 0.932, Loss: 0.070 Epoch 22 Batch 449/538 - Train Accuracy: 0.950, Validation Accuracy: 0.931, Loss: 0.073 Epoch 22 Batch 450/538 - Train Accuracy: 0.930, Validation Accuracy: 0.933, Loss: 0.099 Epoch 22 Batch 451/538 - Train Accuracy: 0.917, Validation Accuracy: 0.936, Loss: 0.069 Epoch 22 Batch 452/538 - Train Accuracy: 0.935, Validation Accuracy: 0.931, Loss: 0.064 Epoch 22 Batch 453/538 - Train Accuracy: 0.938, Validation Accuracy: 0.928, Loss: 0.082 Epoch 22 Batch 454/538 - Train Accuracy: 0.922, Validation Accuracy: 0.926, Loss: 0.085 Epoch 22 Batch 455/538 - Train Accuracy: 0.930, Validation Accuracy: 0.924, Loss: 0.073 Epoch 22 Batch 456/538 - Train Accuracy: 0.938, Validation Accuracy: 0.922, Loss: 0.105 Epoch 22 Batch 457/538 - Train Accuracy: 0.915, Validation Accuracy: 0.925, Loss: 0.074 Epoch 22 Batch 458/538 - Train Accuracy: 0.940, Validation Accuracy: 0.926, Loss: 0.071 Epoch 22 Batch 459/538 - Train Accuracy: 0.949, Validation Accuracy: 0.932, Loss: 0.070 Epoch 22 Batch 460/538 - Train Accuracy: 0.924, Validation Accuracy: 0.940, Loss: 0.081 Epoch 22 Batch 461/538 - Train Accuracy: 0.945, Validation Accuracy: 0.933, Loss: 0.079 Epoch 22 Batch 462/538 - Train Accuracy: 0.934, Validation Accuracy: 0.927, Loss: 0.077 Epoch 22 Batch 463/538 - Train Accuracy: 0.914, Validation Accuracy: 0.929, Loss: 0.081 Epoch 22 Batch 464/538 - Train Accuracy: 0.945, Validation Accuracy: 0.927, Loss: 0.077 Epoch 22 Batch 465/538 - Train Accuracy: 0.928, Validation Accuracy: 0.930, Loss: 0.069 Epoch 22 Batch 466/538 - Train Accuracy: 0.920, Validation Accuracy: 0.935, Loss: 0.074 Epoch 22 Batch 467/538 - Train Accuracy: 0.940, Validation Accuracy: 0.931, Loss: 0.079 Epoch 22 Batch 468/538 - Train Accuracy: 0.948, Validation Accuracy: 0.934, Loss: 0.089 Epoch 22 Batch 469/538 - Train Accuracy: 0.915, Validation Accuracy: 0.936, Loss: 0.074 Epoch 22 Batch 470/538 - Train Accuracy: 0.934, Validation Accuracy: 0.935, Loss: 0.072 Epoch 22 Batch 471/538 - Train Accuracy: 0.950, Validation Accuracy: 0.935, Loss: 0.071 Epoch 22 Batch 472/538 - Train Accuracy: 0.969, Validation Accuracy: 0.936, Loss: 0.066 Epoch 22 Batch 473/538 - Train Accuracy: 0.915, Validation Accuracy: 0.935, Loss: 0.087 Epoch 22 Batch 474/538 - Train Accuracy: 0.937, Validation Accuracy: 0.941, Loss: 0.071 Epoch 22 Batch 475/538 - Train Accuracy: 0.936, Validation Accuracy: 0.943, Loss: 0.070 Epoch 22 Batch 476/538 - Train Accuracy: 0.934, Validation Accuracy: 0.942, Loss: 0.078 Epoch 22 Batch 477/538 - Train Accuracy: 0.931, Validation Accuracy: 0.940, Loss: 0.080 Epoch 22 Batch 478/538 - Train Accuracy: 0.943, Validation Accuracy: 0.945, Loss: 0.065 Epoch 22 Batch 479/538 - Train Accuracy: 0.931, Validation Accuracy: 0.941, Loss: 0.058 Epoch 22 Batch 480/538 - Train Accuracy: 0.948, Validation Accuracy: 0.944, Loss: 0.072 Epoch 22 Batch 481/538 - Train Accuracy: 0.948, Validation Accuracy: 0.945, Loss: 0.073 Epoch 22 Batch 482/538 - Train Accuracy: 0.925, Validation Accuracy: 0.946, Loss: 0.064 Epoch 22 Batch 483/538 - Train Accuracy: 0.915, Validation Accuracy: 0.943, Loss: 0.086 Epoch 22 Batch 484/538 - Train Accuracy: 0.944, Validation Accuracy: 0.936, Loss: 0.090 Epoch 22 Batch 485/538 - Train Accuracy: 0.925, Validation Accuracy: 0.939, Loss: 0.073 Epoch 22 Batch 486/538 - Train Accuracy: 0.948, Validation Accuracy: 0.941, Loss: 0.069 Epoch 22 Batch 487/538 - Train Accuracy: 0.936, Validation Accuracy: 0.937, Loss: 0.063 Epoch 22 Batch 488/538 - Train Accuracy: 0.950, Validation Accuracy: 0.939, Loss: 0.062 Epoch 22 Batch 489/538 - Train Accuracy: 0.921, Validation Accuracy: 0.938, Loss: 0.075 Epoch 22 Batch 490/538 - Train Accuracy: 0.933, Validation Accuracy: 0.935, Loss: 0.077 Epoch 22 Batch 491/538 - Train Accuracy: 0.914, Validation Accuracy: 0.932, Loss: 0.077 Epoch 22 Batch 492/538 - Train Accuracy: 0.934, Validation Accuracy: 0.932, Loss: 0.073 Epoch 22 Batch 493/538 - Train Accuracy: 0.932, Validation Accuracy: 0.926, Loss: 0.078 Epoch 22 Batch 494/538 - Train Accuracy: 0.941, Validation Accuracy: 0.928, Loss: 0.079 Epoch 22 Batch 495/538 - Train Accuracy: 0.926, Validation Accuracy: 0.933, Loss: 0.080 Epoch 22 Batch 496/538 - Train Accuracy: 0.938, Validation Accuracy: 0.930, Loss: 0.061 Epoch 22 Batch 497/538 - Train Accuracy: 0.940, Validation Accuracy: 0.927, Loss: 0.070 Epoch 22 Batch 498/538 - Train Accuracy: 0.933, Validation Accuracy: 0.925, Loss: 0.073 Epoch 22 Batch 499/538 - Train Accuracy: 0.924, Validation Accuracy: 0.936, Loss: 0.082 Epoch 22 Batch 500/538 - Train Accuracy: 0.955, Validation Accuracy: 0.937, Loss: 0.056 Epoch 22 Batch 501/538 - Train Accuracy: 0.947, Validation Accuracy: 0.937, Loss: 0.080 Epoch 22 Batch 502/538 - Train Accuracy: 0.933, Validation Accuracy: 0.935, Loss: 0.076 Epoch 22 Batch 503/538 - Train Accuracy: 0.949, Validation Accuracy: 0.929, Loss: 0.071 Epoch 22 Batch 504/538 - Train Accuracy: 0.947, Validation Accuracy: 0.926, Loss: 0.066 Epoch 22 Batch 505/538 - Train Accuracy: 0.938, Validation Accuracy: 0.928, Loss: 0.067 Epoch 22 Batch 506/538 - Train Accuracy: 0.927, Validation Accuracy: 0.926, Loss: 0.070 Epoch 22 Batch 507/538 - Train Accuracy: 0.931, Validation Accuracy: 0.930, Loss: 0.083 Epoch 22 Batch 508/538 - Train Accuracy: 0.935, Validation Accuracy: 0.929, Loss: 0.064 Epoch 22 Batch 509/538 - Train Accuracy: 0.940, Validation Accuracy: 0.929, Loss: 0.080 Epoch 22 Batch 510/538 - Train Accuracy: 0.940, Validation Accuracy: 0.926, Loss: 0.079 Epoch 22 Batch 511/538 - Train Accuracy: 0.931, Validation Accuracy: 0.926, Loss: 0.083 Epoch 22 Batch 512/538 - Train Accuracy: 0.930, Validation Accuracy: 0.921, Loss: 0.068 Epoch 22 Batch 513/538 - Train Accuracy: 0.920, Validation Accuracy: 0.918, Loss: 0.068 Epoch 22 Batch 514/538 - Train Accuracy: 0.936, Validation Accuracy: 0.922, Loss: 0.071 Epoch 22 Batch 515/538 - Train Accuracy: 0.927, Validation Accuracy: 0.928, Loss: 0.078 Epoch 22 Batch 516/538 - Train Accuracy: 0.913, Validation Accuracy: 0.930, Loss: 0.072 Epoch 22 Batch 517/538 - Train Accuracy: 0.934, Validation Accuracy: 0.931, Loss: 0.074 Epoch 22 Batch 518/538 - Train Accuracy: 0.915, Validation Accuracy: 0.931, Loss: 0.090 Epoch 22 Batch 519/538 - Train Accuracy: 0.940, Validation Accuracy: 0.935, Loss: 0.069 Epoch 22 Batch 520/538 - Train Accuracy: 0.932, Validation Accuracy: 0.933, Loss: 0.075 Epoch 22 Batch 521/538 - Train Accuracy: 0.928, Validation Accuracy: 0.934, Loss: 0.093 Epoch 22 Batch 522/538 - Train Accuracy: 0.930, Validation Accuracy: 0.936, Loss: 0.072 Epoch 22 Batch 523/538 - Train Accuracy: 0.938, Validation Accuracy: 0.940, Loss: 0.077 Epoch 22 Batch 524/538 - Train Accuracy: 0.933, Validation Accuracy: 0.938, Loss: 0.075 Epoch 22 Batch 525/538 - Train Accuracy: 0.937, Validation Accuracy: 0.938, Loss: 0.075 Epoch 22 Batch 526/538 - Train Accuracy: 0.934, Validation Accuracy: 0.936, Loss: 0.069 Epoch 22 Batch 527/538 - Train Accuracy: 0.937, Validation Accuracy: 0.936, Loss: 0.076 Epoch 22 Batch 528/538 - Train Accuracy: 0.929, Validation Accuracy: 0.929, Loss: 0.083 Epoch 22 Batch 529/538 - Train Accuracy: 0.911, Validation Accuracy: 0.928, Loss: 0.086 Epoch 22 Batch 530/538 - Train Accuracy: 0.915, Validation Accuracy: 0.929, Loss: 0.075 Epoch 22 Batch 531/538 - Train Accuracy: 0.945, Validation Accuracy: 0.933, Loss: 0.075 Epoch 22 Batch 532/538 - Train Accuracy: 0.917, Validation Accuracy: 0.933, Loss: 0.067 Epoch 22 Batch 533/538 - Train Accuracy: 0.934, Validation Accuracy: 0.934, Loss: 0.074 Epoch 22 Batch 534/538 - Train Accuracy: 0.935, Validation Accuracy: 0.934, Loss: 0.060 Epoch 22 Batch 535/538 - Train Accuracy: 0.938, Validation Accuracy: 0.936, Loss: 0.073 Epoch 22 Batch 536/538 - Train Accuracy: 0.942, Validation Accuracy: 0.929, Loss: 0.083 Epoch 23 Batch 0/538 - Train Accuracy: 0.957, Validation Accuracy: 0.929, Loss: 0.064 Epoch 23 Batch 1/538 - Train Accuracy: 0.951, Validation Accuracy: 0.934, Loss: 0.069 Epoch 23 Batch 2/538 - Train Accuracy: 0.929, Validation Accuracy: 0.931, Loss: 0.091 Epoch 23 Batch 3/538 - Train Accuracy: 0.932, Validation Accuracy: 0.931, Loss: 0.072 Epoch 23 Batch 4/538 - Train Accuracy: 0.935, Validation Accuracy: 0.931, Loss: 0.076 Epoch 23 Batch 5/538 - Train Accuracy: 0.922, Validation Accuracy: 0.933, Loss: 0.075 Epoch 23 Batch 6/538 - Train Accuracy: 0.937, Validation Accuracy: 0.933, Loss: 0.071 Epoch 23 Batch 7/538 - Train Accuracy: 0.942, Validation Accuracy: 0.934, Loss: 0.073 Epoch 23 Batch 8/538 - Train Accuracy: 0.930, Validation Accuracy: 0.931, Loss: 0.075 Epoch 23 Batch 9/538 - Train Accuracy: 0.930, Validation Accuracy: 0.928, Loss: 0.067 Epoch 23 Batch 10/538 - Train Accuracy: 0.914, Validation Accuracy: 0.932, Loss: 0.086 Epoch 23 Batch 11/538 - Train Accuracy: 0.937, Validation Accuracy: 0.928, Loss: 0.071 Epoch 23 Batch 12/538 - Train Accuracy: 0.942, Validation Accuracy: 0.927, Loss: 0.074 Epoch 23 Batch 13/538 - Train Accuracy: 0.953, Validation Accuracy: 0.931, Loss: 0.070 Epoch 23 Batch 14/538 - Train Accuracy: 0.936, Validation Accuracy: 0.931, Loss: 0.077 Epoch 23 Batch 15/538 - Train Accuracy: 0.945, Validation Accuracy: 0.931, Loss: 0.067 Epoch 23 Batch 16/538 - Train Accuracy: 0.924, Validation Accuracy: 0.930, Loss: 0.074 Epoch 23 Batch 17/538 - Train Accuracy: 0.952, Validation Accuracy: 0.930, Loss: 0.069 Epoch 23 Batch 18/538 - Train Accuracy: 0.944, Validation Accuracy: 0.924, Loss: 0.071 Epoch 23 Batch 19/538 - Train Accuracy: 0.924, Validation Accuracy: 0.922, Loss: 0.074 Epoch 23 Batch 20/538 - Train Accuracy: 0.934, Validation Accuracy: 0.929, Loss: 0.076 Epoch 23 Batch 21/538 - Train Accuracy: 0.960, Validation Accuracy: 0.934, Loss: 0.059 Epoch 23 Batch 22/538 - Train Accuracy: 0.929, Validation Accuracy: 0.930, Loss: 0.074 Epoch 23 Batch 23/538 - Train Accuracy: 0.941, Validation Accuracy: 0.932, Loss: 0.086 Epoch 23 Batch 24/538 - Train Accuracy: 0.948, Validation Accuracy: 0.934, Loss: 0.074 Epoch 23 Batch 25/538 - Train Accuracy: 0.925, Validation Accuracy: 0.931, Loss: 0.075 Epoch 23 Batch 26/538 - Train Accuracy: 0.936, Validation Accuracy: 0.927, Loss: 0.080 Epoch 23 Batch 27/538 - Train Accuracy: 0.940, Validation Accuracy: 0.929, Loss: 0.060 Epoch 23 Batch 28/538 - Train Accuracy: 0.932, Validation Accuracy: 0.928, Loss: 0.070 Epoch 23 Batch 29/538 - Train Accuracy: 0.925, Validation Accuracy: 0.925, Loss: 0.066 Epoch 23 Batch 30/538 - Train Accuracy: 0.941, Validation Accuracy: 0.930, Loss: 0.076 Epoch 23 Batch 31/538 - Train Accuracy: 0.946, Validation Accuracy: 0.928, Loss: 0.067 Epoch 23 Batch 32/538 - Train Accuracy: 0.931, Validation Accuracy: 0.925, Loss: 0.061 Epoch 23 Batch 33/538 - Train Accuracy: 0.942, Validation Accuracy: 0.923, Loss: 0.079 Epoch 23 Batch 34/538 - Train Accuracy: 0.928, Validation Accuracy: 0.924, Loss: 0.086 Epoch 23 Batch 35/538 - Train Accuracy: 0.948, Validation Accuracy: 0.930, Loss: 0.064 Epoch 23 Batch 36/538 - Train Accuracy: 0.937, Validation Accuracy: 0.934, Loss: 0.068 Epoch 23 Batch 37/538 - Train Accuracy: 0.945, Validation Accuracy: 0.933, Loss: 0.079 Epoch 23 Batch 38/538 - Train Accuracy: 0.921, Validation Accuracy: 0.938, Loss: 0.074 Epoch 23 Batch 39/538 - Train Accuracy: 0.938, Validation Accuracy: 0.936, Loss: 0.067 Epoch 23 Batch 40/538 - Train Accuracy: 0.948, Validation Accuracy: 0.938, Loss: 0.065 Epoch 23 Batch 41/538 - Train Accuracy: 0.943, Validation Accuracy: 0.934, Loss: 0.066 Epoch 23 Batch 42/538 - Train Accuracy: 0.924, Validation Accuracy: 0.936, Loss: 0.069 Epoch 23 Batch 43/538 - Train Accuracy: 0.923, Validation Accuracy: 0.935, Loss: 0.086 Epoch 23 Batch 44/538 - Train Accuracy: 0.916, Validation Accuracy: 0.935, Loss: 0.072 Epoch 23 Batch 45/538 - Train Accuracy: 0.942, Validation Accuracy: 0.935, Loss: 0.075 Epoch 23 Batch 46/538 - Train Accuracy: 0.953, Validation Accuracy: 0.935, Loss: 0.066 Epoch 23 Batch 47/538 - Train Accuracy: 0.926, Validation Accuracy: 0.935, Loss: 0.075 Epoch 23 Batch 48/538 - Train Accuracy: 0.935, Validation Accuracy: 0.935, Loss: 0.081 Epoch 23 Batch 49/538 - Train Accuracy: 0.938, Validation Accuracy: 0.929, Loss: 0.071 Epoch 23 Batch 50/538 - Train Accuracy: 0.935, Validation Accuracy: 0.930, Loss: 0.069 Epoch 23 Batch 51/538 - Train Accuracy: 0.921, Validation Accuracy: 0.930, Loss: 0.082 Epoch 23 Batch 52/538 - Train Accuracy: 0.930, Validation Accuracy: 0.934, Loss: 0.074 Epoch 23 Batch 53/538 - Train Accuracy: 0.919, Validation Accuracy: 0.932, Loss: 0.077 Epoch 23 Batch 54/538 - Train Accuracy: 0.944, Validation Accuracy: 0.935, Loss: 0.081 Epoch 23 Batch 55/538 - Train Accuracy: 0.923, Validation Accuracy: 0.934, Loss: 0.069 Epoch 23 Batch 56/538 - Train Accuracy: 0.933, Validation Accuracy: 0.932, Loss: 0.068 Epoch 23 Batch 57/538 - Train Accuracy: 0.926, Validation Accuracy: 0.928, Loss: 0.082 Epoch 23 Batch 58/538 - Train Accuracy: 0.919, Validation Accuracy: 0.930, Loss: 0.070 Epoch 23 Batch 59/538 - Train Accuracy: 0.929, Validation Accuracy: 0.930, Loss: 0.073 Epoch 23 Batch 60/538 - Train Accuracy: 0.953, Validation Accuracy: 0.929, Loss: 0.072 Epoch 23 Batch 61/538 - Train Accuracy: 0.936, Validation Accuracy: 0.923, Loss: 0.071 Epoch 23 Batch 62/538 - Train Accuracy: 0.936, Validation Accuracy: 0.921, Loss: 0.079 Epoch 23 Batch 63/538 - Train Accuracy: 0.955, Validation Accuracy: 0.924, Loss: 0.071 Epoch 23 Batch 64/538 - Train Accuracy: 0.924, Validation Accuracy: 0.921, Loss: 0.069 Epoch 23 Batch 65/538 - Train Accuracy: 0.922, Validation Accuracy: 0.918, Loss: 0.079 Epoch 23 Batch 66/538 - Train Accuracy: 0.949, Validation Accuracy: 0.917, Loss: 0.057 Epoch 23 Batch 67/538 - Train Accuracy: 0.947, Validation Accuracy: 0.919, Loss: 0.068 Epoch 23 Batch 68/538 - Train Accuracy: 0.928, Validation Accuracy: 0.925, Loss: 0.070 Epoch 23 Batch 69/538 - Train Accuracy: 0.943, Validation Accuracy: 0.927, Loss: 0.076 Epoch 23 Batch 70/538 - Train Accuracy: 0.933, Validation Accuracy: 0.933, Loss: 0.063 Epoch 23 Batch 71/538 - Train Accuracy: 0.930, Validation Accuracy: 0.934, Loss: 0.082 Epoch 23 Batch 72/538 - Train Accuracy: 0.949, Validation Accuracy: 0.934, Loss: 0.096 Epoch 23 Batch 73/538 - Train Accuracy: 0.918, Validation Accuracy: 0.933, Loss: 0.071 Epoch 23 Batch 74/538 - Train Accuracy: 0.930, Validation Accuracy: 0.933, Loss: 0.073 Epoch 23 Batch 75/538 - Train Accuracy: 0.919, Validation Accuracy: 0.933, Loss: 0.068 Epoch 23 Batch 76/538 - Train Accuracy: 0.936, Validation Accuracy: 0.932, Loss: 0.076 Epoch 23 Batch 77/538 - Train Accuracy: 0.939, Validation Accuracy: 0.933, Loss: 0.066 Epoch 23 Batch 78/538 - Train Accuracy: 0.938, Validation Accuracy: 0.934, Loss: 0.074 Epoch 23 Batch 79/538 - Train Accuracy: 0.937, Validation Accuracy: 0.933, Loss: 0.061 Epoch 23 Batch 80/538 - Train Accuracy: 0.939, Validation Accuracy: 0.931, Loss: 0.080 Epoch 23 Batch 81/538 - Train Accuracy: 0.943, Validation Accuracy: 0.933, Loss: 0.075 Epoch 23 Batch 82/538 - Train Accuracy: 0.930, Validation Accuracy: 0.934, Loss: 0.073 Epoch 23 Batch 83/538 - Train Accuracy: 0.928, Validation Accuracy: 0.934, Loss: 0.071 Epoch 23 Batch 84/538 - Train Accuracy: 0.934, Validation Accuracy: 0.934, Loss: 0.073 Epoch 23 Batch 85/538 - Train Accuracy: 0.939, Validation Accuracy: 0.936, Loss: 0.067 Epoch 23 Batch 86/538 - Train Accuracy: 0.947, Validation Accuracy: 0.936, Loss: 0.070 Epoch 23 Batch 87/538 - Train Accuracy: 0.918, Validation Accuracy: 0.934, Loss: 0.076 Epoch 23 Batch 88/538 - Train Accuracy: 0.949, Validation Accuracy: 0.934, Loss: 0.072 Epoch 23 Batch 89/538 - Train Accuracy: 0.946, Validation Accuracy: 0.934, Loss: 0.067 Epoch 23 Batch 90/538 - Train Accuracy: 0.940, Validation Accuracy: 0.937, Loss: 0.078 Epoch 23 Batch 91/538 - Train Accuracy: 0.938, Validation Accuracy: 0.938, Loss: 0.070 Epoch 23 Batch 92/538 - Train Accuracy: 0.933, Validation Accuracy: 0.935, Loss: 0.087 Epoch 23 Batch 93/538 - Train Accuracy: 0.942, Validation Accuracy: 0.933, Loss: 0.068 Epoch 23 Batch 94/538 - Train Accuracy: 0.945, Validation Accuracy: 0.931, Loss: 0.068 Epoch 23 Batch 95/538 - Train Accuracy: 0.923, Validation Accuracy: 0.925, Loss: 0.070 Epoch 23 Batch 96/538 - Train Accuracy: 0.941, Validation Accuracy: 0.927, Loss: 0.065 Epoch 23 Batch 97/538 - Train Accuracy: 0.937, Validation Accuracy: 0.926, Loss: 0.068 Epoch 23 Batch 98/538 - Train Accuracy: 0.943, Validation Accuracy: 0.929, Loss: 0.074 Epoch 23 Batch 99/538 - Train Accuracy: 0.932, Validation Accuracy: 0.929, Loss: 0.070 Epoch 23 Batch 100/538 - Train Accuracy: 0.932, Validation Accuracy: 0.932, Loss: 0.064 Epoch 23 Batch 101/538 - Train Accuracy: 0.916, Validation Accuracy: 0.932, Loss: 0.080 Epoch 23 Batch 102/538 - Train Accuracy: 0.921, Validation Accuracy: 0.936, Loss: 0.075 Epoch 23 Batch 103/538 - Train Accuracy: 0.946, Validation Accuracy: 0.937, Loss: 0.071 Epoch 23 Batch 104/538 - Train Accuracy: 0.935, Validation Accuracy: 0.934, Loss: 0.068 Epoch 23 Batch 105/538 - Train Accuracy: 0.930, Validation Accuracy: 0.937, Loss: 0.060 Epoch 23 Batch 106/538 - Train Accuracy: 0.921, Validation Accuracy: 0.934, Loss: 0.064 Epoch 23 Batch 107/538 - Train Accuracy: 0.908, Validation Accuracy: 0.936, Loss: 0.080 Epoch 23 Batch 108/538 - Train Accuracy: 0.945, Validation Accuracy: 0.936, Loss: 0.068 Epoch 23 Batch 109/538 - Train Accuracy: 0.957, Validation Accuracy: 0.936, Loss: 0.063 Epoch 23 Batch 110/538 - Train Accuracy: 0.939, Validation Accuracy: 0.931, Loss: 0.068 Epoch 23 Batch 111/538 - Train Accuracy: 0.937, Validation Accuracy: 0.936, Loss: 0.068 Epoch 23 Batch 112/538 - Train Accuracy: 0.927, Validation Accuracy: 0.938, Loss: 0.072 Epoch 23 Batch 113/538 - Train Accuracy: 0.914, Validation Accuracy: 0.938, Loss: 0.072 Epoch 23 Batch 114/538 - Train Accuracy: 0.943, Validation Accuracy: 0.939, Loss: 0.070 Epoch 23 Batch 115/538 - Train Accuracy: 0.944, Validation Accuracy: 0.939, Loss: 0.072 Epoch 23 Batch 116/538 - Train Accuracy: 0.932, Validation Accuracy: 0.940, Loss: 0.079 Epoch 23 Batch 117/538 - Train Accuracy: 0.924, Validation Accuracy: 0.934, Loss: 0.073 Epoch 23 Batch 118/538 - Train Accuracy: 0.946, Validation Accuracy: 0.930, Loss: 0.067 Epoch 23 Batch 119/538 - Train Accuracy: 0.958, Validation Accuracy: 0.928, Loss: 0.061 Epoch 23 Batch 120/538 - Train Accuracy: 0.951, Validation Accuracy: 0.932, Loss: 0.061 Epoch 23 Batch 121/538 - Train Accuracy: 0.939, Validation Accuracy: 0.934, Loss: 0.068 Epoch 23 Batch 122/538 - Train Accuracy: 0.937, Validation Accuracy: 0.937, Loss: 0.070 Epoch 23 Batch 123/538 - Train Accuracy: 0.933, Validation Accuracy: 0.941, Loss: 0.074 Epoch 23 Batch 124/538 - Train Accuracy: 0.934, Validation Accuracy: 0.943, Loss: 0.068 Epoch 23 Batch 125/538 - Train Accuracy: 0.932, Validation Accuracy: 0.943, Loss: 0.082 Epoch 23 Batch 126/538 - Train Accuracy: 0.917, Validation Accuracy: 0.943, Loss: 0.074 Epoch 23 Batch 127/538 - Train Accuracy: 0.920, Validation Accuracy: 0.943, Loss: 0.089 Epoch 23 Batch 128/538 - Train Accuracy: 0.939, Validation Accuracy: 0.943, Loss: 0.072 Epoch 23 Batch 129/538 - Train Accuracy: 0.938, Validation Accuracy: 0.943, Loss: 0.062 Epoch 23 Batch 130/538 - Train Accuracy: 0.933, Validation Accuracy: 0.941, Loss: 0.062 Epoch 23 Batch 131/538 - Train Accuracy: 0.961, Validation Accuracy: 0.941, Loss: 0.063 Epoch 23 Batch 132/538 - Train Accuracy: 0.922, Validation Accuracy: 0.941, Loss: 0.077 Epoch 23 Batch 133/538 - Train Accuracy: 0.929, Validation Accuracy: 0.941, Loss: 0.067 Epoch 23 Batch 134/538 - Train Accuracy: 0.920, Validation Accuracy: 0.942, Loss: 0.081 Epoch 23 Batch 135/538 - Train Accuracy: 0.934, Validation Accuracy: 0.940, Loss: 0.095 Epoch 23 Batch 136/538 - Train Accuracy: 0.931, Validation Accuracy: 0.936, Loss: 0.067 Epoch 23 Batch 137/538 - Train Accuracy: 0.932, Validation Accuracy: 0.930, Loss: 0.087 Epoch 23 Batch 138/538 - Train Accuracy: 0.927, Validation Accuracy: 0.937, Loss: 0.074 Epoch 23 Batch 139/538 - Train Accuracy: 0.929, Validation Accuracy: 0.932, Loss: 0.087 Epoch 23 Batch 140/538 - Train Accuracy: 0.922, Validation Accuracy: 0.933, Loss: 0.090 Epoch 23 Batch 141/538 - Train Accuracy: 0.944, Validation Accuracy: 0.927, Loss: 0.086 Epoch 23 Batch 142/538 - Train Accuracy: 0.947, Validation Accuracy: 0.924, Loss: 0.079 Epoch 23 Batch 143/538 - Train Accuracy: 0.939, Validation Accuracy: 0.927, Loss: 0.076 Epoch 23 Batch 144/538 - Train Accuracy: 0.934, Validation Accuracy: 0.931, Loss: 0.088 Epoch 23 Batch 145/538 - Train Accuracy: 0.923, Validation Accuracy: 0.928, Loss: 0.082 Epoch 23 Batch 146/538 - Train Accuracy: 0.942, Validation Accuracy: 0.931, Loss: 0.071 Epoch 23 Batch 147/538 - Train Accuracy: 0.935, Validation Accuracy: 0.926, Loss: 0.071 Epoch 23 Batch 148/538 - Train Accuracy: 0.924, Validation Accuracy: 0.922, Loss: 0.078 Epoch 23 Batch 149/538 - Train Accuracy: 0.940, Validation Accuracy: 0.929, Loss: 0.066 Epoch 23 Batch 150/538 - Train Accuracy: 0.941, Validation Accuracy: 0.932, Loss: 0.065 Epoch 23 Batch 151/538 - Train Accuracy: 0.931, Validation Accuracy: 0.935, Loss: 0.071 Epoch 23 Batch 152/538 - Train Accuracy: 0.941, Validation Accuracy: 0.929, Loss: 0.082 Epoch 23 Batch 153/538 - Train Accuracy: 0.921, Validation Accuracy: 0.926, Loss: 0.077 Epoch 23 Batch 154/538 - Train Accuracy: 0.940, Validation Accuracy: 0.934, Loss: 0.066 Epoch 23 Batch 155/538 - Train Accuracy: 0.928, Validation Accuracy: 0.932, Loss: 0.078 Epoch 23 Batch 156/538 - Train Accuracy: 0.934, Validation Accuracy: 0.925, Loss: 0.070 Epoch 23 Batch 157/538 - Train Accuracy: 0.937, Validation Accuracy: 0.928, Loss: 0.068 Epoch 23 Batch 158/538 - Train Accuracy: 0.936, Validation Accuracy: 0.927, Loss: 0.079 Epoch 23 Batch 159/538 - Train Accuracy: 0.939, Validation Accuracy: 0.928, Loss: 0.080 Epoch 23 Batch 160/538 - Train Accuracy: 0.907, Validation Accuracy: 0.916, Loss: 0.072 Epoch 23 Batch 161/538 - Train Accuracy: 0.928, Validation Accuracy: 0.916, Loss: 0.074 Epoch 23 Batch 162/538 - Train Accuracy: 0.939, Validation Accuracy: 0.919, Loss: 0.071 Epoch 23 Batch 163/538 - Train Accuracy: 0.923, Validation Accuracy: 0.927, Loss: 0.087 Epoch 23 Batch 164/538 - Train Accuracy: 0.917, Validation Accuracy: 0.935, Loss: 0.079 Epoch 23 Batch 165/538 - Train Accuracy: 0.936, Validation Accuracy: 0.937, Loss: 0.066 Epoch 23 Batch 166/538 - Train Accuracy: 0.958, Validation Accuracy: 0.938, Loss: 0.067 Epoch 23 Batch 167/538 - Train Accuracy: 0.944, Validation Accuracy: 0.932, Loss: 0.095 Epoch 23 Batch 168/538 - Train Accuracy: 0.899, Validation Accuracy: 0.936, Loss: 0.095 Epoch 23 Batch 169/538 - Train Accuracy: 0.952, Validation Accuracy: 0.940, Loss: 0.067 Epoch 23 Batch 170/538 - Train Accuracy: 0.924, Validation Accuracy: 0.938, Loss: 0.071 Epoch 23 Batch 171/538 - Train Accuracy: 0.938, Validation Accuracy: 0.939, Loss: 0.078 Epoch 23 Batch 172/538 - Train Accuracy: 0.940, Validation Accuracy: 0.928, Loss: 0.068 Epoch 23 Batch 173/538 - Train Accuracy: 0.944, Validation Accuracy: 0.927, Loss: 0.064 Epoch 23 Batch 174/538 - Train Accuracy: 0.932, Validation Accuracy: 0.925, Loss: 0.075 Epoch 23 Batch 175/538 - Train Accuracy: 0.935, Validation Accuracy: 0.920, Loss: 0.071 Epoch 23 Batch 176/538 - Train Accuracy: 0.923, Validation Accuracy: 0.927, Loss: 0.082 Epoch 23 Batch 177/538 - Train Accuracy: 0.934, Validation Accuracy: 0.928, Loss: 0.074 Epoch 23 Batch 178/538 - Train Accuracy: 0.919, Validation Accuracy: 0.933, Loss: 0.072 Epoch 23 Batch 179/538 - Train Accuracy: 0.944, Validation Accuracy: 0.934, Loss: 0.071 Epoch 23 Batch 180/538 - Train Accuracy: 0.947, Validation Accuracy: 0.933, Loss: 0.071 Epoch 23 Batch 181/538 - Train Accuracy: 0.919, Validation Accuracy: 0.941, Loss: 0.087 Epoch 23 Batch 182/538 - Train Accuracy: 0.942, Validation Accuracy: 0.941, Loss: 0.065 Epoch 23 Batch 183/538 - Train Accuracy: 0.944, Validation Accuracy: 0.933, Loss: 0.066 Epoch 23 Batch 184/538 - Train Accuracy: 0.941, Validation Accuracy: 0.937, Loss: 0.069 Epoch 23 Batch 185/538 - Train Accuracy: 0.959, Validation Accuracy: 0.938, Loss: 0.061 Epoch 23 Batch 186/538 - Train Accuracy: 0.943, Validation Accuracy: 0.936, Loss: 0.068 Epoch 23 Batch 187/538 - Train Accuracy: 0.945, Validation Accuracy: 0.937, Loss: 0.070 Epoch 23 Batch 188/538 - Train Accuracy: 0.936, Validation Accuracy: 0.937, Loss: 0.065 Epoch 23 Batch 189/538 - Train Accuracy: 0.941, Validation Accuracy: 0.938, Loss: 0.075 Epoch 23 Batch 190/538 - Train Accuracy: 0.913, Validation Accuracy: 0.937, Loss: 0.092 Epoch 23 Batch 191/538 - Train Accuracy: 0.947, Validation Accuracy: 0.940, Loss: 0.067 Epoch 23 Batch 192/538 - Train Accuracy: 0.942, Validation Accuracy: 0.935, Loss: 0.071 Epoch 23 Batch 193/538 - Train Accuracy: 0.932, Validation Accuracy: 0.934, Loss: 0.071 Epoch 23 Batch 194/538 - Train Accuracy: 0.909, Validation Accuracy: 0.930, Loss: 0.078 Epoch 23 Batch 195/538 - Train Accuracy: 0.948, Validation Accuracy: 0.936, Loss: 0.072 Epoch 23 Batch 196/538 - Train Accuracy: 0.933, Validation Accuracy: 0.943, Loss: 0.065 Epoch 23 Batch 197/538 - Train Accuracy: 0.946, Validation Accuracy: 0.945, Loss: 0.065 Epoch 23 Batch 198/538 - Train Accuracy: 0.940, Validation Accuracy: 0.946, Loss: 0.074 Epoch 23 Batch 199/538 - Train Accuracy: 0.923, Validation Accuracy: 0.940, Loss: 0.076 Epoch 23 Batch 200/538 - Train Accuracy: 0.946, Validation Accuracy: 0.938, Loss: 0.066 Epoch 23 Batch 201/538 - Train Accuracy: 0.942, Validation Accuracy: 0.938, Loss: 0.077 Epoch 23 Batch 202/538 - Train Accuracy: 0.947, Validation Accuracy: 0.935, Loss: 0.069 Epoch 23 Batch 203/538 - Train Accuracy: 0.946, Validation Accuracy: 0.934, Loss: 0.080 Epoch 23 Batch 204/538 - Train Accuracy: 0.929, Validation Accuracy: 0.936, Loss: 0.084 Epoch 23 Batch 205/538 - Train Accuracy: 0.936, Validation Accuracy: 0.936, Loss: 0.071 Epoch 23 Batch 206/538 - Train Accuracy: 0.938, Validation Accuracy: 0.934, Loss: 0.073 Epoch 23 Batch 207/538 - Train Accuracy: 0.937, Validation Accuracy: 0.939, Loss: 0.074 Epoch 23 Batch 208/538 - Train Accuracy: 0.932, Validation Accuracy: 0.943, Loss: 0.085 Epoch 23 Batch 209/538 - Train Accuracy: 0.953, Validation Accuracy: 0.935, Loss: 0.072 Epoch 23 Batch 210/538 - Train Accuracy: 0.923, Validation Accuracy: 0.935, Loss: 0.080 Epoch 23 Batch 211/538 - Train Accuracy: 0.926, Validation Accuracy: 0.936, Loss: 0.071 Epoch 23 Batch 212/538 - Train Accuracy: 0.932, Validation Accuracy: 0.938, Loss: 0.072 Epoch 23 Batch 213/538 - Train Accuracy: 0.948, Validation Accuracy: 0.939, Loss: 0.072 Epoch 23 Batch 214/538 - Train Accuracy: 0.947, Validation Accuracy: 0.943, Loss: 0.063 Epoch 23 Batch 215/538 - Train Accuracy: 0.936, Validation Accuracy: 0.936, Loss: 0.070 Epoch 23 Batch 216/538 - Train Accuracy: 0.931, Validation Accuracy: 0.939, Loss: 0.077 Epoch 23 Batch 217/538 - Train Accuracy: 0.937, Validation Accuracy: 0.941, Loss: 0.071 Epoch 23 Batch 218/538 - Train Accuracy: 0.947, Validation Accuracy: 0.937, Loss: 0.065 Epoch 23 Batch 219/538 - Train Accuracy: 0.922, Validation Accuracy: 0.926, Loss: 0.080 Epoch 23 Batch 220/538 - Train Accuracy: 0.927, Validation Accuracy: 0.929, Loss: 0.071 Epoch 23 Batch 221/538 - Train Accuracy: 0.944, Validation Accuracy: 0.926, Loss: 0.066 Epoch 23 Batch 222/538 - Train Accuracy: 0.925, Validation Accuracy: 0.930, Loss: 0.063 Epoch 23 Batch 223/538 - Train Accuracy: 0.929, Validation Accuracy: 0.933, Loss: 0.076 Epoch 23 Batch 224/538 - Train Accuracy: 0.924, Validation Accuracy: 0.934, Loss: 0.077 Epoch 23 Batch 225/538 - Train Accuracy: 0.951, Validation Accuracy: 0.940, Loss: 0.070 Epoch 23 Batch 226/538 - Train Accuracy: 0.937, Validation Accuracy: 0.940, Loss: 0.069 Epoch 23 Batch 227/538 - Train Accuracy: 0.937, Validation Accuracy: 0.942, Loss: 0.071 Epoch 23 Batch 228/538 - Train Accuracy: 0.927, Validation Accuracy: 0.938, Loss: 0.079 Epoch 23 Batch 229/538 - Train Accuracy: 0.940, Validation Accuracy: 0.942, Loss: 0.074 Epoch 23 Batch 230/538 - Train Accuracy: 0.924, Validation Accuracy: 0.936, Loss: 0.079 Epoch 23 Batch 231/538 - Train Accuracy: 0.941, Validation Accuracy: 0.933, Loss: 0.075 Epoch 23 Batch 232/538 - Train Accuracy: 0.942, Validation Accuracy: 0.931, Loss: 0.081 Epoch 23 Batch 233/538 - Train Accuracy: 0.942, Validation Accuracy: 0.932, Loss: 0.076 Epoch 23 Batch 234/538 - Train Accuracy: 0.949, Validation Accuracy: 0.930, Loss: 0.079 Epoch 23 Batch 235/538 - Train Accuracy: 0.938, Validation Accuracy: 0.930, Loss: 0.060 Epoch 23 Batch 236/538 - Train Accuracy: 0.933, Validation Accuracy: 0.926, Loss: 0.072 Epoch 23 Batch 237/538 - Train Accuracy: 0.935, Validation Accuracy: 0.939, Loss: 0.067 Epoch 23 Batch 238/538 - Train Accuracy: 0.951, Validation Accuracy: 0.944, Loss: 0.070 Epoch 23 Batch 239/538 - Train Accuracy: 0.920, Validation Accuracy: 0.942, Loss: 0.075 Epoch 23 Batch 240/538 - Train Accuracy: 0.937, Validation Accuracy: 0.947, Loss: 0.071 Epoch 23 Batch 241/538 - Train Accuracy: 0.929, Validation Accuracy: 0.945, Loss: 0.076 Epoch 23 Batch 242/538 - Train Accuracy: 0.948, Validation Accuracy: 0.936, Loss: 0.068 Epoch 23 Batch 243/538 - Train Accuracy: 0.946, Validation Accuracy: 0.932, Loss: 0.064 Epoch 23 Batch 244/538 - Train Accuracy: 0.929, Validation Accuracy: 0.930, Loss: 0.066 Epoch 23 Batch 245/538 - Train Accuracy: 0.936, Validation Accuracy: 0.925, Loss: 0.082 Epoch 23 Batch 246/538 - Train Accuracy: 0.947, Validation Accuracy: 0.932, Loss: 0.058 Epoch 23 Batch 247/538 - Train Accuracy: 0.938, Validation Accuracy: 0.929, Loss: 0.068 Epoch 23 Batch 248/538 - Train Accuracy: 0.932, Validation Accuracy: 0.937, Loss: 0.076 Epoch 23 Batch 249/538 - Train Accuracy: 0.934, Validation Accuracy: 0.937, Loss: 0.061 Epoch 23 Batch 250/538 - Train Accuracy: 0.934, Validation Accuracy: 0.935, Loss: 0.070 Epoch 23 Batch 251/538 - Train Accuracy: 0.938, Validation Accuracy: 0.937, Loss: 0.064 Epoch 23 Batch 252/538 - Train Accuracy: 0.943, Validation Accuracy: 0.939, Loss: 0.061 Epoch 23 Batch 253/538 - Train Accuracy: 0.922, Validation Accuracy: 0.941, Loss: 0.068 Epoch 23 Batch 254/538 - Train Accuracy: 0.919, Validation Accuracy: 0.930, Loss: 0.076 Epoch 23 Batch 255/538 - Train Accuracy: 0.947, Validation Accuracy: 0.930, Loss: 0.062 Epoch 23 Batch 256/538 - Train Accuracy: 0.917, Validation Accuracy: 0.928, Loss: 0.077 Epoch 23 Batch 257/538 - Train Accuracy: 0.946, Validation Accuracy: 0.929, Loss: 0.074 Epoch 23 Batch 258/538 - Train Accuracy: 0.949, Validation Accuracy: 0.930, Loss: 0.063 Epoch 23 Batch 259/538 - Train Accuracy: 0.957, Validation Accuracy: 0.931, Loss: 0.067 Epoch 23 Batch 260/538 - Train Accuracy: 0.895, Validation Accuracy: 0.931, Loss: 0.071 Epoch 23 Batch 261/538 - Train Accuracy: 0.926, Validation Accuracy: 0.934, Loss: 0.077 Epoch 23 Batch 262/538 - Train Accuracy: 0.953, Validation Accuracy: 0.934, Loss: 0.067 Epoch 23 Batch 263/538 - Train Accuracy: 0.925, Validation Accuracy: 0.934, Loss: 0.073 Epoch 23 Batch 264/538 - Train Accuracy: 0.925, Validation Accuracy: 0.936, Loss: 0.074 Epoch 23 Batch 265/538 - Train Accuracy: 0.923, Validation Accuracy: 0.936, Loss: 0.075 Epoch 23 Batch 266/538 - Train Accuracy: 0.928, Validation Accuracy: 0.935, Loss: 0.079 Epoch 23 Batch 267/538 - Train Accuracy: 0.932, Validation Accuracy: 0.938, Loss: 0.067 Epoch 23 Batch 268/538 - Train Accuracy: 0.942, Validation Accuracy: 0.944, Loss: 0.062 Epoch 23 Batch 269/538 - Train Accuracy: 0.935, Validation Accuracy: 0.940, Loss: 0.078 Epoch 23 Batch 270/538 - Train Accuracy: 0.933, Validation Accuracy: 0.945, Loss: 0.070 Epoch 23 Batch 271/538 - Train Accuracy: 0.942, Validation Accuracy: 0.944, Loss: 0.063 Epoch 23 Batch 272/538 - Train Accuracy: 0.932, Validation Accuracy: 0.943, Loss: 0.076 Epoch 23 Batch 273/538 - Train Accuracy: 0.933, Validation Accuracy: 0.947, Loss: 0.075 Epoch 23 Batch 274/538 - Train Accuracy: 0.898, Validation Accuracy: 0.945, Loss: 0.086 Epoch 23 Batch 275/538 - Train Accuracy: 0.933, Validation Accuracy: 0.946, Loss: 0.076 Epoch 23 Batch 276/538 - Train Accuracy: 0.919, Validation Accuracy: 0.946, Loss: 0.070 Epoch 23 Batch 277/538 - Train Accuracy: 0.927, Validation Accuracy: 0.946, Loss: 0.064 Epoch 23 Batch 278/538 - Train Accuracy: 0.935, Validation Accuracy: 0.942, Loss: 0.070 Epoch 23 Batch 279/538 - Train Accuracy: 0.939, Validation Accuracy: 0.941, Loss: 0.075 Epoch 23 Batch 280/538 - Train Accuracy: 0.933, Validation Accuracy: 0.936, Loss: 0.067 Epoch 23 Batch 281/538 - Train Accuracy: 0.919, Validation Accuracy: 0.938, Loss: 0.077 Epoch 23 Batch 282/538 - Train Accuracy: 0.931, Validation Accuracy: 0.942, Loss: 0.083 Epoch 23 Batch 283/538 - Train Accuracy: 0.949, Validation Accuracy: 0.940, Loss: 0.073 Epoch 23 Batch 284/538 - Train Accuracy: 0.920, Validation Accuracy: 0.936, Loss: 0.075 Epoch 23 Batch 285/538 - Train Accuracy: 0.946, Validation Accuracy: 0.934, Loss: 0.064 Epoch 23 Batch 286/538 - Train Accuracy: 0.920, Validation Accuracy: 0.936, Loss: 0.071 Epoch 23 Batch 287/538 - Train Accuracy: 0.935, Validation Accuracy: 0.933, Loss: 0.058 Epoch 23 Batch 288/538 - Train Accuracy: 0.937, Validation Accuracy: 0.928, Loss: 0.070 Epoch 23 Batch 289/538 - Train Accuracy: 0.940, Validation Accuracy: 0.929, Loss: 0.062 Epoch 23 Batch 290/538 - Train Accuracy: 0.946, Validation Accuracy: 0.928, Loss: 0.065 Epoch 23 Batch 291/538 - Train Accuracy: 0.929, Validation Accuracy: 0.934, Loss: 0.072 Epoch 23 Batch 292/538 - Train Accuracy: 0.948, Validation Accuracy: 0.937, Loss: 0.056 Epoch 23 Batch 293/538 - Train Accuracy: 0.929, Validation Accuracy: 0.940, Loss: 0.061 Epoch 23 Batch 294/538 - Train Accuracy: 0.942, Validation Accuracy: 0.938, Loss: 0.074 Epoch 23 Batch 295/538 - Train Accuracy: 0.942, Validation Accuracy: 0.940, Loss: 0.070 Epoch 23 Batch 296/538 - Train Accuracy: 0.935, Validation Accuracy: 0.944, Loss: 0.079 Epoch 23 Batch 297/538 - Train Accuracy: 0.949, Validation Accuracy: 0.940, Loss: 0.070 Epoch 23 Batch 298/538 - Train Accuracy: 0.929, Validation Accuracy: 0.938, Loss: 0.079 Epoch 23 Batch 299/538 - Train Accuracy: 0.923, Validation Accuracy: 0.935, Loss: 0.082 Epoch 23 Batch 300/538 - Train Accuracy: 0.929, Validation Accuracy: 0.935, Loss: 0.070 Epoch 23 Batch 301/538 - Train Accuracy: 0.935, Validation Accuracy: 0.936, Loss: 0.062 Epoch 23 Batch 302/538 - Train Accuracy: 0.941, Validation Accuracy: 0.940, Loss: 0.069 Epoch 23 Batch 303/538 - Train Accuracy: 0.951, Validation Accuracy: 0.944, Loss: 0.069 Epoch 23 Batch 304/538 - Train Accuracy: 0.934, Validation Accuracy: 0.941, Loss: 0.078 Epoch 23 Batch 305/538 - Train Accuracy: 0.949, Validation Accuracy: 0.944, Loss: 0.062 Epoch 23 Batch 306/538 - Train Accuracy: 0.934, Validation Accuracy: 0.940, Loss: 0.072 Epoch 23 Batch 307/538 - Train Accuracy: 0.958, Validation Accuracy: 0.936, Loss: 0.068 Epoch 23 Batch 308/538 - Train Accuracy: 0.935, Validation Accuracy: 0.932, Loss: 0.070 Epoch 23 Batch 309/538 - Train Accuracy: 0.948, Validation Accuracy: 0.934, Loss: 0.064 Epoch 23 Batch 310/538 - Train Accuracy: 0.940, Validation Accuracy: 0.937, Loss: 0.069 Epoch 23 Batch 311/538 - Train Accuracy: 0.942, Validation Accuracy: 0.937, Loss: 0.073 Epoch 23 Batch 312/538 - Train Accuracy: 0.938, Validation Accuracy: 0.937, Loss: 0.059 Epoch 23 Batch 313/538 - Train Accuracy: 0.926, Validation Accuracy: 0.937, Loss: 0.065 Epoch 23 Batch 314/538 - Train Accuracy: 0.946, Validation Accuracy: 0.939, Loss: 0.073 Epoch 23 Batch 315/538 - Train Accuracy: 0.935, Validation Accuracy: 0.939, Loss: 0.068 Epoch 23 Batch 316/538 - Train Accuracy: 0.925, Validation Accuracy: 0.948, Loss: 0.063 Epoch 23 Batch 317/538 - Train Accuracy: 0.940, Validation Accuracy: 0.946, Loss: 0.073 Epoch 23 Batch 318/538 - Train Accuracy: 0.920, Validation Accuracy: 0.941, Loss: 0.069 Epoch 23 Batch 319/538 - Train Accuracy: 0.937, Validation Accuracy: 0.941, Loss: 0.076 Epoch 23 Batch 320/538 - Train Accuracy: 0.934, Validation Accuracy: 0.943, Loss: 0.069 Epoch 23 Batch 321/538 - Train Accuracy: 0.943, Validation Accuracy: 0.941, Loss: 0.062 Epoch 23 Batch 322/538 - Train Accuracy: 0.936, Validation Accuracy: 0.940, Loss: 0.072 Epoch 23 Batch 323/538 - Train Accuracy: 0.939, Validation Accuracy: 0.936, Loss: 0.065 Epoch 23 Batch 324/538 - Train Accuracy: 0.946, Validation Accuracy: 0.941, Loss: 0.067 Epoch 23 Batch 325/538 - Train Accuracy: 0.943, Validation Accuracy: 0.944, Loss: 0.063 Epoch 23 Batch 326/538 - Train Accuracy: 0.937, Validation Accuracy: 0.948, Loss: 0.072 Epoch 23 Batch 327/538 - Train Accuracy: 0.939, Validation Accuracy: 0.947, Loss: 0.074 Epoch 23 Batch 328/538 - Train Accuracy: 0.960, Validation Accuracy: 0.947, Loss: 0.058 Epoch 23 Batch 329/538 - Train Accuracy: 0.941, Validation Accuracy: 0.947, Loss: 0.071 Epoch 23 Batch 330/538 - Train Accuracy: 0.950, Validation Accuracy: 0.944, Loss: 0.065 Epoch 23 Batch 331/538 - Train Accuracy: 0.937, Validation Accuracy: 0.946, Loss: 0.068 Epoch 23 Batch 332/538 - Train Accuracy: 0.937, Validation Accuracy: 0.945, Loss: 0.077 Epoch 23 Batch 333/538 - Train Accuracy: 0.942, Validation Accuracy: 0.942, Loss: 0.079 Epoch 23 Batch 334/538 - Train Accuracy: 0.945, Validation Accuracy: 0.944, Loss: 0.071 Epoch 23 Batch 335/538 - Train Accuracy: 0.946, Validation Accuracy: 0.947, Loss: 0.072 Epoch 23 Batch 336/538 - Train Accuracy: 0.927, Validation Accuracy: 0.939, Loss: 0.076 Epoch 23 Batch 337/538 - Train Accuracy: 0.932, Validation Accuracy: 0.939, Loss: 0.069 Epoch 23 Batch 338/538 - Train Accuracy: 0.940, Validation Accuracy: 0.938, Loss: 0.070 Epoch 23 Batch 339/538 - Train Accuracy: 0.933, Validation Accuracy: 0.937, Loss: 0.072 Epoch 23 Batch 340/538 - Train Accuracy: 0.917, Validation Accuracy: 0.940, Loss: 0.076 Epoch 23 Batch 341/538 - Train Accuracy: 0.932, Validation Accuracy: 0.938, Loss: 0.068 Epoch 23 Batch 342/538 - Train Accuracy: 0.931, Validation Accuracy: 0.931, Loss: 0.079 Epoch 23 Batch 343/538 - Train Accuracy: 0.950, Validation Accuracy: 0.934, Loss: 0.084 Epoch 23 Batch 344/538 - Train Accuracy: 0.935, Validation Accuracy: 0.931, Loss: 0.064 Epoch 23 Batch 345/538 - Train Accuracy: 0.926, Validation Accuracy: 0.933, Loss: 0.083 Epoch 23 Batch 346/538 - Train Accuracy: 0.925, Validation Accuracy: 0.933, Loss: 0.083 Epoch 23 Batch 347/538 - Train Accuracy: 0.942, Validation Accuracy: 0.935, Loss: 0.071 Epoch 23 Batch 348/538 - Train Accuracy: 0.938, Validation Accuracy: 0.933, Loss: 0.071 Epoch 23 Batch 349/538 - Train Accuracy: 0.941, Validation Accuracy: 0.936, Loss: 0.073 Epoch 23 Batch 350/538 - Train Accuracy: 0.927, Validation Accuracy: 0.932, Loss: 0.079 Epoch 23 Batch 351/538 - Train Accuracy: 0.944, Validation Accuracy: 0.932, Loss: 0.085 Epoch 23 Batch 352/538 - Train Accuracy: 0.914, Validation Accuracy: 0.932, Loss: 0.089 Epoch 23 Batch 353/538 - Train Accuracy: 0.918, Validation Accuracy: 0.936, Loss: 0.082 Epoch 23 Batch 354/538 - Train Accuracy: 0.925, Validation Accuracy: 0.938, Loss: 0.074 Epoch 23 Batch 355/538 - Train Accuracy: 0.939, Validation Accuracy: 0.938, Loss: 0.085 Epoch 23 Batch 356/538 - Train Accuracy: 0.943, Validation Accuracy: 0.937, Loss: 0.070 Epoch 23 Batch 357/538 - Train Accuracy: 0.944, Validation Accuracy: 0.939, Loss: 0.074 Epoch 23 Batch 358/538 - Train Accuracy: 0.949, Validation Accuracy: 0.939, Loss: 0.070 Epoch 23 Batch 359/538 - Train Accuracy: 0.932, Validation Accuracy: 0.941, Loss: 0.077 Epoch 23 Batch 360/538 - Train Accuracy: 0.930, Validation Accuracy: 0.938, Loss: 0.069 Epoch 23 Batch 361/538 - Train Accuracy: 0.944, Validation Accuracy: 0.942, Loss: 0.068 Epoch 23 Batch 362/538 - Train Accuracy: 0.949, Validation Accuracy: 0.941, Loss: 0.062 Epoch 23 Batch 363/538 - Train Accuracy: 0.928, Validation Accuracy: 0.944, Loss: 0.069 Epoch 23 Batch 364/538 - Train Accuracy: 0.936, Validation Accuracy: 0.939, Loss: 0.086 Epoch 23 Batch 365/538 - Train Accuracy: 0.931, Validation Accuracy: 0.941, Loss: 0.071 Epoch 23 Batch 366/538 - Train Accuracy: 0.942, Validation Accuracy: 0.940, Loss: 0.072 Epoch 23 Batch 367/538 - Train Accuracy: 0.945, Validation Accuracy: 0.938, Loss: 0.071 Epoch 23 Batch 368/538 - Train Accuracy: 0.944, Validation Accuracy: 0.941, Loss: 0.058 Epoch 23 Batch 369/538 - Train Accuracy: 0.948, Validation Accuracy: 0.941, Loss: 0.069 Epoch 23 Batch 370/538 - Train Accuracy: 0.939, Validation Accuracy: 0.943, Loss: 0.080 Epoch 23 Batch 371/538 - Train Accuracy: 0.945, Validation Accuracy: 0.941, Loss: 0.070 Epoch 23 Batch 372/538 - Train Accuracy: 0.955, Validation Accuracy: 0.940, Loss: 0.066 Epoch 23 Batch 373/538 - Train Accuracy: 0.930, Validation Accuracy: 0.940, Loss: 0.057 Epoch 23 Batch 374/538 - Train Accuracy: 0.932, Validation Accuracy: 0.945, Loss: 0.069 Epoch 23 Batch 375/538 - Train Accuracy: 0.944, Validation Accuracy: 0.942, Loss: 0.070 Epoch 23 Batch 376/538 - Train Accuracy: 0.938, Validation Accuracy: 0.942, Loss: 0.075 Epoch 23 Batch 377/538 - Train Accuracy: 0.951, Validation Accuracy: 0.939, Loss: 0.069 Epoch 23 Batch 378/538 - Train Accuracy: 0.924, Validation Accuracy: 0.930, Loss: 0.064 Epoch 23 Batch 379/538 - Train Accuracy: 0.920, Validation Accuracy: 0.927, Loss: 0.072 Epoch 23 Batch 380/538 - Train Accuracy: 0.954, Validation Accuracy: 0.930, Loss: 0.060 Epoch 23 Batch 381/538 - Train Accuracy: 0.949, Validation Accuracy: 0.933, Loss: 0.061 Epoch 23 Batch 382/538 - Train Accuracy: 0.923, Validation Accuracy: 0.931, Loss: 0.076 Epoch 23 Batch 383/538 - Train Accuracy: 0.930, Validation Accuracy: 0.942, Loss: 0.070 Epoch 23 Batch 384/538 - Train Accuracy: 0.932, Validation Accuracy: 0.944, Loss: 0.072 Epoch 23 Batch 385/538 - Train Accuracy: 0.934, Validation Accuracy: 0.942, Loss: 0.067 Epoch 23 Batch 386/538 - Train Accuracy: 0.950, Validation Accuracy: 0.942, Loss: 0.069 Epoch 23 Batch 387/538 - Train Accuracy: 0.945, Validation Accuracy: 0.940, Loss: 0.072 Epoch 23 Batch 388/538 - Train Accuracy: 0.932, Validation Accuracy: 0.942, Loss: 0.064 Epoch 23 Batch 389/538 - Train Accuracy: 0.922, Validation Accuracy: 0.938, Loss: 0.081 Epoch 23 Batch 390/538 - Train Accuracy: 0.945, Validation Accuracy: 0.938, Loss: 0.060 Epoch 23 Batch 391/538 - Train Accuracy: 0.932, Validation Accuracy: 0.940, Loss: 0.073 Epoch 23 Batch 392/538 - Train Accuracy: 0.938, Validation Accuracy: 0.944, Loss: 0.066 Epoch 23 Batch 393/538 - Train Accuracy: 0.943, Validation Accuracy: 0.946, Loss: 0.063 Epoch 23 Batch 394/538 - Train Accuracy: 0.912, Validation Accuracy: 0.942, Loss: 0.079 Epoch 23 Batch 395/538 - Train Accuracy: 0.929, Validation Accuracy: 0.941, Loss: 0.089 Epoch 23 Batch 396/538 - Train Accuracy: 0.947, Validation Accuracy: 0.940, Loss: 0.061 Epoch 23 Batch 397/538 - Train Accuracy: 0.938, Validation Accuracy: 0.940, Loss: 0.074 Epoch 23 Batch 398/538 - Train Accuracy: 0.949, Validation Accuracy: 0.940, Loss: 0.069 Epoch 23 Batch 399/538 - Train Accuracy: 0.921, Validation Accuracy: 0.942, Loss: 0.083 Epoch 23 Batch 400/538 - Train Accuracy: 0.941, Validation Accuracy: 0.946, Loss: 0.077 Epoch 23 Batch 401/538 - Train Accuracy: 0.941, Validation Accuracy: 0.947, Loss: 0.067 Epoch 23 Batch 402/538 - Train Accuracy: 0.930, Validation Accuracy: 0.947, Loss: 0.063 Epoch 23 Batch 403/538 - Train Accuracy: 0.945, Validation Accuracy: 0.945, Loss: 0.072 Epoch 23 Batch 404/538 - Train Accuracy: 0.935, Validation Accuracy: 0.942, Loss: 0.073 Epoch 23 Batch 405/538 - Train Accuracy: 0.946, Validation Accuracy: 0.943, Loss: 0.067 Epoch 23 Batch 406/538 - Train Accuracy: 0.941, Validation Accuracy: 0.935, Loss: 0.070 Epoch 23 Batch 407/538 - Train Accuracy: 0.941, Validation Accuracy: 0.936, Loss: 0.074 Epoch 23 Batch 408/538 - Train Accuracy: 0.917, Validation Accuracy: 0.932, Loss: 0.078 Epoch 23 Batch 409/538 - Train Accuracy: 0.916, Validation Accuracy: 0.934, Loss: 0.072 Epoch 23 Batch 410/538 - Train Accuracy: 0.949, Validation Accuracy: 0.937, Loss: 0.069 Epoch 23 Batch 411/538 - Train Accuracy: 0.945, Validation Accuracy: 0.938, Loss: 0.071 Epoch 23 Batch 412/538 - Train Accuracy: 0.930, Validation Accuracy: 0.942, Loss: 0.069 Epoch 23 Batch 413/538 - Train Accuracy: 0.943, Validation Accuracy: 0.944, Loss: 0.067 Epoch 23 Batch 414/538 - Train Accuracy: 0.916, Validation Accuracy: 0.946, Loss: 0.082 Epoch 23 Batch 415/538 - Train Accuracy: 0.923, Validation Accuracy: 0.945, Loss: 0.067 Epoch 23 Batch 416/538 - Train Accuracy: 0.948, Validation Accuracy: 0.940, Loss: 0.071 Epoch 23 Batch 417/538 - Train Accuracy: 0.944, Validation Accuracy: 0.940, Loss: 0.069 Epoch 23 Batch 418/538 - Train Accuracy: 0.938, Validation Accuracy: 0.935, Loss: 0.074 Epoch 23 Batch 419/538 - Train Accuracy: 0.941, Validation Accuracy: 0.938, Loss: 0.057 Epoch 23 Batch 420/538 - Train Accuracy: 0.942, Validation Accuracy: 0.933, Loss: 0.070 Epoch 23 Batch 421/538 - Train Accuracy: 0.946, Validation Accuracy: 0.933, Loss: 0.062 Epoch 23 Batch 422/538 - Train Accuracy: 0.936, Validation Accuracy: 0.931, Loss: 0.071 Epoch 23 Batch 423/538 - Train Accuracy: 0.938, Validation Accuracy: 0.932, Loss: 0.076 Epoch 23 Batch 424/538 - Train Accuracy: 0.936, Validation Accuracy: 0.931, Loss: 0.074 Epoch 23 Batch 425/538 - Train Accuracy: 0.924, Validation Accuracy: 0.934, Loss: 0.083 Epoch 23 Batch 426/538 - Train Accuracy: 0.947, Validation Accuracy: 0.934, Loss: 0.073 Epoch 23 Batch 427/538 - Train Accuracy: 0.922, Validation Accuracy: 0.932, Loss: 0.073 Epoch 23 Batch 428/538 - Train Accuracy: 0.941, Validation Accuracy: 0.936, Loss: 0.064 Epoch 23 Batch 429/538 - Train Accuracy: 0.938, Validation Accuracy: 0.927, Loss: 0.069 Epoch 23 Batch 430/538 - Train Accuracy: 0.928, Validation Accuracy: 0.925, Loss: 0.069 Epoch 23 Batch 431/538 - Train Accuracy: 0.942, Validation Accuracy: 0.923, Loss: 0.067 Epoch 23 Batch 432/538 - Train Accuracy: 0.927, Validation Accuracy: 0.928, Loss: 0.074 Epoch 23 Batch 433/538 - Train Accuracy: 0.916, Validation Accuracy: 0.929, Loss: 0.090 Epoch 23 Batch 434/538 - Train Accuracy: 0.928, Validation Accuracy: 0.931, Loss: 0.070 Epoch 23 Batch 435/538 - Train Accuracy: 0.932, Validation Accuracy: 0.936, Loss: 0.073 Epoch 23 Batch 436/538 - Train Accuracy: 0.935, Validation Accuracy: 0.933, Loss: 0.079 Epoch 23 Batch 437/538 - Train Accuracy: 0.941, Validation Accuracy: 0.927, Loss: 0.075 Epoch 23 Batch 438/538 - Train Accuracy: 0.940, Validation Accuracy: 0.923, Loss: 0.070 Epoch 23 Batch 439/538 - Train Accuracy: 0.949, Validation Accuracy: 0.923, Loss: 0.065 Epoch 23 Batch 440/538 - Train Accuracy: 0.937, Validation Accuracy: 0.935, Loss: 0.078 Epoch 23 Batch 441/538 - Train Accuracy: 0.931, Validation Accuracy: 0.940, Loss: 0.080 Epoch 23 Batch 442/538 - Train Accuracy: 0.938, Validation Accuracy: 0.938, Loss: 0.066 Epoch 23 Batch 443/538 - Train Accuracy: 0.930, Validation Accuracy: 0.940, Loss: 0.077 Epoch 23 Batch 444/538 - Train Accuracy: 0.941, Validation Accuracy: 0.940, Loss: 0.078 Epoch 23 Batch 445/538 - Train Accuracy: 0.948, Validation Accuracy: 0.936, Loss: 0.065 Epoch 23 Batch 446/538 - Train Accuracy: 0.936, Validation Accuracy: 0.943, Loss: 0.069 Epoch 23 Batch 447/538 - Train Accuracy: 0.917, Validation Accuracy: 0.944, Loss: 0.066 Epoch 23 Batch 448/538 - Train Accuracy: 0.935, Validation Accuracy: 0.942, Loss: 0.065 Epoch 23 Batch 449/538 - Train Accuracy: 0.952, Validation Accuracy: 0.935, Loss: 0.072 Epoch 23 Batch 450/538 - Train Accuracy: 0.922, Validation Accuracy: 0.934, Loss: 0.085 Epoch 23 Batch 451/538 - Train Accuracy: 0.916, Validation Accuracy: 0.939, Loss: 0.071 Epoch 23 Batch 452/538 - Train Accuracy: 0.933, Validation Accuracy: 0.943, Loss: 0.062 Epoch 23 Batch 453/538 - Train Accuracy: 0.940, Validation Accuracy: 0.947, Loss: 0.070 Epoch 23 Batch 454/538 - Train Accuracy: 0.927, Validation Accuracy: 0.944, Loss: 0.071 Epoch 23 Batch 455/538 - Train Accuracy: 0.947, Validation Accuracy: 0.946, Loss: 0.071 Epoch 23 Batch 456/538 - Train Accuracy: 0.939, Validation Accuracy: 0.944, Loss: 0.101 Epoch 23 Batch 457/538 - Train Accuracy: 0.930, Validation Accuracy: 0.944, Loss: 0.067 Epoch 23 Batch 458/538 - Train Accuracy: 0.948, Validation Accuracy: 0.940, Loss: 0.066 Epoch 23 Batch 459/538 - Train Accuracy: 0.940, Validation Accuracy: 0.942, Loss: 0.061 Epoch 23 Batch 460/538 - Train Accuracy: 0.931, Validation Accuracy: 0.940, Loss: 0.077 Epoch 23 Batch 461/538 - Train Accuracy: 0.948, Validation Accuracy: 0.938, Loss: 0.073 Epoch 23 Batch 462/538 - Train Accuracy: 0.926, Validation Accuracy: 0.943, Loss: 0.077 Epoch 23 Batch 463/538 - Train Accuracy: 0.924, Validation Accuracy: 0.946, Loss: 0.077 Epoch 23 Batch 464/538 - Train Accuracy: 0.937, Validation Accuracy: 0.945, Loss: 0.062 Epoch 23 Batch 465/538 - Train Accuracy: 0.927, Validation Accuracy: 0.946, Loss: 0.072 Epoch 23 Batch 466/538 - Train Accuracy: 0.917, Validation Accuracy: 0.941, Loss: 0.073 Epoch 23 Batch 467/538 - Train Accuracy: 0.943, Validation Accuracy: 0.941, Loss: 0.068 Epoch 23 Batch 468/538 - Train Accuracy: 0.949, Validation Accuracy: 0.938, Loss: 0.082 Epoch 23 Batch 469/538 - Train Accuracy: 0.932, Validation Accuracy: 0.933, Loss: 0.068 Epoch 23 Batch 470/538 - Train Accuracy: 0.940, Validation Accuracy: 0.930, Loss: 0.071 Epoch 23 Batch 471/538 - Train Accuracy: 0.955, Validation Accuracy: 0.930, Loss: 0.058 Epoch 23 Batch 472/538 - Train Accuracy: 0.966, Validation Accuracy: 0.927, Loss: 0.061 Epoch 23 Batch 473/538 - Train Accuracy: 0.928, Validation Accuracy: 0.931, Loss: 0.064 Epoch 23 Batch 474/538 - Train Accuracy: 0.943, Validation Accuracy: 0.933, Loss: 0.064 Epoch 23 Batch 475/538 - Train Accuracy: 0.936, Validation Accuracy: 0.938, Loss: 0.069 Epoch 23 Batch 476/538 - Train Accuracy: 0.946, Validation Accuracy: 0.938, Loss: 0.067 Epoch 23 Batch 477/538 - Train Accuracy: 0.930, Validation Accuracy: 0.936, Loss: 0.076 Epoch 23 Batch 478/538 - Train Accuracy: 0.940, Validation Accuracy: 0.935, Loss: 0.063 Epoch 23 Batch 479/538 - Train Accuracy: 0.938, Validation Accuracy: 0.938, Loss: 0.066 Epoch 23 Batch 480/538 - Train Accuracy: 0.951, Validation Accuracy: 0.940, Loss: 0.070 Epoch 23 Batch 481/538 - Train Accuracy: 0.944, Validation Accuracy: 0.940, Loss: 0.069 Epoch 23 Batch 482/538 - Train Accuracy: 0.928, Validation Accuracy: 0.940, Loss: 0.067 Epoch 23 Batch 483/538 - Train Accuracy: 0.923, Validation Accuracy: 0.942, Loss: 0.083 Epoch 23 Batch 484/538 - Train Accuracy: 0.944, Validation Accuracy: 0.941, Loss: 0.080 Epoch 23 Batch 485/538 - Train Accuracy: 0.925, Validation Accuracy: 0.938, Loss: 0.077 Epoch 23 Batch 486/538 - Train Accuracy: 0.942, Validation Accuracy: 0.936, Loss: 0.060 Epoch 23 Batch 487/538 - Train Accuracy: 0.947, Validation Accuracy: 0.938, Loss: 0.064 Epoch 23 Batch 488/538 - Train Accuracy: 0.954, Validation Accuracy: 0.939, Loss: 0.058 Epoch 23 Batch 489/538 - Train Accuracy: 0.918, Validation Accuracy: 0.939, Loss: 0.072 Epoch 23 Batch 490/538 - Train Accuracy: 0.933, Validation Accuracy: 0.941, Loss: 0.069 Epoch 23 Batch 491/538 - Train Accuracy: 0.919, Validation Accuracy: 0.936, Loss: 0.071 Epoch 23 Batch 492/538 - Train Accuracy: 0.949, Validation Accuracy: 0.933, Loss: 0.064 Epoch 23 Batch 493/538 - Train Accuracy: 0.931, Validation Accuracy: 0.930, Loss: 0.072 Epoch 23 Batch 494/538 - Train Accuracy: 0.946, Validation Accuracy: 0.932, Loss: 0.077 Epoch 23 Batch 495/538 - Train Accuracy: 0.938, Validation Accuracy: 0.930, Loss: 0.073 Epoch 23 Batch 496/538 - Train Accuracy: 0.944, Validation Accuracy: 0.930, Loss: 0.059 Epoch 23 Batch 497/538 - Train Accuracy: 0.942, Validation Accuracy: 0.932, Loss: 0.069 Epoch 23 Batch 498/538 - Train Accuracy: 0.937, Validation Accuracy: 0.933, Loss: 0.064 Epoch 23 Batch 499/538 - Train Accuracy: 0.927, Validation Accuracy: 0.930, Loss: 0.070 Epoch 23 Batch 500/538 - Train Accuracy: 0.956, Validation Accuracy: 0.927, Loss: 0.055 Epoch 23 Batch 501/538 - Train Accuracy: 0.952, Validation Accuracy: 0.925, Loss: 0.068 Epoch 23 Batch 502/538 - Train Accuracy: 0.934, Validation Accuracy: 0.920, Loss: 0.062 Epoch 23 Batch 503/538 - Train Accuracy: 0.942, Validation Accuracy: 0.920, Loss: 0.063 Epoch 23 Batch 504/538 - Train Accuracy: 0.958, Validation Accuracy: 0.925, Loss: 0.066 Epoch 23 Batch 505/538 - Train Accuracy: 0.946, Validation Accuracy: 0.930, Loss: 0.057 Epoch 23 Batch 506/538 - Train Accuracy: 0.945, Validation Accuracy: 0.933, Loss: 0.066 Epoch 23 Batch 507/538 - Train Accuracy: 0.930, Validation Accuracy: 0.932, Loss: 0.071 Epoch 23 Batch 508/538 - Train Accuracy: 0.929, Validation Accuracy: 0.932, Loss: 0.068 Epoch 23 Batch 509/538 - Train Accuracy: 0.937, Validation Accuracy: 0.932, Loss: 0.079 Epoch 23 Batch 510/538 - Train Accuracy: 0.937, Validation Accuracy: 0.934, Loss: 0.065 Epoch 23 Batch 511/538 - Train Accuracy: 0.942, Validation Accuracy: 0.935, Loss: 0.070 Epoch 23 Batch 512/538 - Train Accuracy: 0.944, Validation Accuracy: 0.931, Loss: 0.074 Epoch 23 Batch 513/538 - Train Accuracy: 0.928, Validation Accuracy: 0.929, Loss: 0.070 Epoch 23 Batch 514/538 - Train Accuracy: 0.943, Validation Accuracy: 0.927, Loss: 0.067 Epoch 23 Batch 515/538 - Train Accuracy: 0.916, Validation Accuracy: 0.932, Loss: 0.082 Epoch 23 Batch 516/538 - Train Accuracy: 0.932, Validation Accuracy: 0.932, Loss: 0.073 Epoch 23 Batch 517/538 - Train Accuracy: 0.949, Validation Accuracy: 0.932, Loss: 0.067 Epoch 23 Batch 518/538 - Train Accuracy: 0.926, Validation Accuracy: 0.936, Loss: 0.080 Epoch 23 Batch 519/538 - Train Accuracy: 0.948, Validation Accuracy: 0.932, Loss: 0.065 Epoch 23 Batch 520/538 - Train Accuracy: 0.933, Validation Accuracy: 0.928, Loss: 0.066 Epoch 23 Batch 521/538 - Train Accuracy: 0.925, Validation Accuracy: 0.930, Loss: 0.078 Epoch 23 Batch 522/538 - Train Accuracy: 0.926, Validation Accuracy: 0.932, Loss: 0.067 Epoch 23 Batch 523/538 - Train Accuracy: 0.934, Validation Accuracy: 0.939, Loss: 0.071 Epoch 23 Batch 524/538 - Train Accuracy: 0.921, Validation Accuracy: 0.939, Loss: 0.069 Epoch 23 Batch 525/538 - Train Accuracy: 0.940, Validation Accuracy: 0.941, Loss: 0.069 Epoch 23 Batch 526/538 - Train Accuracy: 0.933, Validation Accuracy: 0.936, Loss: 0.065 Epoch 23 Batch 527/538 - Train Accuracy: 0.939, Validation Accuracy: 0.937, Loss: 0.069 Epoch 23 Batch 528/538 - Train Accuracy: 0.935, Validation Accuracy: 0.938, Loss: 0.073 Epoch 23 Batch 529/538 - Train Accuracy: 0.920, Validation Accuracy: 0.936, Loss: 0.069 Epoch 23 Batch 530/538 - Train Accuracy: 0.924, Validation Accuracy: 0.936, Loss: 0.077 Epoch 23 Batch 531/538 - Train Accuracy: 0.941, Validation Accuracy: 0.936, Loss: 0.072 Epoch 23 Batch 532/538 - Train Accuracy: 0.931, Validation Accuracy: 0.936, Loss: 0.065 Epoch 23 Batch 533/538 - Train Accuracy: 0.934, Validation Accuracy: 0.931, Loss: 0.070 Epoch 23 Batch 534/538 - Train Accuracy: 0.932, Validation Accuracy: 0.931, Loss: 0.064 Epoch 23 Batch 535/538 - Train Accuracy: 0.945, Validation Accuracy: 0.928, Loss: 0.065 Epoch 23 Batch 536/538 - Train Accuracy: 0.951, Validation Accuracy: 0.925, Loss: 0.073 Epoch 24 Batch 0/538 - Train Accuracy: 0.960, Validation Accuracy: 0.928, Loss: 0.059 Epoch 24 Batch 1/538 - Train Accuracy: 0.949, Validation Accuracy: 0.930, Loss: 0.065 Epoch 24 Batch 2/538 - Train Accuracy: 0.928, Validation Accuracy: 0.930, Loss: 0.086 Epoch 24 Batch 3/538 - Train Accuracy: 0.929, Validation Accuracy: 0.930, Loss: 0.070 Epoch 24 Batch 4/538 - Train Accuracy: 0.948, Validation Accuracy: 0.928, Loss: 0.065 Epoch 24 Batch 5/538 - Train Accuracy: 0.937, Validation Accuracy: 0.921, Loss: 0.069 Epoch 24 Batch 6/538 - Train Accuracy: 0.926, Validation Accuracy: 0.921, Loss: 0.066 Epoch 24 Batch 7/538 - Train Accuracy: 0.938, Validation Accuracy: 0.925, Loss: 0.076 Epoch 24 Batch 8/538 - Train Accuracy: 0.937, Validation Accuracy: 0.929, Loss: 0.066 Epoch 24 Batch 9/538 - Train Accuracy: 0.936, Validation Accuracy: 0.937, Loss: 0.067 Epoch 24 Batch 10/538 - Train Accuracy: 0.929, Validation Accuracy: 0.939, Loss: 0.067 Epoch 24 Batch 11/538 - Train Accuracy: 0.938, Validation Accuracy: 0.940, Loss: 0.077 Epoch 24 Batch 12/538 - Train Accuracy: 0.942, Validation Accuracy: 0.940, Loss: 0.072 Epoch 24 Batch 13/538 - Train Accuracy: 0.957, Validation Accuracy: 0.942, Loss: 0.067 Epoch 24 Batch 14/538 - Train Accuracy: 0.941, Validation Accuracy: 0.944, Loss: 0.071 Epoch 24 Batch 15/538 - Train Accuracy: 0.948, Validation Accuracy: 0.941, Loss: 0.058 Epoch 24 Batch 16/538 - Train Accuracy: 0.935, Validation Accuracy: 0.943, Loss: 0.061 Epoch 24 Batch 17/538 - Train Accuracy: 0.952, Validation Accuracy: 0.943, Loss: 0.071 Epoch 24 Batch 18/538 - Train Accuracy: 0.950, Validation Accuracy: 0.941, Loss: 0.078 Epoch 24 Batch 19/538 - Train Accuracy: 0.932, Validation Accuracy: 0.934, Loss: 0.073 Epoch 24 Batch 20/538 - Train Accuracy: 0.934, Validation Accuracy: 0.937, Loss: 0.074 Epoch 24 Batch 21/538 - Train Accuracy: 0.965, Validation Accuracy: 0.935, Loss: 0.053 Epoch 24 Batch 22/538 - Train Accuracy: 0.939, Validation Accuracy: 0.939, Loss: 0.067 Epoch 24 Batch 23/538 - Train Accuracy: 0.932, Validation Accuracy: 0.939, Loss: 0.085 Epoch 24 Batch 24/538 - Train Accuracy: 0.940, Validation Accuracy: 0.943, Loss: 0.072 Epoch 24 Batch 25/538 - Train Accuracy: 0.938, Validation Accuracy: 0.944, Loss: 0.066 Epoch 24 Batch 26/538 - Train Accuracy: 0.944, Validation Accuracy: 0.944, Loss: 0.068 Epoch 24 Batch 27/538 - Train Accuracy: 0.951, Validation Accuracy: 0.944, Loss: 0.056 Epoch 24 Batch 28/538 - Train Accuracy: 0.932, Validation Accuracy: 0.937, Loss: 0.067 Epoch 24 Batch 29/538 - Train Accuracy: 0.936, Validation Accuracy: 0.928, Loss: 0.059 Epoch 24 Batch 30/538 - Train Accuracy: 0.936, Validation Accuracy: 0.928, Loss: 0.085 Epoch 24 Batch 31/538 - Train Accuracy: 0.952, Validation Accuracy: 0.932, Loss: 0.059 Epoch 24 Batch 32/538 - Train Accuracy: 0.935, Validation Accuracy: 0.934, Loss: 0.059 Epoch 24 Batch 33/538 - Train Accuracy: 0.937, Validation Accuracy: 0.941, Loss: 0.072 Epoch 24 Batch 34/538 - Train Accuracy: 0.919, Validation Accuracy: 0.941, Loss: 0.076 Epoch 24 Batch 35/538 - Train Accuracy: 0.947, Validation Accuracy: 0.938, Loss: 0.055 Epoch 24 Batch 36/538 - Train Accuracy: 0.937, Validation Accuracy: 0.943, Loss: 0.061 Epoch 24 Batch 37/538 - Train Accuracy: 0.936, Validation Accuracy: 0.947, Loss: 0.076 Epoch 24 Batch 38/538 - Train Accuracy: 0.913, Validation Accuracy: 0.945, Loss: 0.062 Epoch 24 Batch 39/538 - Train Accuracy: 0.949, Validation Accuracy: 0.941, Loss: 0.070 Epoch 24 Batch 40/538 - Train Accuracy: 0.948, Validation Accuracy: 0.940, Loss: 0.057 Epoch 24 Batch 41/538 - Train Accuracy: 0.955, Validation Accuracy: 0.935, Loss: 0.064 Epoch 24 Batch 42/538 - Train Accuracy: 0.932, Validation Accuracy: 0.940, Loss: 0.068 Epoch 24 Batch 43/538 - Train Accuracy: 0.930, Validation Accuracy: 0.941, Loss: 0.077 Epoch 24 Batch 44/538 - Train Accuracy: 0.925, Validation Accuracy: 0.943, Loss: 0.068 Epoch 24 Batch 45/538 - Train Accuracy: 0.936, Validation Accuracy: 0.941, Loss: 0.066 Epoch 24 Batch 46/538 - Train Accuracy: 0.952, Validation Accuracy: 0.944, Loss: 0.061 Epoch 24 Batch 47/538 - Train Accuracy: 0.930, Validation Accuracy: 0.946, Loss: 0.071 Epoch 24 Batch 48/538 - Train Accuracy: 0.941, Validation Accuracy: 0.944, Loss: 0.066 Epoch 24 Batch 49/538 - Train Accuracy: 0.937, Validation Accuracy: 0.945, Loss: 0.077 Epoch 24 Batch 50/538 - Train Accuracy: 0.937, Validation Accuracy: 0.945, Loss: 0.063 Epoch 24 Batch 51/538 - Train Accuracy: 0.931, Validation Accuracy: 0.943, Loss: 0.082 Epoch 24 Batch 52/538 - Train Accuracy: 0.939, Validation Accuracy: 0.940, Loss: 0.066 Epoch 24 Batch 53/538 - Train Accuracy: 0.921, Validation Accuracy: 0.941, Loss: 0.074 Epoch 24 Batch 54/538 - Train Accuracy: 0.951, Validation Accuracy: 0.943, Loss: 0.066 Epoch 24 Batch 55/538 - Train Accuracy: 0.933, Validation Accuracy: 0.942, Loss: 0.069 Epoch 24 Batch 56/538 - Train Accuracy: 0.940, Validation Accuracy: 0.943, Loss: 0.065 Epoch 24 Batch 57/538 - Train Accuracy: 0.930, Validation Accuracy: 0.949, Loss: 0.076 Epoch 24 Batch 58/538 - Train Accuracy: 0.922, Validation Accuracy: 0.941, Loss: 0.076 Epoch 24 Batch 59/538 - Train Accuracy: 0.930, Validation Accuracy: 0.942, Loss: 0.071 Epoch 24 Batch 60/538 - Train Accuracy: 0.956, Validation Accuracy: 0.939, Loss: 0.072 Epoch 24 Batch 61/538 - Train Accuracy: 0.926, Validation Accuracy: 0.938, Loss: 0.071 Epoch 24 Batch 62/538 - Train Accuracy: 0.937, Validation Accuracy: 0.936, Loss: 0.076 Epoch 24 Batch 63/538 - Train Accuracy: 0.948, Validation Accuracy: 0.936, Loss: 0.062 Epoch 24 Batch 64/538 - Train Accuracy: 0.929, Validation Accuracy: 0.932, Loss: 0.068 Epoch 24 Batch 65/538 - Train Accuracy: 0.929, Validation Accuracy: 0.932, Loss: 0.074 Epoch 24 Batch 66/538 - Train Accuracy: 0.955, Validation Accuracy: 0.934, Loss: 0.061 Epoch 24 Batch 67/538 - Train Accuracy: 0.954, Validation Accuracy: 0.935, Loss: 0.057 Epoch 24 Batch 68/538 - Train Accuracy: 0.923, Validation Accuracy: 0.938, Loss: 0.058 Epoch 24 Batch 69/538 - Train Accuracy: 0.940, Validation Accuracy: 0.938, Loss: 0.074 Epoch 24 Batch 70/538 - Train Accuracy: 0.942, Validation Accuracy: 0.935, Loss: 0.063 Epoch 24 Batch 71/538 - Train Accuracy: 0.936, Validation Accuracy: 0.935, Loss: 0.073 Epoch 24 Batch 72/538 - Train Accuracy: 0.932, Validation Accuracy: 0.937, Loss: 0.090 Epoch 24 Batch 73/538 - Train Accuracy: 0.934, Validation Accuracy: 0.939, Loss: 0.077 Epoch 24 Batch 74/538 - Train Accuracy: 0.936, Validation Accuracy: 0.941, Loss: 0.068 Epoch 24 Batch 75/538 - Train Accuracy: 0.926, Validation Accuracy: 0.938, Loss: 0.067 Epoch 24 Batch 76/538 - Train Accuracy: 0.943, Validation Accuracy: 0.933, Loss: 0.063 Epoch 24 Batch 77/538 - Train Accuracy: 0.939, Validation Accuracy: 0.931, Loss: 0.067 Epoch 24 Batch 78/538 - Train Accuracy: 0.929, Validation Accuracy: 0.932, Loss: 0.070 Epoch 24 Batch 79/538 - Train Accuracy: 0.939, Validation Accuracy: 0.935, Loss: 0.065 Epoch 24 Batch 80/538 - Train Accuracy: 0.934, Validation Accuracy: 0.938, Loss: 0.074 Epoch 24 Batch 81/538 - Train Accuracy: 0.932, Validation Accuracy: 0.936, Loss: 0.076 Epoch 24 Batch 82/538 - Train Accuracy: 0.917, Validation Accuracy: 0.936, Loss: 0.077 Epoch 24 Batch 83/538 - Train Accuracy: 0.934, Validation Accuracy: 0.937, Loss: 0.070 Epoch 24 Batch 84/538 - Train Accuracy: 0.931, Validation Accuracy: 0.939, Loss: 0.072 Epoch 24 Batch 85/538 - Train Accuracy: 0.952, Validation Accuracy: 0.943, Loss: 0.062 Epoch 24 Batch 86/538 - Train Accuracy: 0.949, Validation Accuracy: 0.943, Loss: 0.070 Epoch 24 Batch 87/538 - Train Accuracy: 0.927, Validation Accuracy: 0.935, Loss: 0.072 Epoch 24 Batch 88/538 - Train Accuracy: 0.944, Validation Accuracy: 0.937, Loss: 0.074 Epoch 24 Batch 89/538 - Train Accuracy: 0.936, Validation Accuracy: 0.941, Loss: 0.062 Epoch 24 Batch 90/538 - Train Accuracy: 0.943, Validation Accuracy: 0.939, Loss: 0.077 Epoch 24 Batch 91/538 - Train Accuracy: 0.937, Validation Accuracy: 0.938, Loss: 0.061 Epoch 24 Batch 92/538 - Train Accuracy: 0.935, Validation Accuracy: 0.941, Loss: 0.077 Epoch 24 Batch 93/538 - Train Accuracy: 0.935, Validation Accuracy: 0.942, Loss: 0.061 Epoch 24 Batch 94/538 - Train Accuracy: 0.936, Validation Accuracy: 0.942, Loss: 0.060 Epoch 24 Batch 95/538 - Train Accuracy: 0.923, Validation Accuracy: 0.938, Loss: 0.065 Epoch 24 Batch 96/538 - Train Accuracy: 0.948, Validation Accuracy: 0.934, Loss: 0.057 Epoch 24 Batch 97/538 - Train Accuracy: 0.939, Validation Accuracy: 0.931, Loss: 0.060 Epoch 24 Batch 98/538 - Train Accuracy: 0.934, Validation Accuracy: 0.935, Loss: 0.069 Epoch 24 Batch 99/538 - Train Accuracy: 0.941, Validation Accuracy: 0.940, Loss: 0.068 Epoch 24 Batch 100/538 - Train Accuracy: 0.943, Validation Accuracy: 0.942, Loss: 0.059 Epoch 24 Batch 101/538 - Train Accuracy: 0.921, Validation Accuracy: 0.946, Loss: 0.085 Epoch 24 Batch 102/538 - Train Accuracy: 0.934, Validation Accuracy: 0.944, Loss: 0.072 Epoch 24 Batch 103/538 - Train Accuracy: 0.936, Validation Accuracy: 0.943, Loss: 0.065 Epoch 24 Batch 104/538 - Train Accuracy: 0.939, Validation Accuracy: 0.937, Loss: 0.068 Epoch 24 Batch 105/538 - Train Accuracy: 0.939, Validation Accuracy: 0.937, Loss: 0.060 Epoch 24 Batch 106/538 - Train Accuracy: 0.933, Validation Accuracy: 0.933, Loss: 0.056 Epoch 24 Batch 107/538 - Train Accuracy: 0.905, Validation Accuracy: 0.930, Loss: 0.085 Epoch 24 Batch 108/538 - Train Accuracy: 0.946, Validation Accuracy: 0.928, Loss: 0.067 Epoch 24 Batch 109/538 - Train Accuracy: 0.958, Validation Accuracy: 0.933, Loss: 0.060 Epoch 24 Batch 110/538 - Train Accuracy: 0.934, Validation Accuracy: 0.942, Loss: 0.073 Epoch 24 Batch 111/538 - Train Accuracy: 0.940, Validation Accuracy: 0.938, Loss: 0.059 Epoch 24 Batch 112/538 - Train Accuracy: 0.931, Validation Accuracy: 0.934, Loss: 0.075 Epoch 24 Batch 113/538 - Train Accuracy: 0.914, Validation Accuracy: 0.937, Loss: 0.075 Epoch 24 Batch 114/538 - Train Accuracy: 0.941, Validation Accuracy: 0.939, Loss: 0.064 Epoch 24 Batch 115/538 - Train Accuracy: 0.948, Validation Accuracy: 0.939, Loss: 0.075 Epoch 24 Batch 116/538 - Train Accuracy: 0.930, Validation Accuracy: 0.929, Loss: 0.086 Epoch 24 Batch 117/538 - Train Accuracy: 0.938, Validation Accuracy: 0.927, Loss: 0.066 Epoch 24 Batch 118/538 - Train Accuracy: 0.937, Validation Accuracy: 0.930, Loss: 0.063 Epoch 24 Batch 119/538 - Train Accuracy: 0.953, Validation Accuracy: 0.933, Loss: 0.062 Epoch 24 Batch 120/538 - Train Accuracy: 0.947, Validation Accuracy: 0.944, Loss: 0.061 Epoch 24 Batch 121/538 - Train Accuracy: 0.939, Validation Accuracy: 0.945, Loss: 0.070 Epoch 24 Batch 122/538 - Train Accuracy: 0.920, Validation Accuracy: 0.947, Loss: 0.064 Epoch 24 Batch 123/538 - Train Accuracy: 0.935, Validation Accuracy: 0.946, Loss: 0.065 Epoch 24 Batch 124/538 - Train Accuracy: 0.935, Validation Accuracy: 0.947, Loss: 0.061 Epoch 24 Batch 125/538 - Train Accuracy: 0.936, Validation Accuracy: 0.944, Loss: 0.067 Epoch 24 Batch 126/538 - Train Accuracy: 0.928, Validation Accuracy: 0.943, Loss: 0.067 Epoch 24 Batch 127/538 - Train Accuracy: 0.920, Validation Accuracy: 0.940, Loss: 0.083 Epoch 24 Batch 128/538 - Train Accuracy: 0.933, Validation Accuracy: 0.943, Loss: 0.066 Epoch 24 Batch 129/538 - Train Accuracy: 0.929, Validation Accuracy: 0.949, Loss: 0.057 Epoch 24 Batch 130/538 - Train Accuracy: 0.929, Validation Accuracy: 0.948, Loss: 0.062 Epoch 24 Batch 131/538 - Train Accuracy: 0.960, Validation Accuracy: 0.945, Loss: 0.068 Epoch 24 Batch 132/538 - Train Accuracy: 0.917, Validation Accuracy: 0.946, Loss: 0.065 Epoch 24 Batch 133/538 - Train Accuracy: 0.938, Validation Accuracy: 0.948, Loss: 0.067 Epoch 24 Batch 134/538 - Train Accuracy: 0.908, Validation Accuracy: 0.948, Loss: 0.082 Epoch 24 Batch 135/538 - Train Accuracy: 0.942, Validation Accuracy: 0.937, Loss: 0.084 Epoch 24 Batch 136/538 - Train Accuracy: 0.931, Validation Accuracy: 0.937, Loss: 0.077 Epoch 24 Batch 137/538 - Train Accuracy: 0.936, Validation Accuracy: 0.930, Loss: 0.082 Epoch 24 Batch 138/538 - Train Accuracy: 0.928, Validation Accuracy: 0.926, Loss: 0.068 Epoch 24 Batch 139/538 - Train Accuracy: 0.930, Validation Accuracy: 0.936, Loss: 0.086 Epoch 24 Batch 140/538 - Train Accuracy: 0.917, Validation Accuracy: 0.943, Loss: 0.084 Epoch 24 Batch 141/538 - Train Accuracy: 0.952, Validation Accuracy: 0.941, Loss: 0.073 Epoch 24 Batch 142/538 - Train Accuracy: 0.949, Validation Accuracy: 0.941, Loss: 0.069 Epoch 24 Batch 143/538 - Train Accuracy: 0.946, Validation Accuracy: 0.940, Loss: 0.075 Epoch 24 Batch 144/538 - Train Accuracy: 0.934, Validation Accuracy: 0.931, Loss: 0.073 Epoch 24 Batch 145/538 - Train Accuracy: 0.924, Validation Accuracy: 0.921, Loss: 0.080 Epoch 24 Batch 146/538 - Train Accuracy: 0.936, Validation Accuracy: 0.915, Loss: 0.069 Epoch 24 Batch 147/538 - Train Accuracy: 0.926, Validation Accuracy: 0.919, Loss: 0.081 Epoch 24 Batch 148/538 - Train Accuracy: 0.929, Validation Accuracy: 0.928, Loss: 0.079 Epoch 24 Batch 149/538 - Train Accuracy: 0.944, Validation Accuracy: 0.932, Loss: 0.068 Epoch 24 Batch 150/538 - Train Accuracy: 0.945, Validation Accuracy: 0.936, Loss: 0.067 Epoch 24 Batch 151/538 - Train Accuracy: 0.940, Validation Accuracy: 0.930, Loss: 0.066 Epoch 24 Batch 152/538 - Train Accuracy: 0.929, Validation Accuracy: 0.933, Loss: 0.067 Epoch 24 Batch 153/538 - Train Accuracy: 0.917, Validation Accuracy: 0.933, Loss: 0.073 Epoch 24 Batch 154/538 - Train Accuracy: 0.941, Validation Accuracy: 0.929, Loss: 0.058 Epoch 24 Batch 155/538 - Train Accuracy: 0.928, Validation Accuracy: 0.932, Loss: 0.079 Epoch 24 Batch 156/538 - Train Accuracy: 0.937, Validation Accuracy: 0.930, Loss: 0.066 Epoch 24 Batch 157/538 - Train Accuracy: 0.936, Validation Accuracy: 0.936, Loss: 0.061 Epoch 24 Batch 158/538 - Train Accuracy: 0.929, Validation Accuracy: 0.938, Loss: 0.073 Epoch 24 Batch 159/538 - Train Accuracy: 0.933, Validation Accuracy: 0.932, Loss: 0.075 Epoch 24 Batch 160/538 - Train Accuracy: 0.915, Validation Accuracy: 0.937, Loss: 0.065 Epoch 24 Batch 161/538 - Train Accuracy: 0.938, Validation Accuracy: 0.934, Loss: 0.063 Epoch 24 Batch 162/538 - Train Accuracy: 0.947, Validation Accuracy: 0.934, Loss: 0.066 Epoch 24 Batch 163/538 - Train Accuracy: 0.932, Validation Accuracy: 0.932, Loss: 0.083 Epoch 24 Batch 164/538 - Train Accuracy: 0.925, Validation Accuracy: 0.932, Loss: 0.081 Epoch 24 Batch 165/538 - Train Accuracy: 0.940, Validation Accuracy: 0.929, Loss: 0.067 Epoch 24 Batch 166/538 - Train Accuracy: 0.959, Validation Accuracy: 0.933, Loss: 0.055 Epoch 24 Batch 167/538 - Train Accuracy: 0.938, Validation Accuracy: 0.935, Loss: 0.086 Epoch 24 Batch 168/538 - Train Accuracy: 0.901, Validation Accuracy: 0.935, Loss: 0.082 Epoch 24 Batch 169/538 - Train Accuracy: 0.948, Validation Accuracy: 0.939, Loss: 0.061 Epoch 24 Batch 170/538 - Train Accuracy: 0.932, Validation Accuracy: 0.937, Loss: 0.073 Epoch 24 Batch 171/538 - Train Accuracy: 0.927, Validation Accuracy: 0.934, Loss: 0.075 Epoch 24 Batch 172/538 - Train Accuracy: 0.941, Validation Accuracy: 0.935, Loss: 0.063 Epoch 24 Batch 173/538 - Train Accuracy: 0.946, Validation Accuracy: 0.939, Loss: 0.059 Epoch 24 Batch 174/538 - Train Accuracy: 0.932, Validation Accuracy: 0.944, Loss: 0.069 Epoch 24 Batch 175/538 - Train Accuracy: 0.942, Validation Accuracy: 0.943, Loss: 0.062 Epoch 24 Batch 176/538 - Train Accuracy: 0.930, Validation Accuracy: 0.933, Loss: 0.075 Epoch 24 Batch 177/538 - Train Accuracy: 0.945, Validation Accuracy: 0.937, Loss: 0.064 Epoch 24 Batch 178/538 - Train Accuracy: 0.922, Validation Accuracy: 0.938, Loss: 0.071 Epoch 24 Batch 179/538 - Train Accuracy: 0.940, Validation Accuracy: 0.941, Loss: 0.063 Epoch 24 Batch 180/538 - Train Accuracy: 0.942, Validation Accuracy: 0.943, Loss: 0.067 Epoch 24 Batch 181/538 - Train Accuracy: 0.923, Validation Accuracy: 0.941, Loss: 0.079 Epoch 24 Batch 182/538 - Train Accuracy: 0.949, Validation Accuracy: 0.944, Loss: 0.062 Epoch 24 Batch 183/538 - Train Accuracy: 0.950, Validation Accuracy: 0.943, Loss: 0.058 Epoch 24 Batch 184/538 - Train Accuracy: 0.944, Validation Accuracy: 0.947, Loss: 0.061 Epoch 24 Batch 185/538 - Train Accuracy: 0.958, Validation Accuracy: 0.946, Loss: 0.059 Epoch 24 Batch 186/538 - Train Accuracy: 0.937, Validation Accuracy: 0.940, Loss: 0.067 Epoch 24 Batch 187/538 - Train Accuracy: 0.937, Validation Accuracy: 0.942, Loss: 0.075 Epoch 24 Batch 188/538 - Train Accuracy: 0.937, Validation Accuracy: 0.939, Loss: 0.068 Epoch 24 Batch 189/538 - Train Accuracy: 0.951, Validation Accuracy: 0.941, Loss: 0.076 Epoch 24 Batch 190/538 - Train Accuracy: 0.920, Validation Accuracy: 0.943, Loss: 0.086 Epoch 24 Batch 191/538 - Train Accuracy: 0.941, Validation Accuracy: 0.947, Loss: 0.070 Epoch 24 Batch 192/538 - Train Accuracy: 0.941, Validation Accuracy: 0.948, Loss: 0.062 Epoch 24 Batch 193/538 - Train Accuracy: 0.932, Validation Accuracy: 0.945, Loss: 0.077 Epoch 24 Batch 194/538 - Train Accuracy: 0.916, Validation Accuracy: 0.943, Loss: 0.078 Epoch 24 Batch 195/538 - Train Accuracy: 0.950, Validation Accuracy: 0.946, Loss: 0.074 Epoch 24 Batch 196/538 - Train Accuracy: 0.926, Validation Accuracy: 0.953, Loss: 0.060 Epoch 24 Batch 197/538 - Train Accuracy: 0.946, Validation Accuracy: 0.950, Loss: 0.070 Epoch 24 Batch 198/538 - Train Accuracy: 0.944, Validation Accuracy: 0.947, Loss: 0.063 Epoch 24 Batch 199/538 - Train Accuracy: 0.931, Validation Accuracy: 0.950, Loss: 0.072 Epoch 24 Batch 200/538 - Train Accuracy: 0.948, Validation Accuracy: 0.943, Loss: 0.057 Epoch 24 Batch 201/538 - Train Accuracy: 0.947, Validation Accuracy: 0.944, Loss: 0.075 Epoch 24 Batch 202/538 - Train Accuracy: 0.941, Validation Accuracy: 0.942, Loss: 0.061 Epoch 24 Batch 203/538 - Train Accuracy: 0.951, Validation Accuracy: 0.942, Loss: 0.085 Epoch 24 Batch 204/538 - Train Accuracy: 0.926, Validation Accuracy: 0.940, Loss: 0.074 Epoch 24 Batch 205/538 - Train Accuracy: 0.932, Validation Accuracy: 0.935, Loss: 0.066 Epoch 24 Batch 206/538 - Train Accuracy: 0.934, Validation Accuracy: 0.935, Loss: 0.062 Epoch 24 Batch 207/538 - Train Accuracy: 0.934, Validation Accuracy: 0.937, Loss: 0.075 Epoch 24 Batch 208/538 - Train Accuracy: 0.934, Validation Accuracy: 0.930, Loss: 0.080 Epoch 24 Batch 209/538 - Train Accuracy: 0.945, Validation Accuracy: 0.936, Loss: 0.060 Epoch 24 Batch 210/538 - Train Accuracy: 0.935, Validation Accuracy: 0.933, Loss: 0.074 Epoch 24 Batch 211/538 - Train Accuracy: 0.938, Validation Accuracy: 0.938, Loss: 0.070 Epoch 24 Batch 212/538 - Train Accuracy: 0.932, Validation Accuracy: 0.938, Loss: 0.065 Epoch 24 Batch 213/538 - Train Accuracy: 0.956, Validation Accuracy: 0.938, Loss: 0.059 Epoch 24 Batch 214/538 - Train Accuracy: 0.949, Validation Accuracy: 0.935, Loss: 0.063 Epoch 24 Batch 215/538 - Train Accuracy: 0.949, Validation Accuracy: 0.941, Loss: 0.059 Epoch 24 Batch 216/538 - Train Accuracy: 0.939, Validation Accuracy: 0.942, Loss: 0.069 Epoch 24 Batch 217/538 - Train Accuracy: 0.946, Validation Accuracy: 0.945, Loss: 0.069 Epoch 24 Batch 218/538 - Train Accuracy: 0.943, Validation Accuracy: 0.945, Loss: 0.062 Epoch 24 Batch 219/538 - Train Accuracy: 0.915, Validation Accuracy: 0.944, Loss: 0.077 Epoch 24 Batch 220/538 - Train Accuracy: 0.912, Validation Accuracy: 0.944, Loss: 0.068 Epoch 24 Batch 221/538 - Train Accuracy: 0.943, Validation Accuracy: 0.944, Loss: 0.070 Epoch 24 Batch 222/538 - Train Accuracy: 0.927, Validation Accuracy: 0.939, Loss: 0.062 Epoch 24 Batch 223/538 - Train Accuracy: 0.935, Validation Accuracy: 0.933, Loss: 0.073 Epoch 24 Batch 224/538 - Train Accuracy: 0.932, Validation Accuracy: 0.927, Loss: 0.077 Epoch 24 Batch 225/538 - Train Accuracy: 0.941, Validation Accuracy: 0.931, Loss: 0.068 Epoch 24 Batch 226/538 - Train Accuracy: 0.940, Validation Accuracy: 0.937, Loss: 0.067 Epoch 24 Batch 227/538 - Train Accuracy: 0.931, Validation Accuracy: 0.938, Loss: 0.071 Epoch 24 Batch 228/538 - Train Accuracy: 0.928, Validation Accuracy: 0.947, Loss: 0.076 Epoch 24 Batch 229/538 - Train Accuracy: 0.943, Validation Accuracy: 0.943, Loss: 0.072 Epoch 24 Batch 230/538 - Train Accuracy: 0.933, Validation Accuracy: 0.941, Loss: 0.069 Epoch 24 Batch 231/538 - Train Accuracy: 0.941, Validation Accuracy: 0.939, Loss: 0.066 Epoch 24 Batch 232/538 - Train Accuracy: 0.944, Validation Accuracy: 0.938, Loss: 0.069 Epoch 24 Batch 233/538 - Train Accuracy: 0.949, Validation Accuracy: 0.937, Loss: 0.075 Epoch 24 Batch 234/538 - Train Accuracy: 0.936, Validation Accuracy: 0.938, Loss: 0.061 Epoch 24 Batch 235/538 - Train Accuracy: 0.939, Validation Accuracy: 0.935, Loss: 0.057 Epoch 24 Batch 236/538 - Train Accuracy: 0.941, Validation Accuracy: 0.931, Loss: 0.067 Epoch 24 Batch 237/538 - Train Accuracy: 0.930, Validation Accuracy: 0.933, Loss: 0.055 Epoch 24 Batch 238/538 - Train Accuracy: 0.947, Validation Accuracy: 0.943, Loss: 0.066 Epoch 24 Batch 239/538 - Train Accuracy: 0.928, Validation Accuracy: 0.941, Loss: 0.072 Epoch 24 Batch 240/538 - Train Accuracy: 0.935, Validation Accuracy: 0.945, Loss: 0.069 Epoch 24 Batch 241/538 - Train Accuracy: 0.931, Validation Accuracy: 0.941, Loss: 0.069 Epoch 24 Batch 242/538 - Train Accuracy: 0.954, Validation Accuracy: 0.939, Loss: 0.062 Epoch 24 Batch 243/538 - Train Accuracy: 0.947, Validation Accuracy: 0.938, Loss: 0.065 Epoch 24 Batch 244/538 - Train Accuracy: 0.933, Validation Accuracy: 0.938, Loss: 0.060 Epoch 24 Batch 245/538 - Train Accuracy: 0.939, Validation Accuracy: 0.928, Loss: 0.072 Epoch 24 Batch 246/538 - Train Accuracy: 0.941, Validation Accuracy: 0.915, Loss: 0.057 Epoch 24 Batch 247/538 - Train Accuracy: 0.939, Validation Accuracy: 0.920, Loss: 0.063 Epoch 24 Batch 248/538 - Train Accuracy: 0.936, Validation Accuracy: 0.918, Loss: 0.071 Epoch 24 Batch 249/538 - Train Accuracy: 0.941, Validation Accuracy: 0.925, Loss: 0.059 Epoch 24 Batch 250/538 - Train Accuracy: 0.942, Validation Accuracy: 0.936, Loss: 0.060 Epoch 24 Batch 251/538 - Train Accuracy: 0.942, Validation Accuracy: 0.938, Loss: 0.056 Epoch 24 Batch 252/538 - Train Accuracy: 0.936, Validation Accuracy: 0.939, Loss: 0.060 Epoch 24 Batch 253/538 - Train Accuracy: 0.921, Validation Accuracy: 0.935, Loss: 0.060 Epoch 24 Batch 254/538 - Train Accuracy: 0.924, Validation Accuracy: 0.935, Loss: 0.081 Epoch 24 Batch 255/538 - Train Accuracy: 0.953, Validation Accuracy: 0.937, Loss: 0.060 Epoch 24 Batch 256/538 - Train Accuracy: 0.926, Validation Accuracy: 0.934, Loss: 0.068 Epoch 24 Batch 257/538 - Train Accuracy: 0.944, Validation Accuracy: 0.929, Loss: 0.068 Epoch 24 Batch 258/538 - Train Accuracy: 0.943, Validation Accuracy: 0.917, Loss: 0.067 Epoch 24 Batch 259/538 - Train Accuracy: 0.945, Validation Accuracy: 0.916, Loss: 0.061 Epoch 24 Batch 260/538 - Train Accuracy: 0.912, Validation Accuracy: 0.926, Loss: 0.073 Epoch 24 Batch 261/538 - Train Accuracy: 0.921, Validation Accuracy: 0.935, Loss: 0.072 Epoch 24 Batch 262/538 - Train Accuracy: 0.947, Validation Accuracy: 0.939, Loss: 0.067 Epoch 24 Batch 263/538 - Train Accuracy: 0.938, Validation Accuracy: 0.943, Loss: 0.063 Epoch 24 Batch 264/538 - Train Accuracy: 0.925, Validation Accuracy: 0.940, Loss: 0.075 Epoch 24 Batch 265/538 - Train Accuracy: 0.922, Validation Accuracy: 0.939, Loss: 0.071 Epoch 24 Batch 266/538 - Train Accuracy: 0.932, Validation Accuracy: 0.942, Loss: 0.076 Epoch 24 Batch 267/538 - Train Accuracy: 0.940, Validation Accuracy: 0.944, Loss: 0.066 Epoch 24 Batch 268/538 - Train Accuracy: 0.950, Validation Accuracy: 0.946, Loss: 0.054 Epoch 24 Batch 269/538 - Train Accuracy: 0.934, Validation Accuracy: 0.941, Loss: 0.071 Epoch 24 Batch 270/538 - Train Accuracy: 0.926, Validation Accuracy: 0.939, Loss: 0.068 Epoch 24 Batch 271/538 - Train Accuracy: 0.945, Validation Accuracy: 0.943, Loss: 0.057 Epoch 24 Batch 272/538 - Train Accuracy: 0.935, Validation Accuracy: 0.947, Loss: 0.078 Epoch 24 Batch 273/538 - Train Accuracy: 0.935, Validation Accuracy: 0.948, Loss: 0.072 Epoch 24 Batch 274/538 - Train Accuracy: 0.912, Validation Accuracy: 0.947, Loss: 0.078 Epoch 24 Batch 275/538 - Train Accuracy: 0.937, Validation Accuracy: 0.945, Loss: 0.075 Epoch 24 Batch 276/538 - Train Accuracy: 0.926, Validation Accuracy: 0.946, Loss: 0.076 Epoch 24 Batch 277/538 - Train Accuracy: 0.931, Validation Accuracy: 0.944, Loss: 0.057 Epoch 24 Batch 278/538 - Train Accuracy: 0.948, Validation Accuracy: 0.949, Loss: 0.065 Epoch 24 Batch 279/538 - Train Accuracy: 0.937, Validation Accuracy: 0.943, Loss: 0.068 Epoch 24 Batch 280/538 - Train Accuracy: 0.941, Validation Accuracy: 0.938, Loss: 0.058 Epoch 24 Batch 281/538 - Train Accuracy: 0.921, Validation Accuracy: 0.941, Loss: 0.073 Epoch 24 Batch 282/538 - Train Accuracy: 0.936, Validation Accuracy: 0.934, Loss: 0.077 Epoch 24 Batch 283/538 - Train Accuracy: 0.953, Validation Accuracy: 0.935, Loss: 0.071 Epoch 24 Batch 284/538 - Train Accuracy: 0.926, Validation Accuracy: 0.935, Loss: 0.075 Epoch 24 Batch 285/538 - Train Accuracy: 0.941, Validation Accuracy: 0.933, Loss: 0.062 Epoch 24 Batch 286/538 - Train Accuracy: 0.932, Validation Accuracy: 0.933, Loss: 0.070 Epoch 24 Batch 287/538 - Train Accuracy: 0.946, Validation Accuracy: 0.931, Loss: 0.056 Epoch 24 Batch 288/538 - Train Accuracy: 0.944, Validation Accuracy: 0.932, Loss: 0.056 Epoch 24 Batch 289/538 - Train Accuracy: 0.945, Validation Accuracy: 0.931, Loss: 0.051 Epoch 24 Batch 290/538 - Train Accuracy: 0.954, Validation Accuracy: 0.931, Loss: 0.060 Epoch 24 Batch 291/538 - Train Accuracy: 0.937, Validation Accuracy: 0.934, Loss: 0.073 Epoch 24 Batch 292/538 - Train Accuracy: 0.943, Validation Accuracy: 0.934, Loss: 0.050 Epoch 24 Batch 293/538 - Train Accuracy: 0.934, Validation Accuracy: 0.936, Loss: 0.065 Epoch 24 Batch 294/538 - Train Accuracy: 0.946, Validation Accuracy: 0.941, Loss: 0.062 Epoch 24 Batch 295/538 - Train Accuracy: 0.942, Validation Accuracy: 0.934, Loss: 0.062 Epoch 24 Batch 296/538 - Train Accuracy: 0.933, Validation Accuracy: 0.938, Loss: 0.078 Epoch 24 Batch 297/538 - Train Accuracy: 0.954, Validation Accuracy: 0.938, Loss: 0.067 Epoch 24 Batch 298/538 - Train Accuracy: 0.936, Validation Accuracy: 0.933, Loss: 0.068 Epoch 24 Batch 299/538 - Train Accuracy: 0.928, Validation Accuracy: 0.934, Loss: 0.084 Epoch 24 Batch 300/538 - Train Accuracy: 0.930, Validation Accuracy: 0.934, Loss: 0.067 Epoch 24 Batch 301/538 - Train Accuracy: 0.938, Validation Accuracy: 0.934, Loss: 0.070 Epoch 24 Batch 302/538 - Train Accuracy: 0.945, Validation Accuracy: 0.937, Loss: 0.066 Epoch 24 Batch 303/538 - Train Accuracy: 0.948, Validation Accuracy: 0.935, Loss: 0.074 Epoch 24 Batch 304/538 - Train Accuracy: 0.934, Validation Accuracy: 0.935, Loss: 0.074 Epoch 24 Batch 305/538 - Train Accuracy: 0.949, Validation Accuracy: 0.931, Loss: 0.067 Epoch 24 Batch 306/538 - Train Accuracy: 0.937, Validation Accuracy: 0.935, Loss: 0.070 Epoch 24 Batch 307/538 - Train Accuracy: 0.951, Validation Accuracy: 0.932, Loss: 0.067 Epoch 24 Batch 308/538 - Train Accuracy: 0.937, Validation Accuracy: 0.934, Loss: 0.059 Epoch 24 Batch 309/538 - Train Accuracy: 0.954, Validation Accuracy: 0.934, Loss: 0.058 Epoch 24 Batch 310/538 - Train Accuracy: 0.952, Validation Accuracy: 0.931, Loss: 0.070 Epoch 24 Batch 311/538 - Train Accuracy: 0.931, Validation Accuracy: 0.935, Loss: 0.070 Epoch 24 Batch 312/538 - Train Accuracy: 0.936, Validation Accuracy: 0.937, Loss: 0.054 Epoch 24 Batch 313/538 - Train Accuracy: 0.934, Validation Accuracy: 0.939, Loss: 0.063 Epoch 24 Batch 314/538 - Train Accuracy: 0.946, Validation Accuracy: 0.943, Loss: 0.073 Epoch 24 Batch 315/538 - Train Accuracy: 0.936, Validation Accuracy: 0.945, Loss: 0.061 Epoch 24 Batch 316/538 - Train Accuracy: 0.934, Validation Accuracy: 0.946, Loss: 0.058 Epoch 24 Batch 317/538 - Train Accuracy: 0.949, Validation Accuracy: 0.947, Loss: 0.065 Epoch 24 Batch 318/538 - Train Accuracy: 0.929, Validation Accuracy: 0.944, Loss: 0.063 Epoch 24 Batch 319/538 - Train Accuracy: 0.938, Validation Accuracy: 0.943, Loss: 0.063 Epoch 24 Batch 320/538 - Train Accuracy: 0.930, Validation Accuracy: 0.942, Loss: 0.065 Epoch 24 Batch 321/538 - Train Accuracy: 0.943, Validation Accuracy: 0.945, Loss: 0.060 Epoch 24 Batch 322/538 - Train Accuracy: 0.951, Validation Accuracy: 0.940, Loss: 0.066 Epoch 24 Batch 323/538 - Train Accuracy: 0.946, Validation Accuracy: 0.940, Loss: 0.062 Epoch 24 Batch 324/538 - Train Accuracy: 0.947, Validation Accuracy: 0.940, Loss: 0.067 Epoch 24 Batch 325/538 - Train Accuracy: 0.938, Validation Accuracy: 0.940, Loss: 0.061 Epoch 24 Batch 326/538 - Train Accuracy: 0.948, Validation Accuracy: 0.943, Loss: 0.063 Epoch 24 Batch 327/538 - Train Accuracy: 0.936, Validation Accuracy: 0.939, Loss: 0.074 Epoch 24 Batch 328/538 - Train Accuracy: 0.962, Validation Accuracy: 0.936, Loss: 0.061 Epoch 24 Batch 329/538 - Train Accuracy: 0.941, Validation Accuracy: 0.937, Loss: 0.067 Epoch 24 Batch 330/538 - Train Accuracy: 0.954, Validation Accuracy: 0.937, Loss: 0.058 Epoch 24 Batch 331/538 - Train Accuracy: 0.937, Validation Accuracy: 0.940, Loss: 0.063 Epoch 24 Batch 332/538 - Train Accuracy: 0.946, Validation Accuracy: 0.934, Loss: 0.066 Epoch 24 Batch 333/538 - Train Accuracy: 0.944, Validation Accuracy: 0.932, Loss: 0.067 Epoch 24 Batch 334/538 - Train Accuracy: 0.950, Validation Accuracy: 0.929, Loss: 0.065 Epoch 24 Batch 335/538 - Train Accuracy: 0.942, Validation Accuracy: 0.927, Loss: 0.062 Epoch 24 Batch 336/538 - Train Accuracy: 0.928, Validation Accuracy: 0.930, Loss: 0.061 Epoch 24 Batch 337/538 - Train Accuracy: 0.937, Validation Accuracy: 0.933, Loss: 0.066 Epoch 24 Batch 338/538 - Train Accuracy: 0.933, Validation Accuracy: 0.938, Loss: 0.067 Epoch 24 Batch 339/538 - Train Accuracy: 0.929, Validation Accuracy: 0.941, Loss: 0.064 Epoch 24 Batch 340/538 - Train Accuracy: 0.919, Validation Accuracy: 0.943, Loss: 0.066 Epoch 24 Batch 341/538 - Train Accuracy: 0.939, Validation Accuracy: 0.941, Loss: 0.057 Epoch 24 Batch 342/538 - Train Accuracy: 0.928, Validation Accuracy: 0.943, Loss: 0.070 Epoch 24 Batch 343/538 - Train Accuracy: 0.954, Validation Accuracy: 0.938, Loss: 0.067 Epoch 24 Batch 344/538 - Train Accuracy: 0.944, Validation Accuracy: 0.933, Loss: 0.060 Epoch 24 Batch 345/538 - Train Accuracy: 0.933, Validation Accuracy: 0.931, Loss: 0.064 Epoch 24 Batch 346/538 - Train Accuracy: 0.936, Validation Accuracy: 0.929, Loss: 0.071 Epoch 24 Batch 347/538 - Train Accuracy: 0.950, Validation Accuracy: 0.930, Loss: 0.056 Epoch 24 Batch 348/538 - Train Accuracy: 0.941, Validation Accuracy: 0.930, Loss: 0.061 Epoch 24 Batch 349/538 - Train Accuracy: 0.945, Validation Accuracy: 0.932, Loss: 0.056 Epoch 24 Batch 350/538 - Train Accuracy: 0.934, Validation Accuracy: 0.934, Loss: 0.078 Epoch 24 Batch 351/538 - Train Accuracy: 0.931, Validation Accuracy: 0.939, Loss: 0.078 Epoch 24 Batch 352/538 - Train Accuracy: 0.911, Validation Accuracy: 0.941, Loss: 0.077 Epoch 24 Batch 353/538 - Train Accuracy: 0.928, Validation Accuracy: 0.941, Loss: 0.072 Epoch 24 Batch 354/538 - Train Accuracy: 0.925, Validation Accuracy: 0.946, Loss: 0.067 Epoch 24 Batch 355/538 - Train Accuracy: 0.936, Validation Accuracy: 0.943, Loss: 0.063 Epoch 24 Batch 356/538 - Train Accuracy: 0.944, Validation Accuracy: 0.941, Loss: 0.060 Epoch 24 Batch 357/538 - Train Accuracy: 0.942, Validation Accuracy: 0.941, Loss: 0.063 Epoch 24 Batch 358/538 - Train Accuracy: 0.950, Validation Accuracy: 0.941, Loss: 0.056 Epoch 24 Batch 359/538 - Train Accuracy: 0.924, Validation Accuracy: 0.943, Loss: 0.065 Epoch 24 Batch 360/538 - Train Accuracy: 0.935, Validation Accuracy: 0.944, Loss: 0.063 Epoch 24 Batch 361/538 - Train Accuracy: 0.947, Validation Accuracy: 0.942, Loss: 0.064 Epoch 24 Batch 362/538 - Train Accuracy: 0.952, Validation Accuracy: 0.942, Loss: 0.056 Epoch 24 Batch 363/538 - Train Accuracy: 0.928, Validation Accuracy: 0.949, Loss: 0.063 Epoch 24 Batch 364/538 - Train Accuracy: 0.927, Validation Accuracy: 0.945, Loss: 0.081 Epoch 24 Batch 365/538 - Train Accuracy: 0.936, Validation Accuracy: 0.944, Loss: 0.066 Epoch 24 Batch 366/538 - Train Accuracy: 0.950, Validation Accuracy: 0.942, Loss: 0.065 Epoch 24 Batch 367/538 - Train Accuracy: 0.946, Validation Accuracy: 0.939, Loss: 0.063 Epoch 24 Batch 368/538 - Train Accuracy: 0.947, Validation Accuracy: 0.943, Loss: 0.052 Epoch 24 Batch 369/538 - Train Accuracy: 0.939, Validation Accuracy: 0.943, Loss: 0.063 Epoch 24 Batch 370/538 - Train Accuracy: 0.940, Validation Accuracy: 0.943, Loss: 0.069 Epoch 24 Batch 371/538 - Train Accuracy: 0.949, Validation Accuracy: 0.943, Loss: 0.067 Epoch 24 Batch 372/538 - Train Accuracy: 0.954, Validation Accuracy: 0.945, Loss: 0.063 Epoch 24 Batch 373/538 - Train Accuracy: 0.937, Validation Accuracy: 0.940, Loss: 0.056 Epoch 24 Batch 374/538 - Train Accuracy: 0.942, Validation Accuracy: 0.940, Loss: 0.064 Epoch 24 Batch 375/538 - Train Accuracy: 0.944, Validation Accuracy: 0.938, Loss: 0.058 Epoch 24 Batch 376/538 - Train Accuracy: 0.937, Validation Accuracy: 0.938, Loss: 0.068 Epoch 24 Batch 377/538 - Train Accuracy: 0.948, Validation Accuracy: 0.936, Loss: 0.066 Epoch 24 Batch 378/538 - Train Accuracy: 0.928, Validation Accuracy: 0.935, Loss: 0.058 Epoch 24 Batch 379/538 - Train Accuracy: 0.933, Validation Accuracy: 0.936, Loss: 0.061 Epoch 24 Batch 380/538 - Train Accuracy: 0.950, Validation Accuracy: 0.937, Loss: 0.058 Epoch 24 Batch 381/538 - Train Accuracy: 0.943, Validation Accuracy: 0.942, Loss: 0.057 Epoch 24 Batch 382/538 - Train Accuracy: 0.920, Validation Accuracy: 0.942, Loss: 0.070 Epoch 24 Batch 383/538 - Train Accuracy: 0.928, Validation Accuracy: 0.941, Loss: 0.066 Epoch 24 Batch 384/538 - Train Accuracy: 0.931, Validation Accuracy: 0.940, Loss: 0.059 Epoch 24 Batch 385/538 - Train Accuracy: 0.930, Validation Accuracy: 0.938, Loss: 0.067 Epoch 24 Batch 386/538 - Train Accuracy: 0.952, Validation Accuracy: 0.935, Loss: 0.063 Epoch 24 Batch 387/538 - Train Accuracy: 0.942, Validation Accuracy: 0.938, Loss: 0.066 Epoch 24 Batch 388/538 - Train Accuracy: 0.933, Validation Accuracy: 0.940, Loss: 0.063 Epoch 24 Batch 389/538 - Train Accuracy: 0.924, Validation Accuracy: 0.945, Loss: 0.078 Epoch 24 Batch 390/538 - Train Accuracy: 0.942, Validation Accuracy: 0.943, Loss: 0.059 Epoch 24 Batch 391/538 - Train Accuracy: 0.941, Validation Accuracy: 0.943, Loss: 0.066 Epoch 24 Batch 392/538 - Train Accuracy: 0.942, Validation Accuracy: 0.941, Loss: 0.068 Epoch 24 Batch 393/538 - Train Accuracy: 0.953, Validation Accuracy: 0.941, Loss: 0.056 Epoch 24 Batch 394/538 - Train Accuracy: 0.939, Validation Accuracy: 0.944, Loss: 0.071 Epoch 24 Batch 395/538 - Train Accuracy: 0.924, Validation Accuracy: 0.944, Loss: 0.080 Epoch 24 Batch 396/538 - Train Accuracy: 0.949, Validation Accuracy: 0.948, Loss: 0.063 Epoch 24 Batch 397/538 - Train Accuracy: 0.943, Validation Accuracy: 0.944, Loss: 0.077 Epoch 24 Batch 398/538 - Train Accuracy: 0.940, Validation Accuracy: 0.944, Loss: 0.065 Epoch 24 Batch 399/538 - Train Accuracy: 0.929, Validation Accuracy: 0.947, Loss: 0.077 Epoch 24 Batch 400/538 - Train Accuracy: 0.944, Validation Accuracy: 0.942, Loss: 0.068 Epoch 24 Batch 401/538 - Train Accuracy: 0.942, Validation Accuracy: 0.939, Loss: 0.072 Epoch 24 Batch 402/538 - Train Accuracy: 0.940, Validation Accuracy: 0.942, Loss: 0.060 Epoch 24 Batch 403/538 - Train Accuracy: 0.943, Validation Accuracy: 0.938, Loss: 0.070 Epoch 24 Batch 404/538 - Train Accuracy: 0.934, Validation Accuracy: 0.941, Loss: 0.068 Epoch 24 Batch 405/538 - Train Accuracy: 0.951, Validation Accuracy: 0.947, Loss: 0.065 Epoch 24 Batch 406/538 - Train Accuracy: 0.948, Validation Accuracy: 0.944, Loss: 0.065 Epoch 24 Batch 407/538 - Train Accuracy: 0.940, Validation Accuracy: 0.947, Loss: 0.057 Epoch 24 Batch 408/538 - Train Accuracy: 0.925, Validation Accuracy: 0.947, Loss: 0.067 Epoch 24 Batch 409/538 - Train Accuracy: 0.924, Validation Accuracy: 0.946, Loss: 0.071 Epoch 24 Batch 410/538 - Train Accuracy: 0.954, Validation Accuracy: 0.949, Loss: 0.079 Epoch 24 Batch 411/538 - Train Accuracy: 0.948, Validation Accuracy: 0.947, Loss: 0.072 Epoch 24 Batch 412/538 - Train Accuracy: 0.941, Validation Accuracy: 0.945, Loss: 0.059 Epoch 24 Batch 413/538 - Train Accuracy: 0.938, Validation Accuracy: 0.944, Loss: 0.069 Epoch 24 Batch 414/538 - Train Accuracy: 0.911, Validation Accuracy: 0.939, Loss: 0.083 Epoch 24 Batch 415/538 - Train Accuracy: 0.927, Validation Accuracy: 0.938, Loss: 0.068 Epoch 24 Batch 416/538 - Train Accuracy: 0.950, Validation Accuracy: 0.939, Loss: 0.067 Epoch 24 Batch 417/538 - Train Accuracy: 0.947, Validation Accuracy: 0.939, Loss: 0.065 Epoch 24 Batch 418/538 - Train Accuracy: 0.942, Validation Accuracy: 0.940, Loss: 0.068 Epoch 24 Batch 419/538 - Train Accuracy: 0.945, Validation Accuracy: 0.943, Loss: 0.056 Epoch 24 Batch 420/538 - Train Accuracy: 0.952, Validation Accuracy: 0.946, Loss: 0.063 Epoch 24 Batch 421/538 - Train Accuracy: 0.950, Validation Accuracy: 0.944, Loss: 0.062 Epoch 24 Batch 422/538 - Train Accuracy: 0.941, Validation Accuracy: 0.944, Loss: 0.067 Epoch 24 Batch 423/538 - Train Accuracy: 0.945, Validation Accuracy: 0.941, Loss: 0.063 Epoch 24 Batch 424/538 - Train Accuracy: 0.940, Validation Accuracy: 0.942, Loss: 0.071 Epoch 24 Batch 425/538 - Train Accuracy: 0.922, Validation Accuracy: 0.942, Loss: 0.085 Epoch 24 Batch 426/538 - Train Accuracy: 0.949, Validation Accuracy: 0.946, Loss: 0.061 Epoch 24 Batch 427/538 - Train Accuracy: 0.934, Validation Accuracy: 0.940, Loss: 0.073 Epoch 24 Batch 428/538 - Train Accuracy: 0.947, Validation Accuracy: 0.938, Loss: 0.059 Epoch 24 Batch 429/538 - Train Accuracy: 0.953, Validation Accuracy: 0.938, Loss: 0.073 Epoch 24 Batch 430/538 - Train Accuracy: 0.942, Validation Accuracy: 0.933, Loss: 0.066 Epoch 24 Batch 431/538 - Train Accuracy: 0.946, Validation Accuracy: 0.933, Loss: 0.057 Epoch 24 Batch 432/538 - Train Accuracy: 0.939, Validation Accuracy: 0.939, Loss: 0.066 Epoch 24 Batch 433/538 - Train Accuracy: 0.929, Validation Accuracy: 0.939, Loss: 0.090 Epoch 24 Batch 434/538 - Train Accuracy: 0.942, Validation Accuracy: 0.939, Loss: 0.064 Epoch 24 Batch 435/538 - Train Accuracy: 0.939, Validation Accuracy: 0.939, Loss: 0.073 Epoch 24 Batch 436/538 - Train Accuracy: 0.933, Validation Accuracy: 0.939, Loss: 0.078 Epoch 24 Batch 437/538 - Train Accuracy: 0.952, Validation Accuracy: 0.942, Loss: 0.064 Epoch 24 Batch 438/538 - Train Accuracy: 0.944, Validation Accuracy: 0.934, Loss: 0.066 Epoch 24 Batch 439/538 - Train Accuracy: 0.955, Validation Accuracy: 0.936, Loss: 0.065 Epoch 24 Batch 440/538 - Train Accuracy: 0.939, Validation Accuracy: 0.938, Loss: 0.074 Epoch 24 Batch 441/538 - Train Accuracy: 0.932, Validation Accuracy: 0.939, Loss: 0.079 Epoch 24 Batch 442/538 - Train Accuracy: 0.945, Validation Accuracy: 0.936, Loss: 0.055 Epoch 24 Batch 443/538 - Train Accuracy: 0.926, Validation Accuracy: 0.935, Loss: 0.068 Epoch 24 Batch 444/538 - Train Accuracy: 0.947, Validation Accuracy: 0.940, Loss: 0.065 Epoch 24 Batch 445/538 - Train Accuracy: 0.949, Validation Accuracy: 0.940, Loss: 0.061 Epoch 24 Batch 446/538 - Train Accuracy: 0.950, Validation Accuracy: 0.934, Loss: 0.058 Epoch 24 Batch 447/538 - Train Accuracy: 0.921, Validation Accuracy: 0.933, Loss: 0.065 Epoch 24 Batch 448/538 - Train Accuracy: 0.940, Validation Accuracy: 0.933, Loss: 0.057 Epoch 24 Batch 449/538 - Train Accuracy: 0.948, Validation Accuracy: 0.933, Loss: 0.070 Epoch 24 Batch 450/538 - Train Accuracy: 0.926, Validation Accuracy: 0.933, Loss: 0.082 Epoch 24 Batch 451/538 - Train Accuracy: 0.931, Validation Accuracy: 0.933, Loss: 0.061 Epoch 24 Batch 452/538 - Train Accuracy: 0.944, Validation Accuracy: 0.940, Loss: 0.061 Epoch 24 Batch 453/538 - Train Accuracy: 0.939, Validation Accuracy: 0.944, Loss: 0.068 Epoch 24 Batch 454/538 - Train Accuracy: 0.938, Validation Accuracy: 0.944, Loss: 0.070 Epoch 24 Batch 455/538 - Train Accuracy: 0.948, Validation Accuracy: 0.941, Loss: 0.065 Epoch 24 Batch 456/538 - Train Accuracy: 0.941, Validation Accuracy: 0.941, Loss: 0.089 Epoch 24 Batch 457/538 - Train Accuracy: 0.939, Validation Accuracy: 0.938, Loss: 0.059 Epoch 24 Batch 458/538 - Train Accuracy: 0.936, Validation Accuracy: 0.938, Loss: 0.063 Epoch 24 Batch 459/538 - Train Accuracy: 0.947, Validation Accuracy: 0.943, Loss: 0.061 Epoch 24 Batch 460/538 - Train Accuracy: 0.930, Validation Accuracy: 0.944, Loss: 0.071 Epoch 24 Batch 461/538 - Train Accuracy: 0.951, Validation Accuracy: 0.943, Loss: 0.076 Epoch 24 Batch 462/538 - Train Accuracy: 0.919, Validation Accuracy: 0.942, Loss: 0.064 Epoch 24 Batch 463/538 - Train Accuracy: 0.918, Validation Accuracy: 0.944, Loss: 0.073 Epoch 24 Batch 464/538 - Train Accuracy: 0.950, Validation Accuracy: 0.944, Loss: 0.056 Epoch 24 Batch 465/538 - Train Accuracy: 0.932, Validation Accuracy: 0.945, Loss: 0.066 Epoch 24 Batch 466/538 - Train Accuracy: 0.921, Validation Accuracy: 0.938, Loss: 0.065 Epoch 24 Batch 467/538 - Train Accuracy: 0.945, Validation Accuracy: 0.939, Loss: 0.067 Epoch 24 Batch 468/538 - Train Accuracy: 0.947, Validation Accuracy: 0.947, Loss: 0.082 Epoch 24 Batch 469/538 - Train Accuracy: 0.938, Validation Accuracy: 0.950, Loss: 0.066 Epoch 24 Batch 470/538 - Train Accuracy: 0.941, Validation Accuracy: 0.947, Loss: 0.064 Epoch 24 Batch 471/538 - Train Accuracy: 0.951, Validation Accuracy: 0.947, Loss: 0.063 Epoch 24 Batch 472/538 - Train Accuracy: 0.972, Validation Accuracy: 0.952, Loss: 0.064 Epoch 24 Batch 473/538 - Train Accuracy: 0.931, Validation Accuracy: 0.945, Loss: 0.070 Epoch 24 Batch 474/538 - Train Accuracy: 0.947, Validation Accuracy: 0.947, Loss: 0.060 Epoch 24 Batch 475/538 - Train Accuracy: 0.950, Validation Accuracy: 0.940, Loss: 0.064 Epoch 24 Batch 476/538 - Train Accuracy: 0.948, Validation Accuracy: 0.936, Loss: 0.060 Epoch 24 Batch 477/538 - Train Accuracy: 0.931, Validation Accuracy: 0.936, Loss: 0.075 Epoch 24 Batch 478/538 - Train Accuracy: 0.945, Validation Accuracy: 0.939, Loss: 0.060 Epoch 24 Batch 479/538 - Train Accuracy: 0.939, Validation Accuracy: 0.940, Loss: 0.061 Epoch 24 Batch 480/538 - Train Accuracy: 0.950, Validation Accuracy: 0.945, Loss: 0.071 Epoch 24 Batch 481/538 - Train Accuracy: 0.950, Validation Accuracy: 0.946, Loss: 0.066 Epoch 24 Batch 482/538 - Train Accuracy: 0.927, Validation Accuracy: 0.946, Loss: 0.066 Epoch 24 Batch 483/538 - Train Accuracy: 0.914, Validation Accuracy: 0.947, Loss: 0.081 Epoch 24 Batch 484/538 - Train Accuracy: 0.942, Validation Accuracy: 0.950, Loss: 0.073 Epoch 24 Batch 485/538 - Train Accuracy: 0.933, Validation Accuracy: 0.946, Loss: 0.067 Epoch 24 Batch 486/538 - Train Accuracy: 0.945, Validation Accuracy: 0.943, Loss: 0.063 Epoch 24 Batch 487/538 - Train Accuracy: 0.952, Validation Accuracy: 0.938, Loss: 0.058 Epoch 24 Batch 488/538 - Train Accuracy: 0.957, Validation Accuracy: 0.936, Loss: 0.052 Epoch 24 Batch 489/538 - Train Accuracy: 0.938, Validation Accuracy: 0.939, Loss: 0.074 Epoch 24 Batch 490/538 - Train Accuracy: 0.938, Validation Accuracy: 0.940, Loss: 0.066 Epoch 24 Batch 491/538 - Train Accuracy: 0.926, Validation Accuracy: 0.940, Loss: 0.069 Epoch 24 Batch 492/538 - Train Accuracy: 0.942, Validation Accuracy: 0.944, Loss: 0.060 Epoch 24 Batch 493/538 - Train Accuracy: 0.937, Validation Accuracy: 0.946, Loss: 0.070 Epoch 24 Batch 494/538 - Train Accuracy: 0.948, Validation Accuracy: 0.945, Loss: 0.075 Epoch 24 Batch 495/538 - Train Accuracy: 0.953, Validation Accuracy: 0.945, Loss: 0.068 Epoch 24 Batch 496/538 - Train Accuracy: 0.947, Validation Accuracy: 0.949, Loss: 0.058 Epoch 24 Batch 497/538 - Train Accuracy: 0.942, Validation Accuracy: 0.949, Loss: 0.060 Epoch 24 Batch 498/538 - Train Accuracy: 0.936, Validation Accuracy: 0.945, Loss: 0.059 Epoch 24 Batch 499/538 - Train Accuracy: 0.930, Validation Accuracy: 0.948, Loss: 0.072 Epoch 24 Batch 500/538 - Train Accuracy: 0.954, Validation Accuracy: 0.951, Loss: 0.049 Epoch 24 Batch 501/538 - Train Accuracy: 0.946, Validation Accuracy: 0.948, Loss: 0.067 Epoch 24 Batch 502/538 - Train Accuracy: 0.933, Validation Accuracy: 0.941, Loss: 0.064 Epoch 24 Batch 503/538 - Train Accuracy: 0.952, Validation Accuracy: 0.941, Loss: 0.057 Epoch 24 Batch 504/538 - Train Accuracy: 0.961, Validation Accuracy: 0.942, Loss: 0.058 Epoch 24 Batch 505/538 - Train Accuracy: 0.951, Validation Accuracy: 0.942, Loss: 0.049 Epoch 24 Batch 506/538 - Train Accuracy: 0.945, Validation Accuracy: 0.940, Loss: 0.058 Epoch 24 Batch 507/538 - Train Accuracy: 0.937, Validation Accuracy: 0.940, Loss: 0.072 Epoch 24 Batch 508/538 - Train Accuracy: 0.936, Validation Accuracy: 0.940, Loss: 0.071 Epoch 24 Batch 509/538 - Train Accuracy: 0.938, Validation Accuracy: 0.944, Loss: 0.067 Epoch 24 Batch 510/538 - Train Accuracy: 0.939, Validation Accuracy: 0.939, Loss: 0.060 Epoch 24 Batch 511/538 - Train Accuracy: 0.935, Validation Accuracy: 0.934, Loss: 0.066 Epoch 24 Batch 512/538 - Train Accuracy: 0.932, Validation Accuracy: 0.938, Loss: 0.068 Epoch 24 Batch 513/538 - Train Accuracy: 0.936, Validation Accuracy: 0.936, Loss: 0.057 Epoch 24 Batch 514/538 - Train Accuracy: 0.954, Validation Accuracy: 0.934, Loss: 0.060 Epoch 24 Batch 515/538 - Train Accuracy: 0.932, Validation Accuracy: 0.934, Loss: 0.065 Epoch 24 Batch 516/538 - Train Accuracy: 0.929, Validation Accuracy: 0.940, Loss: 0.061 Epoch 24 Batch 517/538 - Train Accuracy: 0.944, Validation Accuracy: 0.937, Loss: 0.058 Epoch 24 Batch 518/538 - Train Accuracy: 0.927, Validation Accuracy: 0.935, Loss: 0.075 Epoch 24 Batch 519/538 - Train Accuracy: 0.949, Validation Accuracy: 0.936, Loss: 0.066 Epoch 24 Batch 520/538 - Train Accuracy: 0.946, Validation Accuracy: 0.938, Loss: 0.068 Epoch 24 Batch 521/538 - Train Accuracy: 0.937, Validation Accuracy: 0.939, Loss: 0.075 Epoch 24 Batch 522/538 - Train Accuracy: 0.935, Validation Accuracy: 0.939, Loss: 0.063 Epoch 24 Batch 523/538 - Train Accuracy: 0.927, Validation Accuracy: 0.941, Loss: 0.072 Epoch 24 Batch 524/538 - Train Accuracy: 0.938, Validation Accuracy: 0.939, Loss: 0.062 Epoch 24 Batch 525/538 - Train Accuracy: 0.945, Validation Accuracy: 0.938, Loss: 0.063 Epoch 24 Batch 526/538 - Train Accuracy: 0.939, Validation Accuracy: 0.936, Loss: 0.061 Epoch 24 Batch 527/538 - Train Accuracy: 0.945, Validation Accuracy: 0.939, Loss: 0.062 Epoch 24 Batch 528/538 - Train Accuracy: 0.935, Validation Accuracy: 0.943, Loss: 0.066 Epoch 24 Batch 529/538 - Train Accuracy: 0.913, Validation Accuracy: 0.941, Loss: 0.068 Epoch 24 Batch 530/538 - Train Accuracy: 0.928, Validation Accuracy: 0.944, Loss: 0.075 Epoch 24 Batch 531/538 - Train Accuracy: 0.949, Validation Accuracy: 0.944, Loss: 0.069 Epoch 24 Batch 532/538 - Train Accuracy: 0.934, Validation Accuracy: 0.944, Loss: 0.061 Epoch 24 Batch 533/538 - Train Accuracy: 0.938, Validation Accuracy: 0.941, Loss: 0.064 Epoch 24 Batch 534/538 - Train Accuracy: 0.941, Validation Accuracy: 0.939, Loss: 0.054 Epoch 24 Batch 535/538 - Train Accuracy: 0.933, Validation Accuracy: 0.944, Loss: 0.069 Epoch 24 Batch 536/538 - Train Accuracy: 0.932, Validation Accuracy: 0.944, Loss: 0.080 Epoch 25 Batch 0/538 - Train Accuracy: 0.965, Validation Accuracy: 0.941, Loss: 0.057 Epoch 25 Batch 1/538 - Train Accuracy: 0.950, Validation Accuracy: 0.940, Loss: 0.063 Epoch 25 Batch 2/538 - Train Accuracy: 0.941, Validation Accuracy: 0.942, Loss: 0.075 Epoch 25 Batch 3/538 - Train Accuracy: 0.933, Validation Accuracy: 0.939, Loss: 0.065 Epoch 25 Batch 4/538 - Train Accuracy: 0.946, Validation Accuracy: 0.935, Loss: 0.063 Epoch 25 Batch 5/538 - Train Accuracy: 0.924, Validation Accuracy: 0.935, Loss: 0.069 Epoch 25 Batch 6/538 - Train Accuracy: 0.932, Validation Accuracy: 0.936, Loss: 0.064 Epoch 25 Batch 7/538 - Train Accuracy: 0.953, Validation Accuracy: 0.941, Loss: 0.069 Epoch 25 Batch 8/538 - Train Accuracy: 0.942, Validation Accuracy: 0.941, Loss: 0.057 Epoch 25 Batch 9/538 - Train Accuracy: 0.927, Validation Accuracy: 0.936, Loss: 0.060 Epoch 25 Batch 10/538 - Train Accuracy: 0.935, Validation Accuracy: 0.938, Loss: 0.075 Epoch 25 Batch 11/538 - Train Accuracy: 0.936, Validation Accuracy: 0.938, Loss: 0.062 Epoch 25 Batch 12/538 - Train Accuracy: 0.937, Validation Accuracy: 0.938, Loss: 0.069 Epoch 25 Batch 13/538 - Train Accuracy: 0.960, Validation Accuracy: 0.939, Loss: 0.060 Epoch 25 Batch 14/538 - Train Accuracy: 0.935, Validation Accuracy: 0.939, Loss: 0.063 Epoch 25 Batch 15/538 - Train Accuracy: 0.950, Validation Accuracy: 0.942, Loss: 0.068 Epoch 25 Batch 16/538 - Train Accuracy: 0.931, Validation Accuracy: 0.947, Loss: 0.063 Epoch 25 Batch 17/538 - Train Accuracy: 0.951, Validation Accuracy: 0.943, Loss: 0.061 Epoch 25 Batch 18/538 - Train Accuracy: 0.957, Validation Accuracy: 0.947, Loss: 0.066 Epoch 25 Batch 19/538 - Train Accuracy: 0.933, Validation Accuracy: 0.945, Loss: 0.071 Epoch 25 Batch 20/538 - Train Accuracy: 0.942, Validation Accuracy: 0.944, Loss: 0.066 Epoch 25 Batch 21/538 - Train Accuracy: 0.962, Validation Accuracy: 0.948, Loss: 0.049 Epoch 25 Batch 22/538 - Train Accuracy: 0.937, Validation Accuracy: 0.954, Loss: 0.064 Epoch 25 Batch 23/538 - Train Accuracy: 0.946, Validation Accuracy: 0.941, Loss: 0.079 Epoch 25 Batch 24/538 - Train Accuracy: 0.947, Validation Accuracy: 0.941, Loss: 0.064 Epoch 25 Batch 25/538 - Train Accuracy: 0.938, Validation Accuracy: 0.942, Loss: 0.064 Epoch 25 Batch 26/538 - Train Accuracy: 0.947, Validation Accuracy: 0.942, Loss: 0.070 Epoch 25 Batch 27/538 - Train Accuracy: 0.950, Validation Accuracy: 0.942, Loss: 0.053 Epoch 25 Batch 28/538 - Train Accuracy: 0.933, Validation Accuracy: 0.943, Loss: 0.061 Epoch 25 Batch 29/538 - Train Accuracy: 0.935, Validation Accuracy: 0.938, Loss: 0.055 Epoch 25 Batch 30/538 - Train Accuracy: 0.941, Validation Accuracy: 0.939, Loss: 0.071 Epoch 25 Batch 31/538 - Train Accuracy: 0.956, Validation Accuracy: 0.939, Loss: 0.047 Epoch 25 Batch 32/538 - Train Accuracy: 0.941, Validation Accuracy: 0.944, Loss: 0.055 Epoch 25 Batch 33/538 - Train Accuracy: 0.942, Validation Accuracy: 0.944, Loss: 0.071 Epoch 25 Batch 34/538 - Train Accuracy: 0.938, Validation Accuracy: 0.943, Loss: 0.071 Epoch 25 Batch 35/538 - Train Accuracy: 0.952, Validation Accuracy: 0.943, Loss: 0.055 Epoch 25 Batch 36/538 - Train Accuracy: 0.943, Validation Accuracy: 0.942, Loss: 0.059 Epoch 25 Batch 37/538 - Train Accuracy: 0.940, Validation Accuracy: 0.941, Loss: 0.070 Epoch 25 Batch 38/538 - Train Accuracy: 0.926, Validation Accuracy: 0.938, Loss: 0.061 Epoch 25 Batch 39/538 - Train Accuracy: 0.950, Validation Accuracy: 0.936, Loss: 0.065 Epoch 25 Batch 40/538 - Train Accuracy: 0.944, Validation Accuracy: 0.935, Loss: 0.059 Epoch 25 Batch 41/538 - Train Accuracy: 0.953, Validation Accuracy: 0.940, Loss: 0.056 Epoch 25 Batch 42/538 - Train Accuracy: 0.934, Validation Accuracy: 0.940, Loss: 0.062 Epoch 25 Batch 43/538 - Train Accuracy: 0.927, Validation Accuracy: 0.943, Loss: 0.071 Epoch 25 Batch 44/538 - Train Accuracy: 0.930, Validation Accuracy: 0.943, Loss: 0.064 Epoch 25 Batch 45/538 - Train Accuracy: 0.954, Validation Accuracy: 0.943, Loss: 0.063 Epoch 25 Batch 46/538 - Train Accuracy: 0.949, Validation Accuracy: 0.945, Loss: 0.057 Epoch 25 Batch 47/538 - Train Accuracy: 0.953, Validation Accuracy: 0.943, Loss: 0.072 Epoch 25 Batch 48/538 - Train Accuracy: 0.946, Validation Accuracy: 0.946, Loss: 0.069 Epoch 25 Batch 49/538 - Train Accuracy: 0.937, Validation Accuracy: 0.941, Loss: 0.064 Epoch 25 Batch 50/538 - Train Accuracy: 0.942, Validation Accuracy: 0.941, Loss: 0.057 Epoch 25 Batch 51/538 - Train Accuracy: 0.931, Validation Accuracy: 0.941, Loss: 0.070 Epoch 25 Batch 52/538 - Train Accuracy: 0.944, Validation Accuracy: 0.945, Loss: 0.065 Epoch 25 Batch 53/538 - Train Accuracy: 0.926, Validation Accuracy: 0.941, Loss: 0.064 Epoch 25 Batch 54/538 - Train Accuracy: 0.952, Validation Accuracy: 0.942, Loss: 0.062 Epoch 25 Batch 55/538 - Train Accuracy: 0.922, Validation Accuracy: 0.943, Loss: 0.061 Epoch 25 Batch 56/538 - Train Accuracy: 0.941, Validation Accuracy: 0.942, Loss: 0.067 Epoch 25 Batch 57/538 - Train Accuracy: 0.924, Validation Accuracy: 0.941, Loss: 0.077 Epoch 25 Batch 58/538 - Train Accuracy: 0.930, Validation Accuracy: 0.941, Loss: 0.063 Epoch 25 Batch 59/538 - Train Accuracy: 0.938, Validation Accuracy: 0.944, Loss: 0.066 Epoch 25 Batch 60/538 - Train Accuracy: 0.947, Validation Accuracy: 0.942, Loss: 0.065 Epoch 25 Batch 61/538 - Train Accuracy: 0.939, Validation Accuracy: 0.942, Loss: 0.062 Epoch 25 Batch 62/538 - Train Accuracy: 0.936, Validation Accuracy: 0.941, Loss: 0.068 Epoch 25 Batch 63/538 - Train Accuracy: 0.951, Validation Accuracy: 0.942, Loss: 0.058 Epoch 25 Batch 64/538 - Train Accuracy: 0.930, Validation Accuracy: 0.938, Loss: 0.061 Epoch 25 Batch 65/538 - Train Accuracy: 0.926, Validation Accuracy: 0.944, Loss: 0.066 Epoch 25 Batch 66/538 - Train Accuracy: 0.960, Validation Accuracy: 0.941, Loss: 0.053 Epoch 25 Batch 67/538 - Train Accuracy: 0.953, Validation Accuracy: 0.940, Loss: 0.063 Epoch 25 Batch 68/538 - Train Accuracy: 0.939, Validation Accuracy: 0.945, Loss: 0.052 Epoch 25 Batch 69/538 - Train Accuracy: 0.942, Validation Accuracy: 0.945, Loss: 0.058 Epoch 25 Batch 70/538 - Train Accuracy: 0.942, Validation Accuracy: 0.943, Loss: 0.068 Epoch 25 Batch 71/538 - Train Accuracy: 0.938, Validation Accuracy: 0.940, Loss: 0.072 Epoch 25 Batch 72/538 - Train Accuracy: 0.943, Validation Accuracy: 0.942, Loss: 0.090 Epoch 25 Batch 73/538 - Train Accuracy: 0.933, Validation Accuracy: 0.941, Loss: 0.063 Epoch 25 Batch 74/538 - Train Accuracy: 0.940, Validation Accuracy: 0.941, Loss: 0.061 Epoch 25 Batch 75/538 - Train Accuracy: 0.932, Validation Accuracy: 0.943, Loss: 0.068 Epoch 25 Batch 76/538 - Train Accuracy: 0.945, Validation Accuracy: 0.953, Loss: 0.067 Epoch 25 Batch 77/538 - Train Accuracy: 0.938, Validation Accuracy: 0.949, Loss: 0.059 Epoch 25 Batch 78/538 - Train Accuracy: 0.936, Validation Accuracy: 0.947, Loss: 0.064 Epoch 25 Batch 79/538 - Train Accuracy: 0.943, Validation Accuracy: 0.945, Loss: 0.062 Epoch 25 Batch 80/538 - Train Accuracy: 0.946, Validation Accuracy: 0.950, Loss: 0.070 Epoch 25 Batch 81/538 - Train Accuracy: 0.954, Validation Accuracy: 0.947, Loss: 0.068 Epoch 25 Batch 82/538 - Train Accuracy: 0.935, Validation Accuracy: 0.952, Loss: 0.067 Epoch 25 Batch 83/538 - Train Accuracy: 0.943, Validation Accuracy: 0.948, Loss: 0.061 Epoch 25 Batch 84/538 - Train Accuracy: 0.942, Validation Accuracy: 0.949, Loss: 0.071 Epoch 25 Batch 85/538 - Train Accuracy: 0.948, Validation Accuracy: 0.940, Loss: 0.056 Epoch 25 Batch 86/538 - Train Accuracy: 0.950, Validation Accuracy: 0.944, Loss: 0.058 Epoch 25 Batch 87/538 - Train Accuracy: 0.925, Validation Accuracy: 0.947, Loss: 0.075 Epoch 25 Batch 88/538 - Train Accuracy: 0.953, Validation Accuracy: 0.946, Loss: 0.065 Epoch 25 Batch 89/538 - Train Accuracy: 0.940, Validation Accuracy: 0.948, Loss: 0.059 Epoch 25 Batch 90/538 - Train Accuracy: 0.931, Validation Accuracy: 0.948, Loss: 0.069 Epoch 25 Batch 91/538 - Train Accuracy: 0.948, Validation Accuracy: 0.940, Loss: 0.064 Epoch 25 Batch 92/538 - Train Accuracy: 0.938, Validation Accuracy: 0.942, Loss: 0.067 Epoch 25 Batch 93/538 - Train Accuracy: 0.937, Validation Accuracy: 0.941, Loss: 0.059 Epoch 25 Batch 94/538 - Train Accuracy: 0.949, Validation Accuracy: 0.935, Loss: 0.057 Epoch 25 Batch 95/538 - Train Accuracy: 0.936, Validation Accuracy: 0.933, Loss: 0.064 Epoch 25 Batch 96/538 - Train Accuracy: 0.952, Validation Accuracy: 0.935, Loss: 0.057 Epoch 25 Batch 97/538 - Train Accuracy: 0.934, Validation Accuracy: 0.936, Loss: 0.058 Epoch 25 Batch 98/538 - Train Accuracy: 0.942, Validation Accuracy: 0.940, Loss: 0.070 Epoch 25 Batch 99/538 - Train Accuracy: 0.945, Validation Accuracy: 0.942, Loss: 0.062 Epoch 25 Batch 100/538 - Train Accuracy: 0.943, Validation Accuracy: 0.947, Loss: 0.055 Epoch 25 Batch 101/538 - Train Accuracy: 0.931, Validation Accuracy: 0.939, Loss: 0.074 Epoch 25 Batch 102/538 - Train Accuracy: 0.931, Validation Accuracy: 0.941, Loss: 0.070 Epoch 25 Batch 103/538 - Train Accuracy: 0.933, Validation Accuracy: 0.943, Loss: 0.062 Epoch 25 Batch 104/538 - Train Accuracy: 0.941, Validation Accuracy: 0.943, Loss: 0.063 Epoch 25 Batch 105/538 - Train Accuracy: 0.948, Validation Accuracy: 0.944, Loss: 0.057 Epoch 25 Batch 106/538 - Train Accuracy: 0.928, Validation Accuracy: 0.930, Loss: 0.058 Epoch 25 Batch 107/538 - Train Accuracy: 0.921, Validation Accuracy: 0.930, Loss: 0.069 Epoch 25 Batch 108/538 - Train Accuracy: 0.947, Validation Accuracy: 0.932, Loss: 0.064 Epoch 25 Batch 109/538 - Train Accuracy: 0.957, Validation Accuracy: 0.934, Loss: 0.049 Epoch 25 Batch 110/538 - Train Accuracy: 0.946, Validation Accuracy: 0.942, Loss: 0.061 Epoch 25 Batch 111/538 - Train Accuracy: 0.948, Validation Accuracy: 0.946, Loss: 0.061 Epoch 25 Batch 112/538 - Train Accuracy: 0.929, Validation Accuracy: 0.947, Loss: 0.066 Epoch 25 Batch 113/538 - Train Accuracy: 0.923, Validation Accuracy: 0.947, Loss: 0.065 Epoch 25 Batch 114/538 - Train Accuracy: 0.943, Validation Accuracy: 0.945, Loss: 0.059 Epoch 25 Batch 115/538 - Train Accuracy: 0.953, Validation Accuracy: 0.944, Loss: 0.066 Epoch 25 Batch 116/538 - Train Accuracy: 0.930, Validation Accuracy: 0.944, Loss: 0.082 Epoch 25 Batch 117/538 - Train Accuracy: 0.948, Validation Accuracy: 0.941, Loss: 0.063 Epoch 25 Batch 118/538 - Train Accuracy: 0.951, Validation Accuracy: 0.942, Loss: 0.052 Epoch 25 Batch 119/538 - Train Accuracy: 0.961, Validation Accuracy: 0.944, Loss: 0.053 Epoch 25 Batch 120/538 - Train Accuracy: 0.948, Validation Accuracy: 0.942, Loss: 0.054 Epoch 25 Batch 121/538 - Train Accuracy: 0.947, Validation Accuracy: 0.946, Loss: 0.051 Epoch 25 Batch 122/538 - Train Accuracy: 0.939, Validation Accuracy: 0.944, Loss: 0.061 Epoch 25 Batch 123/538 - Train Accuracy: 0.940, Validation Accuracy: 0.942, Loss: 0.060 Epoch 25 Batch 124/538 - Train Accuracy: 0.936, Validation Accuracy: 0.943, Loss: 0.061 Epoch 25 Batch 125/538 - Train Accuracy: 0.933, Validation Accuracy: 0.939, Loss: 0.067 Epoch 25 Batch 126/538 - Train Accuracy: 0.926, Validation Accuracy: 0.941, Loss: 0.065 Epoch 25 Batch 127/538 - Train Accuracy: 0.928, Validation Accuracy: 0.942, Loss: 0.069 Epoch 25 Batch 128/538 - Train Accuracy: 0.953, Validation Accuracy: 0.941, Loss: 0.058 Epoch 25 Batch 129/538 - Train Accuracy: 0.944, Validation Accuracy: 0.941, Loss: 0.051 Epoch 25 Batch 130/538 - Train Accuracy: 0.933, Validation Accuracy: 0.939, Loss: 0.055 Epoch 25 Batch 131/538 - Train Accuracy: 0.960, Validation Accuracy: 0.941, Loss: 0.056 Epoch 25 Batch 132/538 - Train Accuracy: 0.928, Validation Accuracy: 0.942, Loss: 0.057 Epoch 25 Batch 133/538 - Train Accuracy: 0.930, Validation Accuracy: 0.945, Loss: 0.063 Epoch 25 Batch 134/538 - Train Accuracy: 0.928, Validation Accuracy: 0.947, Loss: 0.072 Epoch 25 Batch 135/538 - Train Accuracy: 0.940, Validation Accuracy: 0.943, Loss: 0.076 Epoch 25 Batch 136/538 - Train Accuracy: 0.936, Validation Accuracy: 0.939, Loss: 0.060 Epoch 25 Batch 137/538 - Train Accuracy: 0.939, Validation Accuracy: 0.939, Loss: 0.080 Epoch 25 Batch 138/538 - Train Accuracy: 0.931, Validation Accuracy: 0.938, Loss: 0.068 Epoch 25 Batch 139/538 - Train Accuracy: 0.937, Validation Accuracy: 0.934, Loss: 0.075 Epoch 25 Batch 140/538 - Train Accuracy: 0.916, Validation Accuracy: 0.934, Loss: 0.078 Epoch 25 Batch 141/538 - Train Accuracy: 0.953, Validation Accuracy: 0.938, Loss: 0.066 Epoch 25 Batch 142/538 - Train Accuracy: 0.952, Validation Accuracy: 0.944, Loss: 0.060 Epoch 25 Batch 143/538 - Train Accuracy: 0.946, Validation Accuracy: 0.941, Loss: 0.070 Epoch 25 Batch 144/538 - Train Accuracy: 0.945, Validation Accuracy: 0.936, Loss: 0.071 Epoch 25 Batch 145/538 - Train Accuracy: 0.930, Validation Accuracy: 0.939, Loss: 0.073 Epoch 25 Batch 146/538 - Train Accuracy: 0.939, Validation Accuracy: 0.934, Loss: 0.061 Epoch 25 Batch 147/538 - Train Accuracy: 0.939, Validation Accuracy: 0.928, Loss: 0.067 Epoch 25 Batch 148/538 - Train Accuracy: 0.926, Validation Accuracy: 0.928, Loss: 0.071 Epoch 25 Batch 149/538 - Train Accuracy: 0.950, Validation Accuracy: 0.930, Loss: 0.062 Epoch 25 Batch 150/538 - Train Accuracy: 0.959, Validation Accuracy: 0.934, Loss: 0.059 Epoch 25 Batch 151/538 - Train Accuracy: 0.945, Validation Accuracy: 0.934, Loss: 0.066 Epoch 25 Batch 152/538 - Train Accuracy: 0.938, Validation Accuracy: 0.933, Loss: 0.064 Epoch 25 Batch 153/538 - Train Accuracy: 0.924, Validation Accuracy: 0.935, Loss: 0.063 Epoch 25 Batch 154/538 - Train Accuracy: 0.945, Validation Accuracy: 0.931, Loss: 0.052 Epoch 25 Batch 155/538 - Train Accuracy: 0.927, Validation Accuracy: 0.936, Loss: 0.077 Epoch 25 Batch 156/538 - Train Accuracy: 0.944, Validation Accuracy: 0.933, Loss: 0.066 Epoch 25 Batch 157/538 - Train Accuracy: 0.942, Validation Accuracy: 0.933, Loss: 0.063 Epoch 25 Batch 158/538 - Train Accuracy: 0.944, Validation Accuracy: 0.932, Loss: 0.060 Epoch 25 Batch 159/538 - Train Accuracy: 0.939, Validation Accuracy: 0.928, Loss: 0.071 Epoch 25 Batch 160/538 - Train Accuracy: 0.914, Validation Accuracy: 0.933, Loss: 0.064 Epoch 25 Batch 161/538 - Train Accuracy: 0.957, Validation Accuracy: 0.930, Loss: 0.063 Epoch 25 Batch 162/538 - Train Accuracy: 0.955, Validation Accuracy: 0.936, Loss: 0.063 Epoch 25 Batch 163/538 - Train Accuracy: 0.939, Validation Accuracy: 0.934, Loss: 0.072 Epoch 25 Batch 164/538 - Train Accuracy: 0.917, Validation Accuracy: 0.935, Loss: 0.070 Epoch 25 Batch 165/538 - Train Accuracy: 0.947, Validation Accuracy: 0.935, Loss: 0.061 Epoch 25 Batch 166/538 - Train Accuracy: 0.964, Validation Accuracy: 0.936, Loss: 0.062 Epoch 25 Batch 167/538 - Train Accuracy: 0.944, Validation Accuracy: 0.936, Loss: 0.087 Epoch 25 Batch 168/538 - Train Accuracy: 0.904, Validation Accuracy: 0.938, Loss: 0.076 Epoch 25 Batch 169/538 - Train Accuracy: 0.955, Validation Accuracy: 0.941, Loss: 0.060 Epoch 25 Batch 170/538 - Train Accuracy: 0.942, Validation Accuracy: 0.943, Loss: 0.063 Epoch 25 Batch 171/538 - Train Accuracy: 0.930, Validation Accuracy: 0.943, Loss: 0.070 Epoch 25 Batch 172/538 - Train Accuracy: 0.939, Validation Accuracy: 0.941, Loss: 0.062 Epoch 25 Batch 173/538 - Train Accuracy: 0.955, Validation Accuracy: 0.936, Loss: 0.056 Epoch 25 Batch 174/538 - Train Accuracy: 0.926, Validation Accuracy: 0.933, Loss: 0.060 Epoch 25 Batch 175/538 - Train Accuracy: 0.944, Validation Accuracy: 0.931, Loss: 0.056 Epoch 25 Batch 176/538 - Train Accuracy: 0.930, Validation Accuracy: 0.929, Loss: 0.072 Epoch 25 Batch 177/538 - Train Accuracy: 0.952, Validation Accuracy: 0.931, Loss: 0.060 Epoch 25 Batch 178/538 - Train Accuracy: 0.923, Validation Accuracy: 0.935, Loss: 0.064 Epoch 25 Batch 179/538 - Train Accuracy: 0.952, Validation Accuracy: 0.941, Loss: 0.058 Epoch 25 Batch 180/538 - Train Accuracy: 0.951, Validation Accuracy: 0.944, Loss: 0.059 Epoch 25 Batch 181/538 - Train Accuracy: 0.931, Validation Accuracy: 0.939, Loss: 0.083 Epoch 25 Batch 182/538 - Train Accuracy: 0.948, Validation Accuracy: 0.939, Loss: 0.053 Epoch 25 Batch 183/538 - Train Accuracy: 0.951, Validation Accuracy: 0.937, Loss: 0.052 Epoch 25 Batch 184/538 - Train Accuracy: 0.947, Validation Accuracy: 0.934, Loss: 0.057 Epoch 25 Batch 185/538 - Train Accuracy: 0.962, Validation Accuracy: 0.934, Loss: 0.053 Epoch 25 Batch 186/538 - Train Accuracy: 0.945, Validation Accuracy: 0.938, Loss: 0.059 Epoch 25 Batch 187/538 - Train Accuracy: 0.946, Validation Accuracy: 0.934, Loss: 0.066 Epoch 25 Batch 188/538 - Train Accuracy: 0.936, Validation Accuracy: 0.937, Loss: 0.062 Epoch 25 Batch 189/538 - Train Accuracy: 0.934, Validation Accuracy: 0.935, Loss: 0.062 Epoch 25 Batch 190/538 - Train Accuracy: 0.912, Validation Accuracy: 0.938, Loss: 0.091 Epoch 25 Batch 191/538 - Train Accuracy: 0.945, Validation Accuracy: 0.945, Loss: 0.058 Epoch 25 Batch 192/538 - Train Accuracy: 0.943, Validation Accuracy: 0.938, Loss: 0.060 Epoch 25 Batch 193/538 - Train Accuracy: 0.943, Validation Accuracy: 0.933, Loss: 0.060 Epoch 25 Batch 194/538 - Train Accuracy: 0.921, Validation Accuracy: 0.928, Loss: 0.075 Epoch 25 Batch 195/538 - Train Accuracy: 0.957, Validation Accuracy: 0.928, Loss: 0.067 Epoch 25 Batch 196/538 - Train Accuracy: 0.933, Validation Accuracy: 0.931, Loss: 0.066 Epoch 25 Batch 197/538 - Train Accuracy: 0.943, Validation Accuracy: 0.934, Loss: 0.058 Epoch 25 Batch 198/538 - Train Accuracy: 0.950, Validation Accuracy: 0.936, Loss: 0.067 Epoch 25 Batch 199/538 - Train Accuracy: 0.929, Validation Accuracy: 0.934, Loss: 0.065 Epoch 25 Batch 200/538 - Train Accuracy: 0.957, Validation Accuracy: 0.936, Loss: 0.054 Epoch 25 Batch 201/538 - Train Accuracy: 0.948, Validation Accuracy: 0.936, Loss: 0.079 Epoch 25 Batch 202/538 - Train Accuracy: 0.949, Validation Accuracy: 0.936, Loss: 0.066 Epoch 25 Batch 203/538 - Train Accuracy: 0.944, Validation Accuracy: 0.936, Loss: 0.076 Epoch 25 Batch 204/538 - Train Accuracy: 0.937, Validation Accuracy: 0.932, Loss: 0.076 Epoch 25 Batch 205/538 - Train Accuracy: 0.943, Validation Accuracy: 0.932, Loss: 0.061 Epoch 25 Batch 206/538 - Train Accuracy: 0.936, Validation Accuracy: 0.926, Loss: 0.061 Epoch 25 Batch 207/538 - Train Accuracy: 0.950, Validation Accuracy: 0.926, Loss: 0.068 Epoch 25 Batch 208/538 - Train Accuracy: 0.943, Validation Accuracy: 0.931, Loss: 0.075 Epoch 25 Batch 209/538 - Train Accuracy: 0.962, Validation Accuracy: 0.931, Loss: 0.059 Epoch 25 Batch 210/538 - Train Accuracy: 0.930, Validation Accuracy: 0.934, Loss: 0.070 Epoch 25 Batch 211/538 - Train Accuracy: 0.935, Validation Accuracy: 0.937, Loss: 0.076 Epoch 25 Batch 212/538 - Train Accuracy: 0.943, Validation Accuracy: 0.939, Loss: 0.060 Epoch 25 Batch 213/538 - Train Accuracy: 0.951, Validation Accuracy: 0.941, Loss: 0.057 Epoch 25 Batch 214/538 - Train Accuracy: 0.948, Validation Accuracy: 0.930, Loss: 0.055 Epoch 25 Batch 215/538 - Train Accuracy: 0.934, Validation Accuracy: 0.917, Loss: 0.058 Epoch 25 Batch 216/538 - Train Accuracy: 0.925, Validation Accuracy: 0.914, Loss: 0.076 Epoch 25 Batch 217/538 - Train Accuracy: 0.941, Validation Accuracy: 0.922, Loss: 0.074 Epoch 25 Batch 218/538 - Train Accuracy: 0.947, Validation Accuracy: 0.928, Loss: 0.067 Epoch 25 Batch 219/538 - Train Accuracy: 0.927, Validation Accuracy: 0.932, Loss: 0.081 Epoch 25 Batch 220/538 - Train Accuracy: 0.931, Validation Accuracy: 0.932, Loss: 0.070 Epoch 25 Batch 221/538 - Train Accuracy: 0.944, Validation Accuracy: 0.934, Loss: 0.065 Epoch 25 Batch 222/538 - Train Accuracy: 0.922, Validation Accuracy: 0.932, Loss: 0.062 Epoch 25 Batch 223/538 - Train Accuracy: 0.945, Validation Accuracy: 0.931, Loss: 0.067 Epoch 25 Batch 224/538 - Train Accuracy: 0.920, Validation Accuracy: 0.931, Loss: 0.071 Epoch 25 Batch 225/538 - Train Accuracy: 0.945, Validation Accuracy: 0.931, Loss: 0.069 Epoch 25 Batch 226/538 - Train Accuracy: 0.949, Validation Accuracy: 0.929, Loss: 0.064 Epoch 25 Batch 227/538 - Train Accuracy: 0.935, Validation Accuracy: 0.929, Loss: 0.068 Epoch 25 Batch 228/538 - Train Accuracy: 0.928, Validation Accuracy: 0.924, Loss: 0.070 Epoch 25 Batch 229/538 - Train Accuracy: 0.936, Validation Accuracy: 0.925, Loss: 0.069 Epoch 25 Batch 230/538 - Train Accuracy: 0.927, Validation Accuracy: 0.925, Loss: 0.066 Epoch 25 Batch 231/538 - Train Accuracy: 0.941, Validation Accuracy: 0.920, Loss: 0.069 Epoch 25 Batch 232/538 - Train Accuracy: 0.943, Validation Accuracy: 0.923, Loss: 0.076 Epoch 25 Batch 233/538 - Train Accuracy: 0.938, Validation Accuracy: 0.932, Loss: 0.069 Epoch 25 Batch 234/538 - Train Accuracy: 0.943, Validation Accuracy: 0.929, Loss: 0.068 Epoch 25 Batch 235/538 - Train Accuracy: 0.937, Validation Accuracy: 0.926, Loss: 0.055 Epoch 25 Batch 236/538 - Train Accuracy: 0.944, Validation Accuracy: 0.926, Loss: 0.063 Epoch 25 Batch 237/538 - Train Accuracy: 0.939, Validation Accuracy: 0.927, Loss: 0.052 Epoch 25 Batch 238/538 - Train Accuracy: 0.952, Validation Accuracy: 0.926, Loss: 0.064 Epoch 25 Batch 239/538 - Train Accuracy: 0.933, Validation Accuracy: 0.931, Loss: 0.067 Epoch 25 Batch 240/538 - Train Accuracy: 0.927, Validation Accuracy: 0.930, Loss: 0.067 Epoch 25 Batch 241/538 - Train Accuracy: 0.923, Validation Accuracy: 0.932, Loss: 0.072 Epoch 25 Batch 242/538 - Train Accuracy: 0.944, Validation Accuracy: 0.936, Loss: 0.062 Epoch 25 Batch 243/538 - Train Accuracy: 0.948, Validation Accuracy: 0.931, Loss: 0.061 Epoch 25 Batch 244/538 - Train Accuracy: 0.932, Validation Accuracy: 0.928, Loss: 0.062 Epoch 25 Batch 245/538 - Train Accuracy: 0.943, Validation Accuracy: 0.924, Loss: 0.079 Epoch 25 Batch 246/538 - Train Accuracy: 0.943, Validation Accuracy: 0.924, Loss: 0.056 Epoch 25 Batch 247/538 - Train Accuracy: 0.937, Validation Accuracy: 0.926, Loss: 0.068 Epoch 25 Batch 248/538 - Train Accuracy: 0.946, Validation Accuracy: 0.928, Loss: 0.061 Epoch 25 Batch 249/538 - Train Accuracy: 0.945, Validation Accuracy: 0.932, Loss: 0.054 Epoch 25 Batch 250/538 - Train Accuracy: 0.940, Validation Accuracy: 0.932, Loss: 0.063 Epoch 25 Batch 251/538 - Train Accuracy: 0.944, Validation Accuracy: 0.933, Loss: 0.060 Epoch 25 Batch 252/538 - Train Accuracy: 0.951, Validation Accuracy: 0.940, Loss: 0.062 Epoch 25 Batch 253/538 - Train Accuracy: 0.933, Validation Accuracy: 0.943, Loss: 0.059 Epoch 25 Batch 254/538 - Train Accuracy: 0.938, Validation Accuracy: 0.934, Loss: 0.073 Epoch 25 Batch 255/538 - Train Accuracy: 0.963, Validation Accuracy: 0.935, Loss: 0.052 Epoch 25 Batch 256/538 - Train Accuracy: 0.918, Validation Accuracy: 0.929, Loss: 0.066 Epoch 25 Batch 257/538 - Train Accuracy: 0.943, Validation Accuracy: 0.926, Loss: 0.063 Epoch 25 Batch 258/538 - Train Accuracy: 0.946, Validation Accuracy: 0.925, Loss: 0.065 Epoch 25 Batch 259/538 - Train Accuracy: 0.955, Validation Accuracy: 0.930, Loss: 0.056 Epoch 25 Batch 260/538 - Train Accuracy: 0.914, Validation Accuracy: 0.926, Loss: 0.065 Epoch 25 Batch 261/538 - Train Accuracy: 0.935, Validation Accuracy: 0.936, Loss: 0.066 Epoch 25 Batch 262/538 - Train Accuracy: 0.946, Validation Accuracy: 0.942, Loss: 0.058 Epoch 25 Batch 263/538 - Train Accuracy: 0.941, Validation Accuracy: 0.944, Loss: 0.053 Epoch 25 Batch 264/538 - Train Accuracy: 0.939, Validation Accuracy: 0.944, Loss: 0.065 Epoch 25 Batch 265/538 - Train Accuracy: 0.924, Validation Accuracy: 0.945, Loss: 0.068 Epoch 25 Batch 266/538 - Train Accuracy: 0.938, Validation Accuracy: 0.945, Loss: 0.065 Epoch 25 Batch 267/538 - Train Accuracy: 0.945, Validation Accuracy: 0.945, Loss: 0.062 Epoch 25 Batch 268/538 - Train Accuracy: 0.952, Validation Accuracy: 0.944, Loss: 0.050 Epoch 25 Batch 269/538 - Train Accuracy: 0.938, Validation Accuracy: 0.941, Loss: 0.065 Epoch 25 Batch 270/538 - Train Accuracy: 0.945, Validation Accuracy: 0.943, Loss: 0.062 Epoch 25 Batch 271/538 - Train Accuracy: 0.948, Validation Accuracy: 0.947, Loss: 0.054 Epoch 25 Batch 272/538 - Train Accuracy: 0.929, Validation Accuracy: 0.947, Loss: 0.068 Epoch 25 Batch 273/538 - Train Accuracy: 0.936, Validation Accuracy: 0.947, Loss: 0.064 Epoch 25 Batch 274/538 - Train Accuracy: 0.903, Validation Accuracy: 0.952, Loss: 0.070 Epoch 25 Batch 275/538 - Train Accuracy: 0.936, Validation Accuracy: 0.946, Loss: 0.072 Epoch 25 Batch 276/538 - Train Accuracy: 0.932, Validation Accuracy: 0.944, Loss: 0.069 Epoch 25 Batch 277/538 - Train Accuracy: 0.931, Validation Accuracy: 0.942, Loss: 0.057 Epoch 25 Batch 278/538 - Train Accuracy: 0.941, Validation Accuracy: 0.936, Loss: 0.057 Epoch 25 Batch 279/538 - Train Accuracy: 0.933, Validation Accuracy: 0.934, Loss: 0.062 Epoch 25 Batch 280/538 - Train Accuracy: 0.949, Validation Accuracy: 0.941, Loss: 0.064 Epoch 25 Batch 281/538 - Train Accuracy: 0.932, Validation Accuracy: 0.939, Loss: 0.065 Epoch 25 Batch 282/538 - Train Accuracy: 0.926, Validation Accuracy: 0.943, Loss: 0.072 Epoch 25 Batch 283/538 - Train Accuracy: 0.954, Validation Accuracy: 0.945, Loss: 0.066 Epoch 25 Batch 284/538 - Train Accuracy: 0.938, Validation Accuracy: 0.945, Loss: 0.072 Epoch 25 Batch 285/538 - Train Accuracy: 0.939, Validation Accuracy: 0.943, Loss: 0.055 Epoch 25 Batch 286/538 - Train Accuracy: 0.939, Validation Accuracy: 0.937, Loss: 0.066 Epoch 25 Batch 287/538 - Train Accuracy: 0.951, Validation Accuracy: 0.936, Loss: 0.055 Epoch 25 Batch 288/538 - Train Accuracy: 0.946, Validation Accuracy: 0.937, Loss: 0.065 Epoch 25 Batch 289/538 - Train Accuracy: 0.950, Validation Accuracy: 0.939, Loss: 0.056 Epoch 25 Batch 290/538 - Train Accuracy: 0.957, Validation Accuracy: 0.940, Loss: 0.052 Epoch 25 Batch 291/538 - Train Accuracy: 0.943, Validation Accuracy: 0.944, Loss: 0.070 Epoch 25 Batch 292/538 - Train Accuracy: 0.955, Validation Accuracy: 0.940, Loss: 0.052 Epoch 25 Batch 293/538 - Train Accuracy: 0.930, Validation Accuracy: 0.942, Loss: 0.067 Epoch 25 Batch 294/538 - Train Accuracy: 0.950, Validation Accuracy: 0.947, Loss: 0.065 Epoch 25 Batch 295/538 - Train Accuracy: 0.948, Validation Accuracy: 0.948, Loss: 0.063 Epoch 25 Batch 296/538 - Train Accuracy: 0.938, Validation Accuracy: 0.935, Loss: 0.078 Epoch 25 Batch 297/538 - Train Accuracy: 0.957, Validation Accuracy: 0.930, Loss: 0.063 Epoch 25 Batch 298/538 - Train Accuracy: 0.927, Validation Accuracy: 0.931, Loss: 0.062 Epoch 25 Batch 299/538 - Train Accuracy: 0.926, Validation Accuracy: 0.930, Loss: 0.082 Epoch 25 Batch 300/538 - Train Accuracy: 0.936, Validation Accuracy: 0.932, Loss: 0.066 Epoch 25 Batch 301/538 - Train Accuracy: 0.938, Validation Accuracy: 0.934, Loss: 0.068 Epoch 25 Batch 302/538 - Train Accuracy: 0.952, Validation Accuracy: 0.939, Loss: 0.066 Epoch 25 Batch 303/538 - Train Accuracy: 0.963, Validation Accuracy: 0.941, Loss: 0.062 Epoch 25 Batch 304/538 - Train Accuracy: 0.942, Validation Accuracy: 0.941, Loss: 0.072 Epoch 25 Batch 305/538 - Train Accuracy: 0.946, Validation Accuracy: 0.939, Loss: 0.062 Epoch 25 Batch 306/538 - Train Accuracy: 0.947, Validation Accuracy: 0.935, Loss: 0.065 Epoch 25 Batch 307/538 - Train Accuracy: 0.949, Validation Accuracy: 0.936, Loss: 0.062 Epoch 25 Batch 308/538 - Train Accuracy: 0.938, Validation Accuracy: 0.939, Loss: 0.062 Epoch 25 Batch 309/538 - Train Accuracy: 0.945, Validation Accuracy: 0.942, Loss: 0.055 Epoch 25 Batch 310/538 - Train Accuracy: 0.949, Validation Accuracy: 0.940, Loss: 0.070 Epoch 25 Batch 311/538 - Train Accuracy: 0.933, Validation Accuracy: 0.938, Loss: 0.067 Epoch 25 Batch 312/538 - Train Accuracy: 0.947, Validation Accuracy: 0.937, Loss: 0.057 Epoch 25 Batch 313/538 - Train Accuracy: 0.932, Validation Accuracy: 0.937, Loss: 0.061 Epoch 25 Batch 314/538 - Train Accuracy: 0.952, Validation Accuracy: 0.939, Loss: 0.069 Epoch 25 Batch 315/538 - Train Accuracy: 0.937, Validation Accuracy: 0.939, Loss: 0.060 Epoch 25 Batch 316/538 - Train Accuracy: 0.926, Validation Accuracy: 0.939, Loss: 0.056 Epoch 25 Batch 317/538 - Train Accuracy: 0.946, Validation Accuracy: 0.939, Loss: 0.072 Epoch 25 Batch 318/538 - Train Accuracy: 0.926, Validation Accuracy: 0.941, Loss: 0.061 Epoch 25 Batch 319/538 - Train Accuracy: 0.934, Validation Accuracy: 0.939, Loss: 0.072 Epoch 25 Batch 320/538 - Train Accuracy: 0.931, Validation Accuracy: 0.939, Loss: 0.063 Epoch 25 Batch 321/538 - Train Accuracy: 0.946, Validation Accuracy: 0.939, Loss: 0.051 Epoch 25 Batch 322/538 - Train Accuracy: 0.943, Validation Accuracy: 0.935, Loss: 0.064 Epoch 25 Batch 323/538 - Train Accuracy: 0.950, Validation Accuracy: 0.935, Loss: 0.051 Epoch 25 Batch 324/538 - Train Accuracy: 0.954, Validation Accuracy: 0.928, Loss: 0.063 Epoch 25 Batch 325/538 - Train Accuracy: 0.944, Validation Accuracy: 0.931, Loss: 0.053 Epoch 25 Batch 326/538 - Train Accuracy: 0.943, Validation Accuracy: 0.933, Loss: 0.061 Epoch 25 Batch 327/538 - Train Accuracy: 0.939, Validation Accuracy: 0.931, Loss: 0.072 Epoch 25 Batch 328/538 - Train Accuracy: 0.958, Validation Accuracy: 0.937, Loss: 0.059 Epoch 25 Batch 329/538 - Train Accuracy: 0.943, Validation Accuracy: 0.939, Loss: 0.065 Epoch 25 Batch 330/538 - Train Accuracy: 0.952, Validation Accuracy: 0.939, Loss: 0.049 Epoch 25 Batch 331/538 - Train Accuracy: 0.949, Validation Accuracy: 0.945, Loss: 0.066 Epoch 25 Batch 332/538 - Train Accuracy: 0.936, Validation Accuracy: 0.943, Loss: 0.064 Epoch 25 Batch 333/538 - Train Accuracy: 0.946, Validation Accuracy: 0.945, Loss: 0.067 Epoch 25 Batch 334/538 - Train Accuracy: 0.952, Validation Accuracy: 0.946, Loss: 0.059 Epoch 25 Batch 335/538 - Train Accuracy: 0.951, Validation Accuracy: 0.949, Loss: 0.057 Epoch 25 Batch 336/538 - Train Accuracy: 0.942, Validation Accuracy: 0.951, Loss: 0.062 Epoch 25 Batch 337/538 - Train Accuracy: 0.932, Validation Accuracy: 0.951, Loss: 0.066 Epoch 25 Batch 338/538 - Train Accuracy: 0.949, Validation Accuracy: 0.954, Loss: 0.066 Epoch 25 Batch 339/538 - Train Accuracy: 0.939, Validation Accuracy: 0.952, Loss: 0.066 Epoch 25 Batch 340/538 - Train Accuracy: 0.927, Validation Accuracy: 0.949, Loss: 0.068 Epoch 25 Batch 341/538 - Train Accuracy: 0.947, Validation Accuracy: 0.948, Loss: 0.051 Epoch 25 Batch 342/538 - Train Accuracy: 0.933, Validation Accuracy: 0.939, Loss: 0.063 Epoch 25 Batch 343/538 - Train Accuracy: 0.953, Validation Accuracy: 0.934, Loss: 0.061 Epoch 25 Batch 344/538 - Train Accuracy: 0.951, Validation Accuracy: 0.932, Loss: 0.060 Epoch 25 Batch 345/538 - Train Accuracy: 0.955, Validation Accuracy: 0.932, Loss: 0.060 Epoch 25 Batch 346/538 - Train Accuracy: 0.935, Validation Accuracy: 0.932, Loss: 0.072 Epoch 25 Batch 347/538 - Train Accuracy: 0.946, Validation Accuracy: 0.940, Loss: 0.058 Epoch 25 Batch 348/538 - Train Accuracy: 0.939, Validation Accuracy: 0.946, Loss: 0.056 Epoch 25 Batch 349/538 - Train Accuracy: 0.947, Validation Accuracy: 0.942, Loss: 0.055 Epoch 25 Batch 350/538 - Train Accuracy: 0.941, Validation Accuracy: 0.944, Loss: 0.061 Epoch 25 Batch 351/538 - Train Accuracy: 0.929, Validation Accuracy: 0.946, Loss: 0.077 Epoch 25 Batch 352/538 - Train Accuracy: 0.930, Validation Accuracy: 0.950, Loss: 0.081 Epoch 25 Batch 353/538 - Train Accuracy: 0.932, Validation Accuracy: 0.946, Loss: 0.074 Epoch 25 Batch 354/538 - Train Accuracy: 0.927, Validation Accuracy: 0.941, Loss: 0.061 Epoch 25 Batch 355/538 - Train Accuracy: 0.938, Validation Accuracy: 0.944, Loss: 0.068 Epoch 25 Batch 356/538 - Train Accuracy: 0.953, Validation Accuracy: 0.943, Loss: 0.058 Epoch 25 Batch 357/538 - Train Accuracy: 0.939, Validation Accuracy: 0.943, Loss: 0.062 Epoch 25 Batch 358/538 - Train Accuracy: 0.952, Validation Accuracy: 0.947, Loss: 0.059 Epoch 25 Batch 359/538 - Train Accuracy: 0.921, Validation Accuracy: 0.947, Loss: 0.066 Epoch 25 Batch 360/538 - Train Accuracy: 0.934, Validation Accuracy: 0.951, Loss: 0.054 Epoch 25 Batch 361/538 - Train Accuracy: 0.945, Validation Accuracy: 0.952, Loss: 0.060 Epoch 25 Batch 362/538 - Train Accuracy: 0.948, Validation Accuracy: 0.949, Loss: 0.054 Epoch 25 Batch 363/538 - Train Accuracy: 0.935, Validation Accuracy: 0.952, Loss: 0.060 Epoch 25 Batch 364/538 - Train Accuracy: 0.933, Validation Accuracy: 0.949, Loss: 0.076 Epoch 25 Batch 365/538 - Train Accuracy: 0.938, Validation Accuracy: 0.947, Loss: 0.060 Epoch 25 Batch 366/538 - Train Accuracy: 0.947, Validation Accuracy: 0.949, Loss: 0.062 Epoch 25 Batch 367/538 - Train Accuracy: 0.950, Validation Accuracy: 0.946, Loss: 0.059 Epoch 25 Batch 368/538 - Train Accuracy: 0.947, Validation Accuracy: 0.944, Loss: 0.054 Epoch 25 Batch 369/538 - Train Accuracy: 0.937, Validation Accuracy: 0.940, Loss: 0.057 Epoch 25 Batch 370/538 - Train Accuracy: 0.930, Validation Accuracy: 0.938, Loss: 0.059 Epoch 25 Batch 371/538 - Train Accuracy: 0.949, Validation Accuracy: 0.940, Loss: 0.067 Epoch 25 Batch 372/538 - Train Accuracy: 0.955, Validation Accuracy: 0.938, Loss: 0.055 Epoch 25 Batch 373/538 - Train Accuracy: 0.939, Validation Accuracy: 0.938, Loss: 0.054 Epoch 25 Batch 374/538 - Train Accuracy: 0.941, Validation Accuracy: 0.938, Loss: 0.061 Epoch 25 Batch 375/538 - Train Accuracy: 0.945, Validation Accuracy: 0.940, Loss: 0.061 Epoch 25 Batch 376/538 - Train Accuracy: 0.939, Validation Accuracy: 0.938, Loss: 0.066 Epoch 25 Batch 377/538 - Train Accuracy: 0.954, Validation Accuracy: 0.936, Loss: 0.064 Epoch 25 Batch 378/538 - Train Accuracy: 0.935, Validation Accuracy: 0.937, Loss: 0.054 Epoch 25 Batch 379/538 - Train Accuracy: 0.943, Validation Accuracy: 0.937, Loss: 0.058 Epoch 25 Batch 380/538 - Train Accuracy: 0.945, Validation Accuracy: 0.938, Loss: 0.052 Epoch 25 Batch 381/538 - Train Accuracy: 0.953, Validation Accuracy: 0.936, Loss: 0.058 Epoch 25 Batch 382/538 - Train Accuracy: 0.934, Validation Accuracy: 0.938, Loss: 0.063 Epoch 25 Batch 383/538 - Train Accuracy: 0.940, Validation Accuracy: 0.940, Loss: 0.060 Epoch 25 Batch 384/538 - Train Accuracy: 0.942, Validation Accuracy: 0.951, Loss: 0.068 Epoch 25 Batch 385/538 - Train Accuracy: 0.941, Validation Accuracy: 0.949, Loss: 0.071 Epoch 25 Batch 386/538 - Train Accuracy: 0.951, Validation Accuracy: 0.949, Loss: 0.065 Epoch 25 Batch 387/538 - Train Accuracy: 0.947, Validation Accuracy: 0.947, Loss: 0.063 Epoch 25 Batch 388/538 - Train Accuracy: 0.935, Validation Accuracy: 0.942, Loss: 0.059 Epoch 25 Batch 389/538 - Train Accuracy: 0.933, Validation Accuracy: 0.942, Loss: 0.073 Epoch 25 Batch 390/538 - Train Accuracy: 0.938, Validation Accuracy: 0.942, Loss: 0.058 Epoch 25 Batch 391/538 - Train Accuracy: 0.946, Validation Accuracy: 0.945, Loss: 0.054 Epoch 25 Batch 392/538 - Train Accuracy: 0.948, Validation Accuracy: 0.941, Loss: 0.061 Epoch 25 Batch 393/538 - Train Accuracy: 0.943, Validation Accuracy: 0.939, Loss: 0.059 Epoch 25 Batch 394/538 - Train Accuracy: 0.925, Validation Accuracy: 0.942, Loss: 0.064 Epoch 25 Batch 395/538 - Train Accuracy: 0.931, Validation Accuracy: 0.945, Loss: 0.070 Epoch 25 Batch 396/538 - Train Accuracy: 0.942, Validation Accuracy: 0.945, Loss: 0.055 Epoch 25 Batch 397/538 - Train Accuracy: 0.934, Validation Accuracy: 0.955, Loss: 0.073 Epoch 25 Batch 398/538 - Train Accuracy: 0.945, Validation Accuracy: 0.962, Loss: 0.056 Epoch 25 Batch 399/538 - Train Accuracy: 0.919, Validation Accuracy: 0.957, Loss: 0.069 Epoch 25 Batch 400/538 - Train Accuracy: 0.952, Validation Accuracy: 0.951, Loss: 0.065 Epoch 25 Batch 401/538 - Train Accuracy: 0.950, Validation Accuracy: 0.951, Loss: 0.057 Epoch 25 Batch 402/538 - Train Accuracy: 0.942, Validation Accuracy: 0.950, Loss: 0.058 Epoch 25 Batch 403/538 - Train Accuracy: 0.954, Validation Accuracy: 0.950, Loss: 0.062 Epoch 25 Batch 404/538 - Train Accuracy: 0.954, Validation Accuracy: 0.949, Loss: 0.066 Epoch 25 Batch 405/538 - Train Accuracy: 0.953, Validation Accuracy: 0.950, Loss: 0.061 Epoch 25 Batch 406/538 - Train Accuracy: 0.942, Validation Accuracy: 0.953, Loss: 0.061 Epoch 25 Batch 407/538 - Train Accuracy: 0.952, Validation Accuracy: 0.951, Loss: 0.065 Epoch 25 Batch 408/538 - Train Accuracy: 0.925, Validation Accuracy: 0.949, Loss: 0.071 Epoch 25 Batch 409/538 - Train Accuracy: 0.911, Validation Accuracy: 0.950, Loss: 0.066 Epoch 25 Batch 410/538 - Train Accuracy: 0.956, Validation Accuracy: 0.949, Loss: 0.056 Epoch 25 Batch 411/538 - Train Accuracy: 0.953, Validation Accuracy: 0.943, Loss: 0.065 Epoch 25 Batch 412/538 - Train Accuracy: 0.957, Validation Accuracy: 0.939, Loss: 0.055 Epoch 25 Batch 413/538 - Train Accuracy: 0.941, Validation Accuracy: 0.941, Loss: 0.061 Epoch 25 Batch 414/538 - Train Accuracy: 0.913, Validation Accuracy: 0.941, Loss: 0.075 Epoch 25 Batch 415/538 - Train Accuracy: 0.936, Validation Accuracy: 0.942, Loss: 0.060 Epoch 25 Batch 416/538 - Train Accuracy: 0.958, Validation Accuracy: 0.948, Loss: 0.060 Epoch 25 Batch 417/538 - Train Accuracy: 0.947, Validation Accuracy: 0.948, Loss: 0.059 Epoch 25 Batch 418/538 - Train Accuracy: 0.948, Validation Accuracy: 0.949, Loss: 0.069 Epoch 25 Batch 419/538 - Train Accuracy: 0.945, Validation Accuracy: 0.950, Loss: 0.052 Epoch 25 Batch 420/538 - Train Accuracy: 0.944, Validation Accuracy: 0.949, Loss: 0.062 Epoch 25 Batch 421/538 - Train Accuracy: 0.945, Validation Accuracy: 0.947, Loss: 0.052 Epoch 25 Batch 422/538 - Train Accuracy: 0.948, Validation Accuracy: 0.949, Loss: 0.064 Epoch 25 Batch 423/538 - Train Accuracy: 0.940, Validation Accuracy: 0.946, Loss: 0.064 Epoch 25 Batch 424/538 - Train Accuracy: 0.936, Validation Accuracy: 0.949, Loss: 0.066 Epoch 25 Batch 425/538 - Train Accuracy: 0.920, Validation Accuracy: 0.949, Loss: 0.077 Epoch 25 Batch 426/538 - Train Accuracy: 0.954, Validation Accuracy: 0.951, Loss: 0.070 Epoch 25 Batch 427/538 - Train Accuracy: 0.927, Validation Accuracy: 0.950, Loss: 0.061 Epoch 25 Batch 428/538 - Train Accuracy: 0.946, Validation Accuracy: 0.947, Loss: 0.055 Epoch 25 Batch 429/538 - Train Accuracy: 0.945, Validation Accuracy: 0.947, Loss: 0.061 Epoch 25 Batch 430/538 - Train Accuracy: 0.924, Validation Accuracy: 0.951, Loss: 0.060 Epoch 25 Batch 431/538 - Train Accuracy: 0.950, Validation Accuracy: 0.949, Loss: 0.061 Epoch 25 Batch 432/538 - Train Accuracy: 0.941, Validation Accuracy: 0.949, Loss: 0.065 Epoch 25 Batch 433/538 - Train Accuracy: 0.930, Validation Accuracy: 0.948, Loss: 0.087 Epoch 25 Batch 434/538 - Train Accuracy: 0.939, Validation Accuracy: 0.949, Loss: 0.059 Epoch 25 Batch 435/538 - Train Accuracy: 0.938, Validation Accuracy: 0.947, Loss: 0.062 Epoch 25 Batch 436/538 - Train Accuracy: 0.935, Validation Accuracy: 0.950, Loss: 0.063 Epoch 25 Batch 437/538 - Train Accuracy: 0.956, Validation Accuracy: 0.946, Loss: 0.064 Epoch 25 Batch 438/538 - Train Accuracy: 0.948, Validation Accuracy: 0.940, Loss: 0.058 Epoch 25 Batch 439/538 - Train Accuracy: 0.954, Validation Accuracy: 0.932, Loss: 0.061 Epoch 25 Batch 440/538 - Train Accuracy: 0.938, Validation Accuracy: 0.929, Loss: 0.063 Epoch 25 Batch 441/538 - Train Accuracy: 0.932, Validation Accuracy: 0.928, Loss: 0.077 Epoch 25 Batch 442/538 - Train Accuracy: 0.945, Validation Accuracy: 0.931, Loss: 0.054 Epoch 25 Batch 443/538 - Train Accuracy: 0.935, Validation Accuracy: 0.944, Loss: 0.063 Epoch 25 Batch 444/538 - Train Accuracy: 0.942, Validation Accuracy: 0.944, Loss: 0.059 Epoch 25 Batch 445/538 - Train Accuracy: 0.953, Validation Accuracy: 0.945, Loss: 0.055 Epoch 25 Batch 446/538 - Train Accuracy: 0.941, Validation Accuracy: 0.943, Loss: 0.057 Epoch 25 Batch 447/538 - Train Accuracy: 0.935, Validation Accuracy: 0.940, Loss: 0.062 Epoch 25 Batch 448/538 - Train Accuracy: 0.944, Validation Accuracy: 0.935, Loss: 0.056 Epoch 25 Batch 449/538 - Train Accuracy: 0.958, Validation Accuracy: 0.938, Loss: 0.067 Epoch 25 Batch 450/538 - Train Accuracy: 0.923, Validation Accuracy: 0.939, Loss: 0.082 Epoch 25 Batch 451/538 - Train Accuracy: 0.932, Validation Accuracy: 0.941, Loss: 0.058 Epoch 25 Batch 452/538 - Train Accuracy: 0.945, Validation Accuracy: 0.942, Loss: 0.052 Epoch 25 Batch 453/538 - Train Accuracy: 0.940, Validation Accuracy: 0.942, Loss: 0.067 Epoch 25 Batch 454/538 - Train Accuracy: 0.940, Validation Accuracy: 0.945, Loss: 0.066 Epoch 25 Batch 455/538 - Train Accuracy: 0.948, Validation Accuracy: 0.944, Loss: 0.071 Epoch 25 Batch 456/538 - Train Accuracy: 0.940, Validation Accuracy: 0.945, Loss: 0.097 Epoch 25 Batch 457/538 - Train Accuracy: 0.944, Validation Accuracy: 0.943, Loss: 0.057 Epoch 25 Batch 458/538 - Train Accuracy: 0.945, Validation Accuracy: 0.946, Loss: 0.055 Epoch 25 Batch 459/538 - Train Accuracy: 0.954, Validation Accuracy: 0.946, Loss: 0.062 Epoch 25 Batch 460/538 - Train Accuracy: 0.937, Validation Accuracy: 0.946, Loss: 0.065 Epoch 25 Batch 461/538 - Train Accuracy: 0.958, Validation Accuracy: 0.951, Loss: 0.063 Epoch 25 Batch 462/538 - Train Accuracy: 0.936, Validation Accuracy: 0.953, Loss: 0.063 Epoch 25 Batch 463/538 - Train Accuracy: 0.916, Validation Accuracy: 0.958, Loss: 0.068 Epoch 25 Batch 464/538 - Train Accuracy: 0.945, Validation Accuracy: 0.957, Loss: 0.055 Epoch 25 Batch 465/538 - Train Accuracy: 0.927, Validation Accuracy: 0.957, Loss: 0.062 Epoch 25 Batch 466/538 - Train Accuracy: 0.933, Validation Accuracy: 0.955, Loss: 0.058 Epoch 25 Batch 467/538 - Train Accuracy: 0.948, Validation Accuracy: 0.957, Loss: 0.070 Epoch 25 Batch 468/538 - Train Accuracy: 0.946, Validation Accuracy: 0.948, Loss: 0.084 Epoch 25 Batch 469/538 - Train Accuracy: 0.942, Validation Accuracy: 0.948, Loss: 0.055 Epoch 25 Batch 470/538 - Train Accuracy: 0.949, Validation Accuracy: 0.948, Loss: 0.063 Epoch 25 Batch 471/538 - Train Accuracy: 0.957, Validation Accuracy: 0.950, Loss: 0.054 Epoch 25 Batch 472/538 - Train Accuracy: 0.976, Validation Accuracy: 0.950, Loss: 0.055 Epoch 25 Batch 473/538 - Train Accuracy: 0.930, Validation Accuracy: 0.947, Loss: 0.064 Epoch 25 Batch 474/538 - Train Accuracy: 0.943, Validation Accuracy: 0.945, Loss: 0.060 Epoch 25 Batch 475/538 - Train Accuracy: 0.938, Validation Accuracy: 0.945, Loss: 0.059 Epoch 25 Batch 476/538 - Train Accuracy: 0.954, Validation Accuracy: 0.948, Loss: 0.055 Epoch 25 Batch 477/538 - Train Accuracy: 0.935, Validation Accuracy: 0.947, Loss: 0.064 Epoch 25 Batch 478/538 - Train Accuracy: 0.950, Validation Accuracy: 0.951, Loss: 0.053 Epoch 25 Batch 479/538 - Train Accuracy: 0.952, Validation Accuracy: 0.949, Loss: 0.055 Epoch 25 Batch 480/538 - Train Accuracy: 0.952, Validation Accuracy: 0.949, Loss: 0.057 Epoch 25 Batch 481/538 - Train Accuracy: 0.946, Validation Accuracy: 0.951, Loss: 0.067 Epoch 25 Batch 482/538 - Train Accuracy: 0.947, Validation Accuracy: 0.949, Loss: 0.057 Epoch 25 Batch 483/538 - Train Accuracy: 0.933, Validation Accuracy: 0.951, Loss: 0.070 Epoch 25 Batch 484/538 - Train Accuracy: 0.941, Validation Accuracy: 0.953, Loss: 0.066 Epoch 25 Batch 485/538 - Train Accuracy: 0.928, Validation Accuracy: 0.953, Loss: 0.068 Epoch 25 Batch 486/538 - Train Accuracy: 0.952, Validation Accuracy: 0.953, Loss: 0.059 Epoch 25 Batch 487/538 - Train Accuracy: 0.940, Validation Accuracy: 0.953, Loss: 0.060 Epoch 25 Batch 488/538 - Train Accuracy: 0.963, Validation Accuracy: 0.953, Loss: 0.052 Epoch 25 Batch 489/538 - Train Accuracy: 0.932, Validation Accuracy: 0.951, Loss: 0.060 Epoch 25 Batch 490/538 - Train Accuracy: 0.938, Validation Accuracy: 0.949, Loss: 0.062 Epoch 25 Batch 491/538 - Train Accuracy: 0.921, Validation Accuracy: 0.951, Loss: 0.066 Epoch 25 Batch 492/538 - Train Accuracy: 0.943, Validation Accuracy: 0.951, Loss: 0.060 Epoch 25 Batch 493/538 - Train Accuracy: 0.937, Validation Accuracy: 0.951, Loss: 0.071 Epoch 25 Batch 494/538 - Train Accuracy: 0.950, Validation Accuracy: 0.949, Loss: 0.066 Epoch 25 Batch 495/538 - Train Accuracy: 0.958, Validation Accuracy: 0.953, Loss: 0.067 Epoch 25 Batch 496/538 - Train Accuracy: 0.947, Validation Accuracy: 0.948, Loss: 0.057 Epoch 25 Batch 497/538 - Train Accuracy: 0.948, Validation Accuracy: 0.943, Loss: 0.063 Epoch 25 Batch 498/538 - Train Accuracy: 0.938, Validation Accuracy: 0.942, Loss: 0.066 Epoch 25 Batch 499/538 - Train Accuracy: 0.925, Validation Accuracy: 0.938, Loss: 0.071 Epoch 25 Batch 500/538 - Train Accuracy: 0.965, Validation Accuracy: 0.935, Loss: 0.049 Epoch 25 Batch 501/538 - Train Accuracy: 0.950, Validation Accuracy: 0.938, Loss: 0.068 Epoch 25 Batch 502/538 - Train Accuracy: 0.940, Validation Accuracy: 0.938, Loss: 0.056 Epoch 25 Batch 503/538 - Train Accuracy: 0.957, Validation Accuracy: 0.938, Loss: 0.067 Epoch 25 Batch 504/538 - Train Accuracy: 0.955, Validation Accuracy: 0.940, Loss: 0.050 Epoch 25 Batch 505/538 - Train Accuracy: 0.950, Validation Accuracy: 0.939, Loss: 0.052 Epoch 25 Batch 506/538 - Train Accuracy: 0.939, Validation Accuracy: 0.939, Loss: 0.057 Epoch 25 Batch 507/538 - Train Accuracy: 0.935, Validation Accuracy: 0.941, Loss: 0.067 Epoch 25 Batch 508/538 - Train Accuracy: 0.938, Validation Accuracy: 0.940, Loss: 0.059 Epoch 25 Batch 509/538 - Train Accuracy: 0.947, Validation Accuracy: 0.938, Loss: 0.067 Epoch 25 Batch 510/538 - Train Accuracy: 0.943, Validation Accuracy: 0.934, Loss: 0.058 Epoch 25 Batch 511/538 - Train Accuracy: 0.944, Validation Accuracy: 0.934, Loss: 0.065 Epoch 25 Batch 512/538 - Train Accuracy: 0.944, Validation Accuracy: 0.931, Loss: 0.067 Epoch 25 Batch 513/538 - Train Accuracy: 0.938, Validation Accuracy: 0.928, Loss: 0.056 Epoch 25 Batch 514/538 - Train Accuracy: 0.945, Validation Accuracy: 0.929, Loss: 0.053 Epoch 25 Batch 515/538 - Train Accuracy: 0.933, Validation Accuracy: 0.935, Loss: 0.065 Epoch 25 Batch 516/538 - Train Accuracy: 0.938, Validation Accuracy: 0.935, Loss: 0.061 Epoch 25 Batch 517/538 - Train Accuracy: 0.943, Validation Accuracy: 0.940, Loss: 0.058 Epoch 25 Batch 518/538 - Train Accuracy: 0.933, Validation Accuracy: 0.939, Loss: 0.069 Epoch 25 Batch 519/538 - Train Accuracy: 0.953, Validation Accuracy: 0.938, Loss: 0.056 Epoch 25 Batch 520/538 - Train Accuracy: 0.940, Validation Accuracy: 0.936, Loss: 0.067 Epoch 25 Batch 521/538 - Train Accuracy: 0.933, Validation Accuracy: 0.936, Loss: 0.073 Epoch 25 Batch 522/538 - Train Accuracy: 0.934, Validation Accuracy: 0.936, Loss: 0.056 Epoch 25 Batch 523/538 - Train Accuracy: 0.950, Validation Accuracy: 0.938, Loss: 0.063 Epoch 25 Batch 524/538 - Train Accuracy: 0.936, Validation Accuracy: 0.936, Loss: 0.057 Epoch 25 Batch 525/538 - Train Accuracy: 0.942, Validation Accuracy: 0.934, Loss: 0.060 Epoch 25 Batch 526/538 - Train Accuracy: 0.943, Validation Accuracy: 0.934, Loss: 0.055 Epoch 25 Batch 527/538 - Train Accuracy: 0.941, Validation Accuracy: 0.934, Loss: 0.061 Epoch 25 Batch 528/538 - Train Accuracy: 0.942, Validation Accuracy: 0.942, Loss: 0.061 Epoch 25 Batch 529/538 - Train Accuracy: 0.918, Validation Accuracy: 0.944, Loss: 0.065 Epoch 25 Batch 530/538 - Train Accuracy: 0.940, Validation Accuracy: 0.947, Loss: 0.070 Epoch 25 Batch 531/538 - Train Accuracy: 0.943, Validation Accuracy: 0.947, Loss: 0.068 Epoch 25 Batch 532/538 - Train Accuracy: 0.938, Validation Accuracy: 0.945, Loss: 0.055 Epoch 25 Batch 533/538 - Train Accuracy: 0.943, Validation Accuracy: 0.953, Loss: 0.057 Epoch 25 Batch 534/538 - Train Accuracy: 0.942, Validation Accuracy: 0.953, Loss: 0.052 Epoch 25 Batch 535/538 - Train Accuracy: 0.944, Validation Accuracy: 0.953, Loss: 0.059 Epoch 25 Batch 536/538 - Train Accuracy: 0.958, Validation Accuracy: 0.946, Loss: 0.070 Epoch 26 Batch 0/538 - Train Accuracy: 0.965, Validation Accuracy: 0.946, Loss: 0.056 Epoch 26 Batch 1/538 - Train Accuracy: 0.948, Validation Accuracy: 0.944, Loss: 0.055 Epoch 26 Batch 2/538 - Train Accuracy: 0.939, Validation Accuracy: 0.938, Loss: 0.069 Epoch 26 Batch 3/538 - Train Accuracy: 0.945, Validation Accuracy: 0.942, Loss: 0.064 Epoch 26 Batch 4/538 - Train Accuracy: 0.945, Validation Accuracy: 0.942, Loss: 0.064 Epoch 26 Batch 5/538 - Train Accuracy: 0.941, Validation Accuracy: 0.940, Loss: 0.064 Epoch 26 Batch 6/538 - Train Accuracy: 0.934, Validation Accuracy: 0.950, Loss: 0.060 Epoch 26 Batch 7/538 - Train Accuracy: 0.951, Validation Accuracy: 0.952, Loss: 0.063 Epoch 26 Batch 8/538 - Train Accuracy: 0.945, Validation Accuracy: 0.955, Loss: 0.066 Epoch 26 Batch 9/538 - Train Accuracy: 0.934, Validation Accuracy: 0.956, Loss: 0.057 Epoch 26 Batch 10/538 - Train Accuracy: 0.938, Validation Accuracy: 0.948, Loss: 0.064 Epoch 26 Batch 11/538 - Train Accuracy: 0.945, Validation Accuracy: 0.944, Loss: 0.061 Epoch 26 Batch 12/538 - Train Accuracy: 0.936, Validation Accuracy: 0.944, Loss: 0.061 Epoch 26 Batch 13/538 - Train Accuracy: 0.955, Validation Accuracy: 0.946, Loss: 0.052 Epoch 26 Batch 14/538 - Train Accuracy: 0.932, Validation Accuracy: 0.947, Loss: 0.060 Epoch 26 Batch 15/538 - Train Accuracy: 0.949, Validation Accuracy: 0.947, Loss: 0.060 Epoch 26 Batch 16/538 - Train Accuracy: 0.949, Validation Accuracy: 0.948, Loss: 0.060 Epoch 26 Batch 17/538 - Train Accuracy: 0.950, Validation Accuracy: 0.948, Loss: 0.060 Epoch 26 Batch 18/538 - Train Accuracy: 0.956, Validation Accuracy: 0.947, Loss: 0.066 Epoch 26 Batch 19/538 - Train Accuracy: 0.946, Validation Accuracy: 0.948, Loss: 0.064 Epoch 26 Batch 20/538 - Train Accuracy: 0.940, Validation Accuracy: 0.948, Loss: 0.065 Epoch 26 Batch 21/538 - Train Accuracy: 0.964, Validation Accuracy: 0.949, Loss: 0.047 Epoch 26 Batch 22/538 - Train Accuracy: 0.939, Validation Accuracy: 0.947, Loss: 0.059 Epoch 26 Batch 23/538 - Train Accuracy: 0.948, Validation Accuracy: 0.941, Loss: 0.073 Epoch 26 Batch 24/538 - Train Accuracy: 0.943, Validation Accuracy: 0.941, Loss: 0.063 Epoch 26 Batch 25/538 - Train Accuracy: 0.930, Validation Accuracy: 0.936, Loss: 0.064 Epoch 26 Batch 26/538 - Train Accuracy: 0.946, Validation Accuracy: 0.934, Loss: 0.065 Epoch 26 Batch 27/538 - Train Accuracy: 0.951, Validation Accuracy: 0.938, Loss: 0.054 Epoch 26 Batch 28/538 - Train Accuracy: 0.937, Validation Accuracy: 0.944, Loss: 0.064 Epoch 26 Batch 29/538 - Train Accuracy: 0.941, Validation Accuracy: 0.952, Loss: 0.058 Epoch 26 Batch 30/538 - Train Accuracy: 0.929, Validation Accuracy: 0.950, Loss: 0.069 Epoch 26 Batch 31/538 - Train Accuracy: 0.954, Validation Accuracy: 0.942, Loss: 0.048 Epoch 26 Batch 32/538 - Train Accuracy: 0.932, Validation Accuracy: 0.945, Loss: 0.051 Epoch 26 Batch 33/538 - Train Accuracy: 0.950, Validation Accuracy: 0.948, Loss: 0.065 Epoch 26 Batch 34/538 - Train Accuracy: 0.935, Validation Accuracy: 0.944, Loss: 0.074 Epoch 26 Batch 35/538 - Train Accuracy: 0.945, Validation Accuracy: 0.938, Loss: 0.050 Epoch 26 Batch 36/538 - Train Accuracy: 0.949, Validation Accuracy: 0.941, Loss: 0.053 Epoch 26 Batch 37/538 - Train Accuracy: 0.947, Validation Accuracy: 0.939, Loss: 0.062 Epoch 26 Batch 38/538 - Train Accuracy: 0.930, Validation Accuracy: 0.944, Loss: 0.064 Epoch 26 Batch 39/538 - Train Accuracy: 0.947, Validation Accuracy: 0.950, Loss: 0.066 Epoch 26 Batch 40/538 - Train Accuracy: 0.953, Validation Accuracy: 0.948, Loss: 0.056 Epoch 26 Batch 41/538 - Train Accuracy: 0.958, Validation Accuracy: 0.950, Loss: 0.054 Epoch 26 Batch 42/538 - Train Accuracy: 0.933, Validation Accuracy: 0.943, Loss: 0.059 Epoch 26 Batch 43/538 - Train Accuracy: 0.929, Validation Accuracy: 0.943, Loss: 0.073 Epoch 26 Batch 44/538 - Train Accuracy: 0.939, Validation Accuracy: 0.942, Loss: 0.068 Epoch 26 Batch 45/538 - Train Accuracy: 0.944, Validation Accuracy: 0.947, Loss: 0.060 Epoch 26 Batch 46/538 - Train Accuracy: 0.955, Validation Accuracy: 0.945, Loss: 0.051 Epoch 26 Batch 47/538 - Train Accuracy: 0.944, Validation Accuracy: 0.945, Loss: 0.067 Epoch 26 Batch 48/538 - Train Accuracy: 0.939, Validation Accuracy: 0.943, Loss: 0.063 Epoch 26 Batch 49/538 - Train Accuracy: 0.947, Validation Accuracy: 0.942, Loss: 0.061 Epoch 26 Batch 50/538 - Train Accuracy: 0.949, Validation Accuracy: 0.945, Loss: 0.057 Epoch 26 Batch 51/538 - Train Accuracy: 0.927, Validation Accuracy: 0.945, Loss: 0.074 Epoch 26 Batch 52/538 - Train Accuracy: 0.943, Validation Accuracy: 0.946, Loss: 0.063 Epoch 26 Batch 53/538 - Train Accuracy: 0.922, Validation Accuracy: 0.948, Loss: 0.067 Epoch 26 Batch 54/538 - Train Accuracy: 0.947, Validation Accuracy: 0.948, Loss: 0.059 Epoch 26 Batch 55/538 - Train Accuracy: 0.941, Validation Accuracy: 0.943, Loss: 0.064 Epoch 26 Batch 56/538 - Train Accuracy: 0.953, Validation Accuracy: 0.943, Loss: 0.057 Epoch 26 Batch 57/538 - Train Accuracy: 0.929, Validation Accuracy: 0.943, Loss: 0.067 Epoch 26 Batch 58/538 - Train Accuracy: 0.926, Validation Accuracy: 0.944, Loss: 0.060 Epoch 26 Batch 59/538 - Train Accuracy: 0.935, Validation Accuracy: 0.945, Loss: 0.064 Epoch 26 Batch 60/538 - Train Accuracy: 0.950, Validation Accuracy: 0.942, Loss: 0.062 Epoch 26 Batch 61/538 - Train Accuracy: 0.932, Validation Accuracy: 0.944, Loss: 0.063 Epoch 26 Batch 62/538 - Train Accuracy: 0.931, Validation Accuracy: 0.943, Loss: 0.060 Epoch 26 Batch 63/538 - Train Accuracy: 0.955, Validation Accuracy: 0.950, Loss: 0.053 Epoch 26 Batch 64/538 - Train Accuracy: 0.937, Validation Accuracy: 0.947, Loss: 0.060 Epoch 26 Batch 65/538 - Train Accuracy: 0.939, Validation Accuracy: 0.942, Loss: 0.062 Epoch 26 Batch 66/538 - Train Accuracy: 0.962, Validation Accuracy: 0.940, Loss: 0.052 Epoch 26 Batch 67/538 - Train Accuracy: 0.955, Validation Accuracy: 0.943, Loss: 0.064 Epoch 26 Batch 68/538 - Train Accuracy: 0.934, Validation Accuracy: 0.946, Loss: 0.057 Epoch 26 Batch 69/538 - Train Accuracy: 0.948, Validation Accuracy: 0.942, Loss: 0.062 Epoch 26 Batch 70/538 - Train Accuracy: 0.938, Validation Accuracy: 0.939, Loss: 0.061 Epoch 26 Batch 71/538 - Train Accuracy: 0.946, Validation Accuracy: 0.940, Loss: 0.068 Epoch 26 Batch 72/538 - Train Accuracy: 0.943, Validation Accuracy: 0.940, Loss: 0.082 Epoch 26 Batch 73/538 - Train Accuracy: 0.926, Validation Accuracy: 0.939, Loss: 0.064 Epoch 26 Batch 74/538 - Train Accuracy: 0.944, Validation Accuracy: 0.939, Loss: 0.054 Epoch 26 Batch 75/538 - Train Accuracy: 0.943, Validation Accuracy: 0.942, Loss: 0.063 Epoch 26 Batch 76/538 - Train Accuracy: 0.943, Validation Accuracy: 0.940, Loss: 0.064 Epoch 26 Batch 77/538 - Train Accuracy: 0.934, Validation Accuracy: 0.942, Loss: 0.052 Epoch 26 Batch 78/538 - Train Accuracy: 0.942, Validation Accuracy: 0.949, Loss: 0.069 Epoch 26 Batch 79/538 - Train Accuracy: 0.927, Validation Accuracy: 0.949, Loss: 0.048 Epoch 26 Batch 80/538 - Train Accuracy: 0.944, Validation Accuracy: 0.948, Loss: 0.062 Epoch 26 Batch 81/538 - Train Accuracy: 0.938, Validation Accuracy: 0.950, Loss: 0.067 Epoch 26 Batch 82/538 - Train Accuracy: 0.935, Validation Accuracy: 0.950, Loss: 0.066 Epoch 26 Batch 83/538 - Train Accuracy: 0.941, Validation Accuracy: 0.943, Loss: 0.058 Epoch 26 Batch 84/538 - Train Accuracy: 0.935, Validation Accuracy: 0.936, Loss: 0.066 Epoch 26 Batch 85/538 - Train Accuracy: 0.941, Validation Accuracy: 0.935, Loss: 0.053 Epoch 26 Batch 86/538 - Train Accuracy: 0.944, Validation Accuracy: 0.930, Loss: 0.055 Epoch 26 Batch 87/538 - Train Accuracy: 0.929, Validation Accuracy: 0.932, Loss: 0.069 Epoch 26 Batch 88/538 - Train Accuracy: 0.948, Validation Accuracy: 0.934, Loss: 0.064 Epoch 26 Batch 89/538 - Train Accuracy: 0.953, Validation Accuracy: 0.943, Loss: 0.056 Epoch 26 Batch 90/538 - Train Accuracy: 0.945, Validation Accuracy: 0.950, Loss: 0.070 Epoch 26 Batch 91/538 - Train Accuracy: 0.943, Validation Accuracy: 0.949, Loss: 0.060 Epoch 26 Batch 92/538 - Train Accuracy: 0.942, Validation Accuracy: 0.950, Loss: 0.063 Epoch 26 Batch 93/538 - Train Accuracy: 0.940, Validation Accuracy: 0.947, Loss: 0.060 Epoch 26 Batch 94/538 - Train Accuracy: 0.935, Validation Accuracy: 0.942, Loss: 0.058 Epoch 26 Batch 95/538 - Train Accuracy: 0.941, Validation Accuracy: 0.938, Loss: 0.057 Epoch 26 Batch 96/538 - Train Accuracy: 0.956, Validation Accuracy: 0.941, Loss: 0.049 Epoch 26 Batch 97/538 - Train Accuracy: 0.942, Validation Accuracy: 0.947, Loss: 0.049 Epoch 26 Batch 98/538 - Train Accuracy: 0.950, Validation Accuracy: 0.947, Loss: 0.062 Epoch 26 Batch 99/538 - Train Accuracy: 0.949, Validation Accuracy: 0.950, Loss: 0.059 Epoch 26 Batch 100/538 - Train Accuracy: 0.952, Validation Accuracy: 0.953, Loss: 0.055 Epoch 26 Batch 101/538 - Train Accuracy: 0.944, Validation Accuracy: 0.954, Loss: 0.067 Epoch 26 Batch 102/538 - Train Accuracy: 0.938, Validation Accuracy: 0.952, Loss: 0.062 Epoch 26 Batch 103/538 - Train Accuracy: 0.947, Validation Accuracy: 0.949, Loss: 0.053 Epoch 26 Batch 104/538 - Train Accuracy: 0.950, Validation Accuracy: 0.954, Loss: 0.057 Epoch 26 Batch 105/538 - Train Accuracy: 0.943, Validation Accuracy: 0.953, Loss: 0.057 Epoch 26 Batch 106/538 - Train Accuracy: 0.942, Validation Accuracy: 0.952, Loss: 0.049 Epoch 26 Batch 107/538 - Train Accuracy: 0.923, Validation Accuracy: 0.953, Loss: 0.069 Epoch 26 Batch 108/538 - Train Accuracy: 0.943, Validation Accuracy: 0.945, Loss: 0.059 Epoch 26 Batch 109/538 - Train Accuracy: 0.959, Validation Accuracy: 0.939, Loss: 0.047 Epoch 26 Batch 110/538 - Train Accuracy: 0.949, Validation Accuracy: 0.941, Loss: 0.057 Epoch 26 Batch 111/538 - Train Accuracy: 0.952, Validation Accuracy: 0.943, Loss: 0.053 Epoch 26 Batch 112/538 - Train Accuracy: 0.937, Validation Accuracy: 0.945, Loss: 0.061 Epoch 26 Batch 113/538 - Train Accuracy: 0.922, Validation Accuracy: 0.945, Loss: 0.066 Epoch 26 Batch 114/538 - Train Accuracy: 0.957, Validation Accuracy: 0.945, Loss: 0.058 Epoch 26 Batch 115/538 - Train Accuracy: 0.946, Validation Accuracy: 0.943, Loss: 0.069 Epoch 26 Batch 116/538 - Train Accuracy: 0.938, Validation Accuracy: 0.943, Loss: 0.071 Epoch 26 Batch 117/538 - Train Accuracy: 0.946, Validation Accuracy: 0.940, Loss: 0.063 Epoch 26 Batch 118/538 - Train Accuracy: 0.955, Validation Accuracy: 0.942, Loss: 0.047 Epoch 26 Batch 119/538 - Train Accuracy: 0.961, Validation Accuracy: 0.942, Loss: 0.047 Epoch 26 Batch 120/538 - Train Accuracy: 0.958, Validation Accuracy: 0.944, Loss: 0.054 Epoch 26 Batch 121/538 - Train Accuracy: 0.947, Validation Accuracy: 0.947, Loss: 0.059 Epoch 26 Batch 122/538 - Train Accuracy: 0.941, Validation Accuracy: 0.945, Loss: 0.052 Epoch 26 Batch 123/538 - Train Accuracy: 0.940, Validation Accuracy: 0.945, Loss: 0.062 Epoch 26 Batch 124/538 - Train Accuracy: 0.940, Validation Accuracy: 0.947, Loss: 0.056 Epoch 26 Batch 125/538 - Train Accuracy: 0.939, Validation Accuracy: 0.948, Loss: 0.059 Epoch 26 Batch 126/538 - Train Accuracy: 0.927, Validation Accuracy: 0.950, Loss: 0.065 Epoch 26 Batch 127/538 - Train Accuracy: 0.926, Validation Accuracy: 0.951, Loss: 0.070 Epoch 26 Batch 128/538 - Train Accuracy: 0.950, Validation Accuracy: 0.951, Loss: 0.051 Epoch 26 Batch 129/538 - Train Accuracy: 0.940, Validation Accuracy: 0.948, Loss: 0.048 Epoch 26 Batch 130/538 - Train Accuracy: 0.942, Validation Accuracy: 0.950, Loss: 0.051 Epoch 26 Batch 131/538 - Train Accuracy: 0.964, Validation Accuracy: 0.948, Loss: 0.060 Epoch 26 Batch 132/538 - Train Accuracy: 0.937, Validation Accuracy: 0.948, Loss: 0.050 Epoch 26 Batch 133/538 - Train Accuracy: 0.938, Validation Accuracy: 0.947, Loss: 0.058 Epoch 26 Batch 134/538 - Train Accuracy: 0.935, Validation Accuracy: 0.944, Loss: 0.073 Epoch 26 Batch 135/538 - Train Accuracy: 0.949, Validation Accuracy: 0.939, Loss: 0.074 Epoch 26 Batch 136/538 - Train Accuracy: 0.940, Validation Accuracy: 0.929, Loss: 0.059 Epoch 26 Batch 137/538 - Train Accuracy: 0.923, Validation Accuracy: 0.932, Loss: 0.071 Epoch 26 Batch 138/538 - Train Accuracy: 0.939, Validation Accuracy: 0.933, Loss: 0.064 Epoch 26 Batch 139/538 - Train Accuracy: 0.943, Validation Accuracy: 0.937, Loss: 0.069 Epoch 26 Batch 140/538 - Train Accuracy: 0.934, Validation Accuracy: 0.938, Loss: 0.079 Epoch 26 Batch 141/538 - Train Accuracy: 0.965, Validation Accuracy: 0.938, Loss: 0.071 Epoch 26 Batch 142/538 - Train Accuracy: 0.954, Validation Accuracy: 0.931, Loss: 0.062 Epoch 26 Batch 143/538 - Train Accuracy: 0.952, Validation Accuracy: 0.932, Loss: 0.067 Epoch 26 Batch 144/538 - Train Accuracy: 0.935, Validation Accuracy: 0.936, Loss: 0.073 Epoch 26 Batch 145/538 - Train Accuracy: 0.930, Validation Accuracy: 0.934, Loss: 0.070 Epoch 26 Batch 146/538 - Train Accuracy: 0.952, Validation Accuracy: 0.929, Loss: 0.061 Epoch 26 Batch 147/538 - Train Accuracy: 0.942, Validation Accuracy: 0.930, Loss: 0.071 Epoch 26 Batch 148/538 - Train Accuracy: 0.927, Validation Accuracy: 0.928, Loss: 0.075 Epoch 26 Batch 149/538 - Train Accuracy: 0.942, Validation Accuracy: 0.928, Loss: 0.063 Epoch 26 Batch 150/538 - Train Accuracy: 0.954, Validation Accuracy: 0.931, Loss: 0.055 Epoch 26 Batch 151/538 - Train Accuracy: 0.942, Validation Accuracy: 0.931, Loss: 0.066 Epoch 26 Batch 152/538 - Train Accuracy: 0.938, Validation Accuracy: 0.941, Loss: 0.069 Epoch 26 Batch 153/538 - Train Accuracy: 0.936, Validation Accuracy: 0.945, Loss: 0.064 Epoch 26 Batch 154/538 - Train Accuracy: 0.947, Validation Accuracy: 0.943, Loss: 0.060 Epoch 26 Batch 155/538 - Train Accuracy: 0.930, Validation Accuracy: 0.940, Loss: 0.061 Epoch 26 Batch 156/538 - Train Accuracy: 0.951, Validation Accuracy: 0.939, Loss: 0.059 Epoch 26 Batch 157/538 - Train Accuracy: 0.951, Validation Accuracy: 0.940, Loss: 0.058 Epoch 26 Batch 158/538 - Train Accuracy: 0.955, Validation Accuracy: 0.935, Loss: 0.062 Epoch 26 Batch 159/538 - Train Accuracy: 0.938, Validation Accuracy: 0.935, Loss: 0.060 Epoch 26 Batch 160/538 - Train Accuracy: 0.911, Validation Accuracy: 0.928, Loss: 0.061 Epoch 26 Batch 161/538 - Train Accuracy: 0.948, Validation Accuracy: 0.933, Loss: 0.056 Epoch 26 Batch 162/538 - Train Accuracy: 0.954, Validation Accuracy: 0.942, Loss: 0.056 Epoch 26 Batch 163/538 - Train Accuracy: 0.935, Validation Accuracy: 0.944, Loss: 0.071 Epoch 26 Batch 164/538 - Train Accuracy: 0.925, Validation Accuracy: 0.944, Loss: 0.074 Epoch 26 Batch 165/538 - Train Accuracy: 0.948, Validation Accuracy: 0.944, Loss: 0.056 Epoch 26 Batch 166/538 - Train Accuracy: 0.964, Validation Accuracy: 0.943, Loss: 0.054 Epoch 26 Batch 167/538 - Train Accuracy: 0.947, Validation Accuracy: 0.947, Loss: 0.084 Epoch 26 Batch 168/538 - Train Accuracy: 0.913, Validation Accuracy: 0.947, Loss: 0.080 Epoch 26 Batch 169/538 - Train Accuracy: 0.954, Validation Accuracy: 0.947, Loss: 0.052 Epoch 26 Batch 170/538 - Train Accuracy: 0.941, Validation Accuracy: 0.943, Loss: 0.059 Epoch 26 Batch 171/538 - Train Accuracy: 0.934, Validation Accuracy: 0.948, Loss: 0.072 Epoch 26 Batch 172/538 - Train Accuracy: 0.936, Validation Accuracy: 0.941, Loss: 0.057 Epoch 26 Batch 173/538 - Train Accuracy: 0.965, Validation Accuracy: 0.945, Loss: 0.048 Epoch 26 Batch 174/538 - Train Accuracy: 0.945, Validation Accuracy: 0.940, Loss: 0.060 Epoch 26 Batch 175/538 - Train Accuracy: 0.952, Validation Accuracy: 0.937, Loss: 0.056 Epoch 26 Batch 176/538 - Train Accuracy: 0.935, Validation Accuracy: 0.937, Loss: 0.067 Epoch 26 Batch 177/538 - Train Accuracy: 0.956, Validation Accuracy: 0.938, Loss: 0.063 Epoch 26 Batch 178/538 - Train Accuracy: 0.930, Validation Accuracy: 0.941, Loss: 0.062 Epoch 26 Batch 179/538 - Train Accuracy: 0.957, Validation Accuracy: 0.938, Loss: 0.055 Epoch 26 Batch 180/538 - Train Accuracy: 0.945, Validation Accuracy: 0.940, Loss: 0.056 Epoch 26 Batch 181/538 - Train Accuracy: 0.925, Validation Accuracy: 0.937, Loss: 0.070 Epoch 26 Batch 182/538 - Train Accuracy: 0.950, Validation Accuracy: 0.941, Loss: 0.051 Epoch 26 Batch 183/538 - Train Accuracy: 0.956, Validation Accuracy: 0.938, Loss: 0.048 Epoch 26 Batch 184/538 - Train Accuracy: 0.947, Validation Accuracy: 0.941, Loss: 0.062 Epoch 26 Batch 185/538 - Train Accuracy: 0.962, Validation Accuracy: 0.943, Loss: 0.048 Epoch 26 Batch 186/538 - Train Accuracy: 0.949, Validation Accuracy: 0.940, Loss: 0.056 Epoch 26 Batch 187/538 - Train Accuracy: 0.949, Validation Accuracy: 0.937, Loss: 0.071 Epoch 26 Batch 188/538 - Train Accuracy: 0.942, Validation Accuracy: 0.934, Loss: 0.054 Epoch 26 Batch 189/538 - Train Accuracy: 0.953, Validation Accuracy: 0.936, Loss: 0.068 Epoch 26 Batch 190/538 - Train Accuracy: 0.923, Validation Accuracy: 0.938, Loss: 0.079 Epoch 26 Batch 191/538 - Train Accuracy: 0.948, Validation Accuracy: 0.940, Loss: 0.054 Epoch 26 Batch 192/538 - Train Accuracy: 0.940, Validation Accuracy: 0.941, Loss: 0.058 Epoch 26 Batch 193/538 - Train Accuracy: 0.934, Validation Accuracy: 0.940, Loss: 0.061 Epoch 26 Batch 194/538 - Train Accuracy: 0.929, Validation Accuracy: 0.938, Loss: 0.067 Epoch 26 Batch 195/538 - Train Accuracy: 0.961, Validation Accuracy: 0.939, Loss: 0.071 Epoch 26 Batch 196/538 - Train Accuracy: 0.936, Validation Accuracy: 0.937, Loss: 0.053 Epoch 26 Batch 197/538 - Train Accuracy: 0.948, Validation Accuracy: 0.937, Loss: 0.063 Epoch 26 Batch 198/538 - Train Accuracy: 0.953, Validation Accuracy: 0.935, Loss: 0.055 Epoch 26 Batch 199/538 - Train Accuracy: 0.935, Validation Accuracy: 0.934, Loss: 0.069 Epoch 26 Batch 200/538 - Train Accuracy: 0.956, Validation Accuracy: 0.939, Loss: 0.053 Epoch 26 Batch 201/538 - Train Accuracy: 0.942, Validation Accuracy: 0.945, Loss: 0.069 Epoch 26 Batch 202/538 - Train Accuracy: 0.953, Validation Accuracy: 0.945, Loss: 0.053 Epoch 26 Batch 203/538 - Train Accuracy: 0.941, Validation Accuracy: 0.946, Loss: 0.069 Epoch 26 Batch 204/538 - Train Accuracy: 0.936, Validation Accuracy: 0.946, Loss: 0.065 Epoch 26 Batch 205/538 - Train Accuracy: 0.937, Validation Accuracy: 0.946, Loss: 0.058 Epoch 26 Batch 206/538 - Train Accuracy: 0.948, Validation Accuracy: 0.943, Loss: 0.063 Epoch 26 Batch 207/538 - Train Accuracy: 0.948, Validation Accuracy: 0.942, Loss: 0.067 Epoch 26 Batch 208/538 - Train Accuracy: 0.953, Validation Accuracy: 0.937, Loss: 0.071 Epoch 26 Batch 209/538 - Train Accuracy: 0.953, Validation Accuracy: 0.932, Loss: 0.057 Epoch 26 Batch 210/538 - Train Accuracy: 0.932, Validation Accuracy: 0.932, Loss: 0.065 Epoch 26 Batch 211/538 - Train Accuracy: 0.936, Validation Accuracy: 0.932, Loss: 0.065 Epoch 26 Batch 212/538 - Train Accuracy: 0.939, Validation Accuracy: 0.936, Loss: 0.056 Epoch 26 Batch 213/538 - Train Accuracy: 0.959, Validation Accuracy: 0.941, Loss: 0.054 Epoch 26 Batch 214/538 - Train Accuracy: 0.953, Validation Accuracy: 0.946, Loss: 0.053 Epoch 26 Batch 215/538 - Train Accuracy: 0.945, Validation Accuracy: 0.940, Loss: 0.054 Epoch 26 Batch 216/538 - Train Accuracy: 0.946, Validation Accuracy: 0.946, Loss: 0.059 Epoch 26 Batch 217/538 - Train Accuracy: 0.940, Validation Accuracy: 0.946, Loss: 0.064 Epoch 26 Batch 218/538 - Train Accuracy: 0.947, Validation Accuracy: 0.941, Loss: 0.054 Epoch 26 Batch 219/538 - Train Accuracy: 0.927, Validation Accuracy: 0.945, Loss: 0.073 Epoch 26 Batch 220/538 - Train Accuracy: 0.933, Validation Accuracy: 0.938, Loss: 0.056 Epoch 26 Batch 221/538 - Train Accuracy: 0.948, Validation Accuracy: 0.937, Loss: 0.054 Epoch 26 Batch 222/538 - Train Accuracy: 0.938, Validation Accuracy: 0.937, Loss: 0.056 Epoch 26 Batch 223/538 - Train Accuracy: 0.936, Validation Accuracy: 0.937, Loss: 0.061 Epoch 26 Batch 224/538 - Train Accuracy: 0.929, Validation Accuracy: 0.939, Loss: 0.057 Epoch 26 Batch 225/538 - Train Accuracy: 0.953, Validation Accuracy: 0.940, Loss: 0.063 Epoch 26 Batch 226/538 - Train Accuracy: 0.933, Validation Accuracy: 0.947, Loss: 0.061 Epoch 26 Batch 227/538 - Train Accuracy: 0.942, Validation Accuracy: 0.951, Loss: 0.062 Epoch 26 Batch 228/538 - Train Accuracy: 0.931, Validation Accuracy: 0.947, Loss: 0.063 Epoch 26 Batch 229/538 - Train Accuracy: 0.938, Validation Accuracy: 0.947, Loss: 0.065 Epoch 26 Batch 230/538 - Train Accuracy: 0.938, Validation Accuracy: 0.945, Loss: 0.059 Epoch 26 Batch 231/538 - Train Accuracy: 0.942, Validation Accuracy: 0.945, Loss: 0.059 Epoch 26 Batch 232/538 - Train Accuracy: 0.948, Validation Accuracy: 0.945, Loss: 0.066 Epoch 26 Batch 233/538 - Train Accuracy: 0.947, Validation Accuracy: 0.942, Loss: 0.068 Epoch 26 Batch 234/538 - Train Accuracy: 0.946, Validation Accuracy: 0.934, Loss: 0.053 Epoch 26 Batch 235/538 - Train Accuracy: 0.940, Validation Accuracy: 0.936, Loss: 0.048 Epoch 26 Batch 236/538 - Train Accuracy: 0.938, Validation Accuracy: 0.934, Loss: 0.061 Epoch 26 Batch 237/538 - Train Accuracy: 0.943, Validation Accuracy: 0.935, Loss: 0.050 Epoch 26 Batch 238/538 - Train Accuracy: 0.959, Validation Accuracy: 0.944, Loss: 0.055 Epoch 26 Batch 239/538 - Train Accuracy: 0.937, Validation Accuracy: 0.942, Loss: 0.063 Epoch 26 Batch 240/538 - Train Accuracy: 0.935, Validation Accuracy: 0.937, Loss: 0.062 Epoch 26 Batch 241/538 - Train Accuracy: 0.934, Validation Accuracy: 0.940, Loss: 0.061 Epoch 26 Batch 242/538 - Train Accuracy: 0.954, Validation Accuracy: 0.938, Loss: 0.056 Epoch 26 Batch 243/538 - Train Accuracy: 0.946, Validation Accuracy: 0.937, Loss: 0.062 Epoch 26 Batch 244/538 - Train Accuracy: 0.931, Validation Accuracy: 0.932, Loss: 0.052 Epoch 26 Batch 245/538 - Train Accuracy: 0.946, Validation Accuracy: 0.930, Loss: 0.072 Epoch 26 Batch 246/538 - Train Accuracy: 0.940, Validation Accuracy: 0.927, Loss: 0.054 Epoch 26 Batch 247/538 - Train Accuracy: 0.943, Validation Accuracy: 0.931, Loss: 0.058 Epoch 26 Batch 248/538 - Train Accuracy: 0.934, Validation Accuracy: 0.931, Loss: 0.061 Epoch 26 Batch 249/538 - Train Accuracy: 0.947, Validation Accuracy: 0.934, Loss: 0.047 Epoch 26 Batch 250/538 - Train Accuracy: 0.944, Validation Accuracy: 0.941, Loss: 0.058 Epoch 26 Batch 251/538 - Train Accuracy: 0.939, Validation Accuracy: 0.945, Loss: 0.051 Epoch 26 Batch 252/538 - Train Accuracy: 0.951, Validation Accuracy: 0.948, Loss: 0.055 Epoch 26 Batch 253/538 - Train Accuracy: 0.927, Validation Accuracy: 0.949, Loss: 0.054 Epoch 26 Batch 254/538 - Train Accuracy: 0.940, Validation Accuracy: 0.944, Loss: 0.059 Epoch 26 Batch 255/538 - Train Accuracy: 0.950, Validation Accuracy: 0.946, Loss: 0.052 Epoch 26 Batch 256/538 - Train Accuracy: 0.926, Validation Accuracy: 0.945, Loss: 0.067 Epoch 26 Batch 257/538 - Train Accuracy: 0.951, Validation Accuracy: 0.938, Loss: 0.069 Epoch 26 Batch 258/538 - Train Accuracy: 0.943, Validation Accuracy: 0.935, Loss: 0.059 Epoch 26 Batch 259/538 - Train Accuracy: 0.956, Validation Accuracy: 0.933, Loss: 0.052 Epoch 26 Batch 260/538 - Train Accuracy: 0.931, Validation Accuracy: 0.937, Loss: 0.064 Epoch 26 Batch 261/538 - Train Accuracy: 0.934, Validation Accuracy: 0.936, Loss: 0.060 Epoch 26 Batch 262/538 - Train Accuracy: 0.947, Validation Accuracy: 0.934, Loss: 0.060 Epoch 26 Batch 263/538 - Train Accuracy: 0.930, Validation Accuracy: 0.942, Loss: 0.059 Epoch 26 Batch 264/538 - Train Accuracy: 0.931, Validation Accuracy: 0.947, Loss: 0.063 Epoch 26 Batch 265/538 - Train Accuracy: 0.928, Validation Accuracy: 0.946, Loss: 0.068 Epoch 26 Batch 266/538 - Train Accuracy: 0.937, Validation Accuracy: 0.951, Loss: 0.060 Epoch 26 Batch 267/538 - Train Accuracy: 0.934, Validation Accuracy: 0.950, Loss: 0.058 Epoch 26 Batch 268/538 - Train Accuracy: 0.946, Validation Accuracy: 0.950, Loss: 0.046 Epoch 26 Batch 269/538 - Train Accuracy: 0.939, Validation Accuracy: 0.948, Loss: 0.062 Epoch 26 Batch 270/538 - Train Accuracy: 0.933, Validation Accuracy: 0.946, Loss: 0.060 Epoch 26 Batch 271/538 - Train Accuracy: 0.953, Validation Accuracy: 0.946, Loss: 0.050 Epoch 26 Batch 272/538 - Train Accuracy: 0.936, Validation Accuracy: 0.942, Loss: 0.062 Epoch 26 Batch 273/538 - Train Accuracy: 0.943, Validation Accuracy: 0.942, Loss: 0.061 Epoch 26 Batch 274/538 - Train Accuracy: 0.919, Validation Accuracy: 0.936, Loss: 0.068 Epoch 26 Batch 275/538 - Train Accuracy: 0.940, Validation Accuracy: 0.936, Loss: 0.070 Epoch 26 Batch 276/538 - Train Accuracy: 0.933, Validation Accuracy: 0.948, Loss: 0.069 Epoch 26 Batch 277/538 - Train Accuracy: 0.938, Validation Accuracy: 0.948, Loss: 0.055 Epoch 26 Batch 278/538 - Train Accuracy: 0.950, Validation Accuracy: 0.942, Loss: 0.053 Epoch 26 Batch 279/538 - Train Accuracy: 0.937, Validation Accuracy: 0.943, Loss: 0.063 Epoch 26 Batch 280/538 - Train Accuracy: 0.951, Validation Accuracy: 0.945, Loss: 0.059 Epoch 26 Batch 281/538 - Train Accuracy: 0.932, Validation Accuracy: 0.942, Loss: 0.065 Epoch 26 Batch 282/538 - Train Accuracy: 0.938, Validation Accuracy: 0.943, Loss: 0.071 Epoch 26 Batch 283/538 - Train Accuracy: 0.946, Validation Accuracy: 0.944, Loss: 0.063 Epoch 26 Batch 284/538 - Train Accuracy: 0.940, Validation Accuracy: 0.941, Loss: 0.066 Epoch 26 Batch 285/538 - Train Accuracy: 0.934, Validation Accuracy: 0.938, Loss: 0.053 Epoch 26 Batch 286/538 - Train Accuracy: 0.931, Validation Accuracy: 0.941, Loss: 0.074 Epoch 26 Batch 287/538 - Train Accuracy: 0.951, Validation Accuracy: 0.938, Loss: 0.051 Epoch 26 Batch 288/538 - Train Accuracy: 0.943, Validation Accuracy: 0.936, Loss: 0.063 Epoch 26 Batch 289/538 - Train Accuracy: 0.951, Validation Accuracy: 0.936, Loss: 0.052 Epoch 26 Batch 290/538 - Train Accuracy: 0.956, Validation Accuracy: 0.935, Loss: 0.049 Epoch 26 Batch 291/538 - Train Accuracy: 0.946, Validation Accuracy: 0.942, Loss: 0.066 Epoch 26 Batch 292/538 - Train Accuracy: 0.952, Validation Accuracy: 0.937, Loss: 0.048 Epoch 26 Batch 293/538 - Train Accuracy: 0.940, Validation Accuracy: 0.935, Loss: 0.063 Epoch 26 Batch 294/538 - Train Accuracy: 0.951, Validation Accuracy: 0.935, Loss: 0.054 Epoch 26 Batch 295/538 - Train Accuracy: 0.944, Validation Accuracy: 0.932, Loss: 0.060 Epoch 26 Batch 296/538 - Train Accuracy: 0.941, Validation Accuracy: 0.929, Loss: 0.068 Epoch 26 Batch 297/538 - Train Accuracy: 0.954, Validation Accuracy: 0.925, Loss: 0.066 Epoch 26 Batch 298/538 - Train Accuracy: 0.932, Validation Accuracy: 0.927, Loss: 0.062 Epoch 26 Batch 299/538 - Train Accuracy: 0.924, Validation Accuracy: 0.937, Loss: 0.077 Epoch 26 Batch 300/538 - Train Accuracy: 0.935, Validation Accuracy: 0.938, Loss: 0.065 Epoch 26 Batch 301/538 - Train Accuracy: 0.939, Validation Accuracy: 0.943, Loss: 0.072 Epoch 26 Batch 302/538 - Train Accuracy: 0.954, Validation Accuracy: 0.945, Loss: 0.064 Epoch 26 Batch 303/538 - Train Accuracy: 0.960, Validation Accuracy: 0.948, Loss: 0.057 Epoch 26 Batch 304/538 - Train Accuracy: 0.935, Validation Accuracy: 0.949, Loss: 0.075 Epoch 26 Batch 305/538 - Train Accuracy: 0.946, Validation Accuracy: 0.948, Loss: 0.050 Epoch 26 Batch 306/538 - Train Accuracy: 0.948, Validation Accuracy: 0.945, Loss: 0.060 Epoch 26 Batch 307/538 - Train Accuracy: 0.957, Validation Accuracy: 0.944, Loss: 0.061 Epoch 26 Batch 308/538 - Train Accuracy: 0.942, Validation Accuracy: 0.945, Loss: 0.065 Epoch 26 Batch 309/538 - Train Accuracy: 0.954, Validation Accuracy: 0.943, Loss: 0.053 Epoch 26 Batch 310/538 - Train Accuracy: 0.956, Validation Accuracy: 0.939, Loss: 0.069 Epoch 26 Batch 311/538 - Train Accuracy: 0.945, Validation Accuracy: 0.940, Loss: 0.070 Epoch 26 Batch 312/538 - Train Accuracy: 0.948, Validation Accuracy: 0.941, Loss: 0.051 Epoch 26 Batch 313/538 - Train Accuracy: 0.936, Validation Accuracy: 0.942, Loss: 0.063 Epoch 26 Batch 314/538 - Train Accuracy: 0.946, Validation Accuracy: 0.944, Loss: 0.068 Epoch 26 Batch 315/538 - Train Accuracy: 0.947, Validation Accuracy: 0.951, Loss: 0.057 Epoch 26 Batch 316/538 - Train Accuracy: 0.933, Validation Accuracy: 0.947, Loss: 0.057 Epoch 26 Batch 317/538 - Train Accuracy: 0.952, Validation Accuracy: 0.944, Loss: 0.062 Epoch 26 Batch 318/538 - Train Accuracy: 0.945, Validation Accuracy: 0.946, Loss: 0.058 Epoch 26 Batch 319/538 - Train Accuracy: 0.930, Validation Accuracy: 0.943, Loss: 0.061 Epoch 26 Batch 320/538 - Train Accuracy: 0.930, Validation Accuracy: 0.949, Loss: 0.058 Epoch 26 Batch 321/538 - Train Accuracy: 0.943, Validation Accuracy: 0.949, Loss: 0.054 Epoch 26 Batch 322/538 - Train Accuracy: 0.935, Validation Accuracy: 0.953, Loss: 0.061 Epoch 26 Batch 323/538 - Train Accuracy: 0.950, Validation Accuracy: 0.948, Loss: 0.061 Epoch 26 Batch 324/538 - Train Accuracy: 0.942, Validation Accuracy: 0.948, Loss: 0.060 Epoch 26 Batch 325/538 - Train Accuracy: 0.942, Validation Accuracy: 0.946, Loss: 0.050 Epoch 26 Batch 326/538 - Train Accuracy: 0.938, Validation Accuracy: 0.946, Loss: 0.065 Epoch 26 Batch 327/538 - Train Accuracy: 0.941, Validation Accuracy: 0.944, Loss: 0.063 Epoch 26 Batch 328/538 - Train Accuracy: 0.969, Validation Accuracy: 0.941, Loss: 0.052 Epoch 26 Batch 329/538 - Train Accuracy: 0.948, Validation Accuracy: 0.938, Loss: 0.062 Epoch 26 Batch 330/538 - Train Accuracy: 0.949, Validation Accuracy: 0.938, Loss: 0.054 Epoch 26 Batch 331/538 - Train Accuracy: 0.939, Validation Accuracy: 0.940, Loss: 0.053 Epoch 26 Batch 332/538 - Train Accuracy: 0.933, Validation Accuracy: 0.945, Loss: 0.066 Epoch 26 Batch 333/538 - Train Accuracy: 0.952, Validation Accuracy: 0.942, Loss: 0.063 Epoch 26 Batch 334/538 - Train Accuracy: 0.949, Validation Accuracy: 0.940, Loss: 0.059 Epoch 26 Batch 335/538 - Train Accuracy: 0.940, Validation Accuracy: 0.948, Loss: 0.057 Epoch 26 Batch 336/538 - Train Accuracy: 0.945, Validation Accuracy: 0.947, Loss: 0.059 Epoch 26 Batch 337/538 - Train Accuracy: 0.945, Validation Accuracy: 0.951, Loss: 0.059 Epoch 26 Batch 338/538 - Train Accuracy: 0.954, Validation Accuracy: 0.951, Loss: 0.066 Epoch 26 Batch 339/538 - Train Accuracy: 0.932, Validation Accuracy: 0.950, Loss: 0.059 Epoch 26 Batch 340/538 - Train Accuracy: 0.918, Validation Accuracy: 0.941, Loss: 0.061 Epoch 26 Batch 341/538 - Train Accuracy: 0.949, Validation Accuracy: 0.936, Loss: 0.055 Epoch 26 Batch 342/538 - Train Accuracy: 0.938, Validation Accuracy: 0.934, Loss: 0.064 Epoch 26 Batch 343/538 - Train Accuracy: 0.961, Validation Accuracy: 0.932, Loss: 0.066 Epoch 26 Batch 344/538 - Train Accuracy: 0.949, Validation Accuracy: 0.935, Loss: 0.058 Epoch 26 Batch 345/538 - Train Accuracy: 0.945, Validation Accuracy: 0.941, Loss: 0.055 Epoch 26 Batch 346/538 - Train Accuracy: 0.940, Validation Accuracy: 0.939, Loss: 0.067 Epoch 26 Batch 347/538 - Train Accuracy: 0.953, Validation Accuracy: 0.940, Loss: 0.052 Epoch 26 Batch 348/538 - Train Accuracy: 0.942, Validation Accuracy: 0.935, Loss: 0.052 Epoch 26 Batch 349/538 - Train Accuracy: 0.950, Validation Accuracy: 0.942, Loss: 0.053 Epoch 26 Batch 350/538 - Train Accuracy: 0.932, Validation Accuracy: 0.953, Loss: 0.069 Epoch 26 Batch 351/538 - Train Accuracy: 0.939, Validation Accuracy: 0.953, Loss: 0.068 Epoch 26 Batch 352/538 - Train Accuracy: 0.929, Validation Accuracy: 0.953, Loss: 0.080 Epoch 26 Batch 353/538 - Train Accuracy: 0.929, Validation Accuracy: 0.950, Loss: 0.065 Epoch 26 Batch 354/538 - Train Accuracy: 0.930, Validation Accuracy: 0.953, Loss: 0.063 Epoch 26 Batch 355/538 - Train Accuracy: 0.947, Validation Accuracy: 0.950, Loss: 0.069 Epoch 26 Batch 356/538 - Train Accuracy: 0.954, Validation Accuracy: 0.952, Loss: 0.055 Epoch 26 Batch 357/538 - Train Accuracy: 0.943, Validation Accuracy: 0.946, Loss: 0.061 Epoch 26 Batch 358/538 - Train Accuracy: 0.952, Validation Accuracy: 0.942, Loss: 0.050 Epoch 26 Batch 359/538 - Train Accuracy: 0.936, Validation Accuracy: 0.941, Loss: 0.063 Epoch 26 Batch 360/538 - Train Accuracy: 0.937, Validation Accuracy: 0.945, Loss: 0.053 Epoch 26 Batch 361/538 - Train Accuracy: 0.945, Validation Accuracy: 0.944, Loss: 0.056 Epoch 26 Batch 362/538 - Train Accuracy: 0.954, Validation Accuracy: 0.945, Loss: 0.051 Epoch 26 Batch 363/538 - Train Accuracy: 0.944, Validation Accuracy: 0.943, Loss: 0.060 Epoch 26 Batch 364/538 - Train Accuracy: 0.936, Validation Accuracy: 0.940, Loss: 0.078 Epoch 26 Batch 365/538 - Train Accuracy: 0.927, Validation Accuracy: 0.943, Loss: 0.063 Epoch 26 Batch 366/538 - Train Accuracy: 0.954, Validation Accuracy: 0.941, Loss: 0.059 Epoch 26 Batch 367/538 - Train Accuracy: 0.954, Validation Accuracy: 0.941, Loss: 0.053 Epoch 26 Batch 368/538 - Train Accuracy: 0.953, Validation Accuracy: 0.943, Loss: 0.054 Epoch 26 Batch 369/538 - Train Accuracy: 0.956, Validation Accuracy: 0.944, Loss: 0.056 Epoch 26 Batch 370/538 - Train Accuracy: 0.938, Validation Accuracy: 0.942, Loss: 0.063 Epoch 26 Batch 371/538 - Train Accuracy: 0.957, Validation Accuracy: 0.945, Loss: 0.056 Epoch 26 Batch 372/538 - Train Accuracy: 0.958, Validation Accuracy: 0.944, Loss: 0.052 Epoch 26 Batch 373/538 - Train Accuracy: 0.936, Validation Accuracy: 0.943, Loss: 0.050 Epoch 26 Batch 374/538 - Train Accuracy: 0.946, Validation Accuracy: 0.943, Loss: 0.049 Epoch 26 Batch 375/538 - Train Accuracy: 0.946, Validation Accuracy: 0.937, Loss: 0.054 Epoch 26 Batch 376/538 - Train Accuracy: 0.941, Validation Accuracy: 0.937, Loss: 0.065 Epoch 26 Batch 377/538 - Train Accuracy: 0.952, Validation Accuracy: 0.937, Loss: 0.059 Epoch 26 Batch 378/538 - Train Accuracy: 0.936, Validation Accuracy: 0.937, Loss: 0.051 Epoch 26 Batch 379/538 - Train Accuracy: 0.948, Validation Accuracy: 0.939, Loss: 0.061 Epoch 26 Batch 380/538 - Train Accuracy: 0.960, Validation Accuracy: 0.943, Loss: 0.048 Epoch 26 Batch 381/538 - Train Accuracy: 0.955, Validation Accuracy: 0.940, Loss: 0.056 Epoch 26 Batch 382/538 - Train Accuracy: 0.922, Validation Accuracy: 0.938, Loss: 0.059 Epoch 26 Batch 383/538 - Train Accuracy: 0.938, Validation Accuracy: 0.938, Loss: 0.055 Epoch 26 Batch 384/538 - Train Accuracy: 0.939, Validation Accuracy: 0.941, Loss: 0.056 Epoch 26 Batch 385/538 - Train Accuracy: 0.951, Validation Accuracy: 0.951, Loss: 0.056 Epoch 26 Batch 386/538 - Train Accuracy: 0.949, Validation Accuracy: 0.943, Loss: 0.061 Epoch 26 Batch 387/538 - Train Accuracy: 0.945, Validation Accuracy: 0.949, Loss: 0.061 Epoch 26 Batch 388/538 - Train Accuracy: 0.939, Validation Accuracy: 0.952, Loss: 0.058 Epoch 26 Batch 389/538 - Train Accuracy: 0.939, Validation Accuracy: 0.948, Loss: 0.065 Epoch 26 Batch 390/538 - Train Accuracy: 0.940, Validation Accuracy: 0.948, Loss: 0.049 Epoch 26 Batch 391/538 - Train Accuracy: 0.945, Validation Accuracy: 0.944, Loss: 0.060 Epoch 26 Batch 392/538 - Train Accuracy: 0.931, Validation Accuracy: 0.942, Loss: 0.061 Epoch 26 Batch 393/538 - Train Accuracy: 0.945, Validation Accuracy: 0.943, Loss: 0.054 Epoch 26 Batch 394/538 - Train Accuracy: 0.938, Validation Accuracy: 0.943, Loss: 0.065 Epoch 26 Batch 395/538 - Train Accuracy: 0.924, Validation Accuracy: 0.945, Loss: 0.069 Epoch 26 Batch 396/538 - Train Accuracy: 0.943, Validation Accuracy: 0.944, Loss: 0.054 Epoch 26 Batch 397/538 - Train Accuracy: 0.944, Validation Accuracy: 0.950, Loss: 0.054 Epoch 26 Batch 398/538 - Train Accuracy: 0.941, Validation Accuracy: 0.955, Loss: 0.060 Epoch 26 Batch 399/538 - Train Accuracy: 0.931, Validation Accuracy: 0.959, Loss: 0.069 Epoch 26 Batch 400/538 - Train Accuracy: 0.955, Validation Accuracy: 0.959, Loss: 0.064 Epoch 26 Batch 401/538 - Train Accuracy: 0.947, Validation Accuracy: 0.959, Loss: 0.059 Epoch 26 Batch 402/538 - Train Accuracy: 0.946, Validation Accuracy: 0.959, Loss: 0.057 Epoch 26 Batch 403/538 - Train Accuracy: 0.949, Validation Accuracy: 0.955, Loss: 0.058 Epoch 26 Batch 404/538 - Train Accuracy: 0.942, Validation Accuracy: 0.952, Loss: 0.062 Epoch 26 Batch 405/538 - Train Accuracy: 0.949, Validation Accuracy: 0.947, Loss: 0.054 Epoch 26 Batch 406/538 - Train Accuracy: 0.947, Validation Accuracy: 0.943, Loss: 0.061 Epoch 26 Batch 407/538 - Train Accuracy: 0.950, Validation Accuracy: 0.948, Loss: 0.066 Epoch 26 Batch 408/538 - Train Accuracy: 0.930, Validation Accuracy: 0.950, Loss: 0.073 Epoch 26 Batch 409/538 - Train Accuracy: 0.925, Validation Accuracy: 0.952, Loss: 0.058 Epoch 26 Batch 410/538 - Train Accuracy: 0.955, Validation Accuracy: 0.945, Loss: 0.056 Epoch 26 Batch 411/538 - Train Accuracy: 0.947, Validation Accuracy: 0.939, Loss: 0.059 Epoch 26 Batch 412/538 - Train Accuracy: 0.946, Validation Accuracy: 0.943, Loss: 0.051 Epoch 26 Batch 413/538 - Train Accuracy: 0.945, Validation Accuracy: 0.942, Loss: 0.053 Epoch 26 Batch 414/538 - Train Accuracy: 0.909, Validation Accuracy: 0.948, Loss: 0.077 Epoch 26 Batch 415/538 - Train Accuracy: 0.925, Validation Accuracy: 0.944, Loss: 0.056 Epoch 26 Batch 416/538 - Train Accuracy: 0.951, Validation Accuracy: 0.951, Loss: 0.062 Epoch 26 Batch 417/538 - Train Accuracy: 0.944, Validation Accuracy: 0.950, Loss: 0.064 Epoch 26 Batch 418/538 - Train Accuracy: 0.946, Validation Accuracy: 0.947, Loss: 0.070 Epoch 26 Batch 419/538 - Train Accuracy: 0.954, Validation Accuracy: 0.943, Loss: 0.051 Epoch 26 Batch 420/538 - Train Accuracy: 0.953, Validation Accuracy: 0.938, Loss: 0.055 Epoch 26 Batch 421/538 - Train Accuracy: 0.939, Validation Accuracy: 0.929, Loss: 0.049 Epoch 26 Batch 422/538 - Train Accuracy: 0.947, Validation Accuracy: 0.926, Loss: 0.060 Epoch 26 Batch 423/538 - Train Accuracy: 0.949, Validation Accuracy: 0.931, Loss: 0.062 Epoch 26 Batch 424/538 - Train Accuracy: 0.933, Validation Accuracy: 0.939, Loss: 0.063 Epoch 26 Batch 425/538 - Train Accuracy: 0.938, Validation Accuracy: 0.948, Loss: 0.071 Epoch 26 Batch 426/538 - Train Accuracy: 0.952, Validation Accuracy: 0.950, Loss: 0.060 Epoch 26 Batch 427/538 - Train Accuracy: 0.928, Validation Accuracy: 0.945, Loss: 0.063 Epoch 26 Batch 428/538 - Train Accuracy: 0.943, Validation Accuracy: 0.943, Loss: 0.055 Epoch 26 Batch 429/538 - Train Accuracy: 0.954, Validation Accuracy: 0.944, Loss: 0.064 Epoch 26 Batch 430/538 - Train Accuracy: 0.922, Validation Accuracy: 0.944, Loss: 0.065 Epoch 26 Batch 431/538 - Train Accuracy: 0.945, Validation Accuracy: 0.942, Loss: 0.049 Epoch 26 Batch 432/538 - Train Accuracy: 0.936, Validation Accuracy: 0.942, Loss: 0.065 Epoch 26 Batch 433/538 - Train Accuracy: 0.939, Validation Accuracy: 0.942, Loss: 0.082 Epoch 26 Batch 434/538 - Train Accuracy: 0.952, Validation Accuracy: 0.939, Loss: 0.061 Epoch 26 Batch 435/538 - Train Accuracy: 0.941, Validation Accuracy: 0.943, Loss: 0.053 Epoch 26 Batch 436/538 - Train Accuracy: 0.940, Validation Accuracy: 0.942, Loss: 0.059 Epoch 26 Batch 437/538 - Train Accuracy: 0.953, Validation Accuracy: 0.940, Loss: 0.058 Epoch 26 Batch 438/538 - Train Accuracy: 0.948, Validation Accuracy: 0.935, Loss: 0.053 Epoch 26 Batch 439/538 - Train Accuracy: 0.957, Validation Accuracy: 0.933, Loss: 0.058 Epoch 26 Batch 440/538 - Train Accuracy: 0.954, Validation Accuracy: 0.935, Loss: 0.058 Epoch 26 Batch 441/538 - Train Accuracy: 0.932, Validation Accuracy: 0.929, Loss: 0.071 Epoch 26 Batch 442/538 - Train Accuracy: 0.948, Validation Accuracy: 0.930, Loss: 0.047 Epoch 26 Batch 443/538 - Train Accuracy: 0.937, Validation Accuracy: 0.932, Loss: 0.063 Epoch 26 Batch 444/538 - Train Accuracy: 0.943, Validation Accuracy: 0.930, Loss: 0.056 Epoch 26 Batch 445/538 - Train Accuracy: 0.950, Validation Accuracy: 0.937, Loss: 0.054 Epoch 26 Batch 446/538 - Train Accuracy: 0.951, Validation Accuracy: 0.938, Loss: 0.052 Epoch 26 Batch 447/538 - Train Accuracy: 0.915, Validation Accuracy: 0.935, Loss: 0.059 Epoch 26 Batch 448/538 - Train Accuracy: 0.940, Validation Accuracy: 0.943, Loss: 0.056 Epoch 26 Batch 449/538 - Train Accuracy: 0.951, Validation Accuracy: 0.943, Loss: 0.059 Epoch 26 Batch 450/538 - Train Accuracy: 0.928, Validation Accuracy: 0.941, Loss: 0.068 Epoch 26 Batch 451/538 - Train Accuracy: 0.921, Validation Accuracy: 0.942, Loss: 0.059 Epoch 26 Batch 452/538 - Train Accuracy: 0.936, Validation Accuracy: 0.943, Loss: 0.057 Epoch 26 Batch 453/538 - Train Accuracy: 0.943, Validation Accuracy: 0.938, Loss: 0.063 Epoch 26 Batch 454/538 - Train Accuracy: 0.941, Validation Accuracy: 0.935, Loss: 0.058 Epoch 26 Batch 455/538 - Train Accuracy: 0.943, Validation Accuracy: 0.932, Loss: 0.061 Epoch 26 Batch 456/538 - Train Accuracy: 0.946, Validation Accuracy: 0.930, Loss: 0.085 Epoch 26 Batch 457/538 - Train Accuracy: 0.945, Validation Accuracy: 0.930, Loss: 0.057 Epoch 26 Batch 458/538 - Train Accuracy: 0.942, Validation Accuracy: 0.923, Loss: 0.058 Epoch 26 Batch 459/538 - Train Accuracy: 0.952, Validation Accuracy: 0.937, Loss: 0.053 Epoch 26 Batch 460/538 - Train Accuracy: 0.940, Validation Accuracy: 0.942, Loss: 0.066 Epoch 26 Batch 461/538 - Train Accuracy: 0.955, Validation Accuracy: 0.942, Loss: 0.064 Epoch 26 Batch 462/538 - Train Accuracy: 0.933, Validation Accuracy: 0.944, Loss: 0.063 Epoch 26 Batch 463/538 - Train Accuracy: 0.919, Validation Accuracy: 0.944, Loss: 0.070 Epoch 26 Batch 464/538 - Train Accuracy: 0.945, Validation Accuracy: 0.946, Loss: 0.054 Epoch 26 Batch 465/538 - Train Accuracy: 0.946, Validation Accuracy: 0.951, Loss: 0.057 Epoch 26 Batch 466/538 - Train Accuracy: 0.937, Validation Accuracy: 0.948, Loss: 0.055 Epoch 26 Batch 467/538 - Train Accuracy: 0.947, Validation Accuracy: 0.946, Loss: 0.062 Epoch 26 Batch 468/538 - Train Accuracy: 0.943, Validation Accuracy: 0.943, Loss: 0.074 Epoch 26 Batch 469/538 - Train Accuracy: 0.949, Validation Accuracy: 0.941, Loss: 0.060 Epoch 26 Batch 470/538 - Train Accuracy: 0.944, Validation Accuracy: 0.938, Loss: 0.053 Epoch 26 Batch 471/538 - Train Accuracy: 0.959, Validation Accuracy: 0.939, Loss: 0.049 Epoch 26 Batch 472/538 - Train Accuracy: 0.978, Validation Accuracy: 0.943, Loss: 0.043 Epoch 26 Batch 473/538 - Train Accuracy: 0.935, Validation Accuracy: 0.949, Loss: 0.064 Epoch 26 Batch 474/538 - Train Accuracy: 0.949, Validation Accuracy: 0.949, Loss: 0.050 Epoch 26 Batch 475/538 - Train Accuracy: 0.930, Validation Accuracy: 0.949, Loss: 0.058 Epoch 26 Batch 476/538 - Train Accuracy: 0.955, Validation Accuracy: 0.949, Loss: 0.055 Epoch 26 Batch 477/538 - Train Accuracy: 0.950, Validation Accuracy: 0.943, Loss: 0.060 Epoch 26 Batch 478/538 - Train Accuracy: 0.954, Validation Accuracy: 0.946, Loss: 0.047 Epoch 26 Batch 479/538 - Train Accuracy: 0.952, Validation Accuracy: 0.943, Loss: 0.056 Epoch 26 Batch 480/538 - Train Accuracy: 0.955, Validation Accuracy: 0.940, Loss: 0.060 Epoch 26 Batch 481/538 - Train Accuracy: 0.954, Validation Accuracy: 0.942, Loss: 0.063 Epoch 26 Batch 482/538 - Train Accuracy: 0.934, Validation Accuracy: 0.944, Loss: 0.055 Epoch 26 Batch 483/538 - Train Accuracy: 0.941, Validation Accuracy: 0.945, Loss: 0.065 Epoch 26 Batch 484/538 - Train Accuracy: 0.951, Validation Accuracy: 0.945, Loss: 0.070 Epoch 26 Batch 485/538 - Train Accuracy: 0.939, Validation Accuracy: 0.945, Loss: 0.061 Epoch 26 Batch 486/538 - Train Accuracy: 0.951, Validation Accuracy: 0.942, Loss: 0.054 Epoch 26 Batch 487/538 - Train Accuracy: 0.956, Validation Accuracy: 0.940, Loss: 0.052 Epoch 26 Batch 488/538 - Train Accuracy: 0.960, Validation Accuracy: 0.940, Loss: 0.050 Epoch 26 Batch 489/538 - Train Accuracy: 0.932, Validation Accuracy: 0.942, Loss: 0.065 Epoch 26 Batch 490/538 - Train Accuracy: 0.937, Validation Accuracy: 0.944, Loss: 0.055 Epoch 26 Batch 491/538 - Train Accuracy: 0.933, Validation Accuracy: 0.946, Loss: 0.059 Epoch 26 Batch 492/538 - Train Accuracy: 0.946, Validation Accuracy: 0.939, Loss: 0.052 Epoch 26 Batch 493/538 - Train Accuracy: 0.937, Validation Accuracy: 0.946, Loss: 0.060 Epoch 26 Batch 494/538 - Train Accuracy: 0.942, Validation Accuracy: 0.939, Loss: 0.066 Epoch 26 Batch 495/538 - Train Accuracy: 0.948, Validation Accuracy: 0.941, Loss: 0.069 Epoch 26 Batch 496/538 - Train Accuracy: 0.950, Validation Accuracy: 0.944, Loss: 0.054 Epoch 26 Batch 497/538 - Train Accuracy: 0.954, Validation Accuracy: 0.942, Loss: 0.060 Epoch 26 Batch 498/538 - Train Accuracy: 0.946, Validation Accuracy: 0.940, Loss: 0.057 Epoch 26 Batch 499/538 - Train Accuracy: 0.931, Validation Accuracy: 0.942, Loss: 0.057 Epoch 26 Batch 500/538 - Train Accuracy: 0.970, Validation Accuracy: 0.942, Loss: 0.040 Epoch 26 Batch 501/538 - Train Accuracy: 0.950, Validation Accuracy: 0.942, Loss: 0.062 Epoch 26 Batch 502/538 - Train Accuracy: 0.946, Validation Accuracy: 0.942, Loss: 0.049 Epoch 26 Batch 503/538 - Train Accuracy: 0.948, Validation Accuracy: 0.939, Loss: 0.061 Epoch 26 Batch 504/538 - Train Accuracy: 0.961, Validation Accuracy: 0.941, Loss: 0.052 Epoch 26 Batch 505/538 - Train Accuracy: 0.953, Validation Accuracy: 0.941, Loss: 0.050 Epoch 26 Batch 506/538 - Train Accuracy: 0.946, Validation Accuracy: 0.950, Loss: 0.054 Epoch 26 Batch 507/538 - Train Accuracy: 0.934, Validation Accuracy: 0.947, Loss: 0.067 Epoch 26 Batch 508/538 - Train Accuracy: 0.941, Validation Accuracy: 0.945, Loss: 0.053 Epoch 26 Batch 509/538 - Train Accuracy: 0.954, Validation Accuracy: 0.946, Loss: 0.059 Epoch 26 Batch 510/538 - Train Accuracy: 0.939, Validation Accuracy: 0.941, Loss: 0.057 Epoch 26 Batch 511/538 - Train Accuracy: 0.941, Validation Accuracy: 0.942, Loss: 0.060 Epoch 26 Batch 512/538 - Train Accuracy: 0.944, Validation Accuracy: 0.944, Loss: 0.062 Epoch 26 Batch 513/538 - Train Accuracy: 0.935, Validation Accuracy: 0.944, Loss: 0.060 Epoch 26 Batch 514/538 - Train Accuracy: 0.948, Validation Accuracy: 0.942, Loss: 0.060 Epoch 26 Batch 515/538 - Train Accuracy: 0.934, Validation Accuracy: 0.938, Loss: 0.072 Epoch 26 Batch 516/538 - Train Accuracy: 0.941, Validation Accuracy: 0.944, Loss: 0.055 Epoch 26 Batch 517/538 - Train Accuracy: 0.946, Validation Accuracy: 0.944, Loss: 0.056 Epoch 26 Batch 518/538 - Train Accuracy: 0.928, Validation Accuracy: 0.944, Loss: 0.066 Epoch 26 Batch 519/538 - Train Accuracy: 0.948, Validation Accuracy: 0.948, Loss: 0.052 Epoch 26 Batch 520/538 - Train Accuracy: 0.946, Validation Accuracy: 0.949, Loss: 0.056 Epoch 26 Batch 521/538 - Train Accuracy: 0.931, Validation Accuracy: 0.958, Loss: 0.070 Epoch 26 Batch 522/538 - Train Accuracy: 0.942, Validation Accuracy: 0.956, Loss: 0.051 Epoch 26 Batch 523/538 - Train Accuracy: 0.926, Validation Accuracy: 0.958, Loss: 0.062 Epoch 26 Batch 524/538 - Train Accuracy: 0.941, Validation Accuracy: 0.958, Loss: 0.056 Epoch 26 Batch 525/538 - Train Accuracy: 0.939, Validation Accuracy: 0.956, Loss: 0.061 Epoch 26 Batch 526/538 - Train Accuracy: 0.942, Validation Accuracy: 0.950, Loss: 0.053 Epoch 26 Batch 527/538 - Train Accuracy: 0.934, Validation Accuracy: 0.938, Loss: 0.064 Epoch 26 Batch 528/538 - Train Accuracy: 0.941, Validation Accuracy: 0.936, Loss: 0.063 Epoch 26 Batch 529/538 - Train Accuracy: 0.923, Validation Accuracy: 0.938, Loss: 0.066 Epoch 26 Batch 530/538 - Train Accuracy: 0.933, Validation Accuracy: 0.938, Loss: 0.064 Epoch 26 Batch 531/538 - Train Accuracy: 0.951, Validation Accuracy: 0.939, Loss: 0.061 Epoch 26 Batch 532/538 - Train Accuracy: 0.936, Validation Accuracy: 0.946, Loss: 0.051 Epoch 26 Batch 533/538 - Train Accuracy: 0.945, Validation Accuracy: 0.949, Loss: 0.052 Epoch 26 Batch 534/538 - Train Accuracy: 0.946, Validation Accuracy: 0.949, Loss: 0.044 Epoch 26 Batch 535/538 - Train Accuracy: 0.945, Validation Accuracy: 0.948, Loss: 0.054 Epoch 26 Batch 536/538 - Train Accuracy: 0.943, Validation Accuracy: 0.948, Loss: 0.061 Epoch 27 Batch 0/538 - Train Accuracy: 0.968, Validation Accuracy: 0.948, Loss: 0.052 Epoch 27 Batch 1/538 - Train Accuracy: 0.960, Validation Accuracy: 0.945, Loss: 0.060 Epoch 27 Batch 2/538 - Train Accuracy: 0.945, Validation Accuracy: 0.945, Loss: 0.070 Epoch 27 Batch 3/538 - Train Accuracy: 0.942, Validation Accuracy: 0.944, Loss: 0.054 Epoch 27 Batch 4/538 - Train Accuracy: 0.947, Validation Accuracy: 0.939, Loss: 0.060 Epoch 27 Batch 5/538 - Train Accuracy: 0.944, Validation Accuracy: 0.937, Loss: 0.063 Epoch 27 Batch 6/538 - Train Accuracy: 0.938, Validation Accuracy: 0.935, Loss: 0.059 Epoch 27 Batch 7/538 - Train Accuracy: 0.958, Validation Accuracy: 0.936, Loss: 0.063 Epoch 27 Batch 8/538 - Train Accuracy: 0.937, Validation Accuracy: 0.941, Loss: 0.057 Epoch 27 Batch 9/538 - Train Accuracy: 0.934, Validation Accuracy: 0.943, Loss: 0.047 Epoch 27 Batch 10/538 - Train Accuracy: 0.937, Validation Accuracy: 0.942, Loss: 0.063 Epoch 27 Batch 11/538 - Train Accuracy: 0.945, Validation Accuracy: 0.942, Loss: 0.058 Epoch 27 Batch 12/538 - Train Accuracy: 0.946, Validation Accuracy: 0.945, Loss: 0.065 Epoch 27 Batch 13/538 - Train Accuracy: 0.959, Validation Accuracy: 0.942, Loss: 0.053 Epoch 27 Batch 14/538 - Train Accuracy: 0.941, Validation Accuracy: 0.941, Loss: 0.059 Epoch 27 Batch 15/538 - Train Accuracy: 0.952, Validation Accuracy: 0.937, Loss: 0.055 Epoch 27 Batch 16/538 - Train Accuracy: 0.936, Validation Accuracy: 0.939, Loss: 0.054 Epoch 27 Batch 17/538 - Train Accuracy: 0.952, Validation Accuracy: 0.941, Loss: 0.062 Epoch 27 Batch 18/538 - Train Accuracy: 0.954, Validation Accuracy: 0.943, Loss: 0.061 Epoch 27 Batch 19/538 - Train Accuracy: 0.937, Validation Accuracy: 0.947, Loss: 0.059 Epoch 27 Batch 20/538 - Train Accuracy: 0.947, Validation Accuracy: 0.949, Loss: 0.056 Epoch 27 Batch 21/538 - Train Accuracy: 0.964, Validation Accuracy: 0.949, Loss: 0.044 Epoch 27 Batch 22/538 - Train Accuracy: 0.932, Validation Accuracy: 0.949, Loss: 0.061 Epoch 27 Batch 23/538 - Train Accuracy: 0.934, Validation Accuracy: 0.952, Loss: 0.074 Epoch 27 Batch 24/538 - Train Accuracy: 0.950, Validation Accuracy: 0.952, Loss: 0.066 Epoch 27 Batch 25/538 - Train Accuracy: 0.931, Validation Accuracy: 0.943, Loss: 0.064 Epoch 27 Batch 26/538 - Train Accuracy: 0.950, Validation Accuracy: 0.943, Loss: 0.062 Epoch 27 Batch 27/538 - Train Accuracy: 0.956, Validation Accuracy: 0.938, Loss: 0.046 Epoch 27 Batch 28/538 - Train Accuracy: 0.932, Validation Accuracy: 0.939, Loss: 0.059 Epoch 27 Batch 29/538 - Train Accuracy: 0.954, Validation Accuracy: 0.943, Loss: 0.048 Epoch 27 Batch 30/538 - Train Accuracy: 0.949, Validation Accuracy: 0.947, Loss: 0.060 Epoch 27 Batch 31/538 - Train Accuracy: 0.961, Validation Accuracy: 0.943, Loss: 0.050 Epoch 27 Batch 32/538 - Train Accuracy: 0.942, Validation Accuracy: 0.947, Loss: 0.054 Epoch 27 Batch 33/538 - Train Accuracy: 0.948, Validation Accuracy: 0.944, Loss: 0.061 Epoch 27 Batch 34/538 - Train Accuracy: 0.938, Validation Accuracy: 0.939, Loss: 0.064 Epoch 27 Batch 35/538 - Train Accuracy: 0.944, Validation Accuracy: 0.943, Loss: 0.046 Epoch 27 Batch 36/538 - Train Accuracy: 0.942, Validation Accuracy: 0.951, Loss: 0.054 Epoch 27 Batch 37/538 - Train Accuracy: 0.943, Validation Accuracy: 0.937, Loss: 0.060 Epoch 27 Batch 38/538 - Train Accuracy: 0.932, Validation Accuracy: 0.936, Loss: 0.056 Epoch 27 Batch 39/538 - Train Accuracy: 0.945, Validation Accuracy: 0.936, Loss: 0.056 Epoch 27 Batch 40/538 - Train Accuracy: 0.952, Validation Accuracy: 0.937, Loss: 0.050 Epoch 27 Batch 41/538 - Train Accuracy: 0.952, Validation Accuracy: 0.945, Loss: 0.053 Epoch 27 Batch 42/538 - Train Accuracy: 0.938, Validation Accuracy: 0.942, Loss: 0.055 Epoch 27 Batch 43/538 - Train Accuracy: 0.928, Validation Accuracy: 0.943, Loss: 0.064 Epoch 27 Batch 44/538 - Train Accuracy: 0.935, Validation Accuracy: 0.945, Loss: 0.054 Epoch 27 Batch 45/538 - Train Accuracy: 0.956, Validation Accuracy: 0.941, Loss: 0.055 Epoch 27 Batch 46/538 - Train Accuracy: 0.951, Validation Accuracy: 0.943, Loss: 0.049 Epoch 27 Batch 47/538 - Train Accuracy: 0.943, Validation Accuracy: 0.943, Loss: 0.070 Epoch 27 Batch 48/538 - Train Accuracy: 0.946, Validation Accuracy: 0.942, Loss: 0.061 Epoch 27 Batch 49/538 - Train Accuracy: 0.947, Validation Accuracy: 0.947, Loss: 0.054 Epoch 27 Batch 50/538 - Train Accuracy: 0.953, Validation Accuracy: 0.947, Loss: 0.050 Epoch 27 Batch 51/538 - Train Accuracy: 0.950, Validation Accuracy: 0.936, Loss: 0.067 Epoch 27 Batch 52/538 - Train Accuracy: 0.927, Validation Accuracy: 0.935, Loss: 0.060 Epoch 27 Batch 53/538 - Train Accuracy: 0.920, Validation Accuracy: 0.938, Loss: 0.066 Epoch 27 Batch 54/538 - Train Accuracy: 0.956, Validation Accuracy: 0.939, Loss: 0.051 Epoch 27 Batch 55/538 - Train Accuracy: 0.942, Validation Accuracy: 0.939, Loss: 0.059 Epoch 27 Batch 56/538 - Train Accuracy: 0.949, Validation Accuracy: 0.941, Loss: 0.048 Epoch 27 Batch 57/538 - Train Accuracy: 0.929, Validation Accuracy: 0.947, Loss: 0.064 Epoch 27 Batch 58/538 - Train Accuracy: 0.925, Validation Accuracy: 0.947, Loss: 0.059 Epoch 27 Batch 59/538 - Train Accuracy: 0.934, Validation Accuracy: 0.950, Loss: 0.061 Epoch 27 Batch 60/538 - Train Accuracy: 0.950, Validation Accuracy: 0.950, Loss: 0.053 Epoch 27 Batch 61/538 - Train Accuracy: 0.932, Validation Accuracy: 0.951, Loss: 0.058 Epoch 27 Batch 62/538 - Train Accuracy: 0.939, Validation Accuracy: 0.952, Loss: 0.064 Epoch 27 Batch 63/538 - Train Accuracy: 0.960, Validation Accuracy: 0.946, Loss: 0.051 Epoch 27 Batch 64/538 - Train Accuracy: 0.935, Validation Accuracy: 0.942, Loss: 0.057 Epoch 27 Batch 65/538 - Train Accuracy: 0.936, Validation Accuracy: 0.938, Loss: 0.059 Epoch 27 Batch 66/538 - Train Accuracy: 0.962, Validation Accuracy: 0.935, Loss: 0.046 Epoch 27 Batch 67/538 - Train Accuracy: 0.950, Validation Accuracy: 0.935, Loss: 0.056 Epoch 27 Batch 68/538 - Train Accuracy: 0.937, Validation Accuracy: 0.939, Loss: 0.051 Epoch 27 Batch 69/538 - Train Accuracy: 0.941, Validation Accuracy: 0.941, Loss: 0.051 Epoch 27 Batch 70/538 - Train Accuracy: 0.951, Validation Accuracy: 0.946, Loss: 0.060 Epoch 27 Batch 71/538 - Train Accuracy: 0.951, Validation Accuracy: 0.953, Loss: 0.065 Epoch 27 Batch 72/538 - Train Accuracy: 0.950, Validation Accuracy: 0.950, Loss: 0.073 Epoch 27 Batch 73/538 - Train Accuracy: 0.942, Validation Accuracy: 0.949, Loss: 0.059 Epoch 27 Batch 74/538 - Train Accuracy: 0.948, Validation Accuracy: 0.955, Loss: 0.063 Epoch 27 Batch 75/538 - Train Accuracy: 0.937, Validation Accuracy: 0.952, Loss: 0.062 Epoch 27 Batch 76/538 - Train Accuracy: 0.942, Validation Accuracy: 0.949, Loss: 0.058 Epoch 27 Batch 77/538 - Train Accuracy: 0.936, Validation Accuracy: 0.950, Loss: 0.048 Epoch 27 Batch 78/538 - Train Accuracy: 0.929, Validation Accuracy: 0.945, Loss: 0.061 Epoch 27 Batch 79/538 - Train Accuracy: 0.939, Validation Accuracy: 0.945, Loss: 0.050 Epoch 27 Batch 80/538 - Train Accuracy: 0.948, Validation Accuracy: 0.947, Loss: 0.059 Epoch 27 Batch 81/538 - Train Accuracy: 0.940, Validation Accuracy: 0.948, Loss: 0.058 Epoch 27 Batch 82/538 - Train Accuracy: 0.940, Validation Accuracy: 0.951, Loss: 0.064 Epoch 27 Batch 83/538 - Train Accuracy: 0.947, Validation Accuracy: 0.946, Loss: 0.055 Epoch 27 Batch 84/538 - Train Accuracy: 0.929, Validation Accuracy: 0.938, Loss: 0.061 Epoch 27 Batch 85/538 - Train Accuracy: 0.947, Validation Accuracy: 0.936, Loss: 0.050 Epoch 27 Batch 86/538 - Train Accuracy: 0.948, Validation Accuracy: 0.930, Loss: 0.054 Epoch 27 Batch 87/538 - Train Accuracy: 0.930, Validation Accuracy: 0.925, Loss: 0.058 Epoch 27 Batch 88/538 - Train Accuracy: 0.958, Validation Accuracy: 0.929, Loss: 0.059 Epoch 27 Batch 89/538 - Train Accuracy: 0.940, Validation Accuracy: 0.929, Loss: 0.055 Epoch 27 Batch 90/538 - Train Accuracy: 0.949, Validation Accuracy: 0.930, Loss: 0.061 Epoch 27 Batch 91/538 - Train Accuracy: 0.943, Validation Accuracy: 0.931, Loss: 0.054 Epoch 27 Batch 92/538 - Train Accuracy: 0.941, Validation Accuracy: 0.939, Loss: 0.063 Epoch 27 Batch 93/538 - Train Accuracy: 0.944, Validation Accuracy: 0.944, Loss: 0.054 Epoch 27 Batch 94/538 - Train Accuracy: 0.942, Validation Accuracy: 0.939, Loss: 0.055 Epoch 27 Batch 95/538 - Train Accuracy: 0.946, Validation Accuracy: 0.941, Loss: 0.054 Epoch 27 Batch 96/538 - Train Accuracy: 0.960, Validation Accuracy: 0.931, Loss: 0.050 Epoch 27 Batch 97/538 - Train Accuracy: 0.945, Validation Accuracy: 0.932, Loss: 0.046 Epoch 27 Batch 98/538 - Train Accuracy: 0.949, Validation Accuracy: 0.927, Loss: 0.055 Epoch 27 Batch 99/538 - Train Accuracy: 0.964, Validation Accuracy: 0.934, Loss: 0.057 Epoch 27 Batch 100/538 - Train Accuracy: 0.953, Validation Accuracy: 0.941, Loss: 0.047 Epoch 27 Batch 101/538 - Train Accuracy: 0.944, Validation Accuracy: 0.948, Loss: 0.063 Epoch 27 Batch 102/538 - Train Accuracy: 0.940, Validation Accuracy: 0.948, Loss: 0.067 Epoch 27 Batch 103/538 - Train Accuracy: 0.938, Validation Accuracy: 0.947, Loss: 0.054 Epoch 27 Batch 104/538 - Train Accuracy: 0.940, Validation Accuracy: 0.952, Loss: 0.060 Epoch 27 Batch 105/538 - Train Accuracy: 0.943, Validation Accuracy: 0.953, Loss: 0.050 Epoch 27 Batch 106/538 - Train Accuracy: 0.945, Validation Accuracy: 0.950, Loss: 0.054 Epoch 27 Batch 107/538 - Train Accuracy: 0.929, Validation Accuracy: 0.947, Loss: 0.061 Epoch 27 Batch 108/538 - Train Accuracy: 0.954, Validation Accuracy: 0.939, Loss: 0.054 Epoch 27 Batch 109/538 - Train Accuracy: 0.961, Validation Accuracy: 0.939, Loss: 0.046 Epoch 27 Batch 110/538 - Train Accuracy: 0.948, Validation Accuracy: 0.947, Loss: 0.055 Epoch 27 Batch 111/538 - Train Accuracy: 0.953, Validation Accuracy: 0.948, Loss: 0.053 Epoch 27 Batch 112/538 - Train Accuracy: 0.937, Validation Accuracy: 0.950, Loss: 0.067 Epoch 27 Batch 113/538 - Train Accuracy: 0.918, Validation Accuracy: 0.953, Loss: 0.070 Epoch 27 Batch 114/538 - Train Accuracy: 0.949, Validation Accuracy: 0.953, Loss: 0.051 Epoch 27 Batch 115/538 - Train Accuracy: 0.946, Validation Accuracy: 0.953, Loss: 0.063 Epoch 27 Batch 116/538 - Train Accuracy: 0.947, Validation Accuracy: 0.952, Loss: 0.068 Epoch 27 Batch 117/538 - Train Accuracy: 0.954, Validation Accuracy: 0.949, Loss: 0.062 Epoch 27 Batch 118/538 - Train Accuracy: 0.958, Validation Accuracy: 0.945, Loss: 0.050 Epoch 27 Batch 119/538 - Train Accuracy: 0.960, Validation Accuracy: 0.948, Loss: 0.045 Epoch 27 Batch 120/538 - Train Accuracy: 0.948, Validation Accuracy: 0.945, Loss: 0.047 Epoch 27 Batch 121/538 - Train Accuracy: 0.936, Validation Accuracy: 0.945, Loss: 0.061 Epoch 27 Batch 122/538 - Train Accuracy: 0.944, Validation Accuracy: 0.945, Loss: 0.051 Epoch 27 Batch 123/538 - Train Accuracy: 0.935, Validation Accuracy: 0.949, Loss: 0.056 Epoch 27 Batch 124/538 - Train Accuracy: 0.943, Validation Accuracy: 0.945, Loss: 0.053 Epoch 27 Batch 125/538 - Train Accuracy: 0.948, Validation Accuracy: 0.947, Loss: 0.063 Epoch 27 Batch 126/538 - Train Accuracy: 0.933, Validation Accuracy: 0.946, Loss: 0.061 Epoch 27 Batch 127/538 - Train Accuracy: 0.923, Validation Accuracy: 0.943, Loss: 0.071 Epoch 27 Batch 128/538 - Train Accuracy: 0.946, Validation Accuracy: 0.947, Loss: 0.056 Epoch 27 Batch 129/538 - Train Accuracy: 0.955, Validation Accuracy: 0.947, Loss: 0.042 Epoch 27 Batch 130/538 - Train Accuracy: 0.945, Validation Accuracy: 0.950, Loss: 0.052 Epoch 27 Batch 131/538 - Train Accuracy: 0.957, Validation Accuracy: 0.951, Loss: 0.047 Epoch 27 Batch 132/538 - Train Accuracy: 0.931, Validation Accuracy: 0.944, Loss: 0.060 Epoch 27 Batch 133/538 - Train Accuracy: 0.940, Validation Accuracy: 0.945, Loss: 0.061 Epoch 27 Batch 134/538 - Train Accuracy: 0.931, Validation Accuracy: 0.940, Loss: 0.073 Epoch 27 Batch 135/538 - Train Accuracy: 0.942, Validation Accuracy: 0.939, Loss: 0.076 Epoch 27 Batch 136/538 - Train Accuracy: 0.949, Validation Accuracy: 0.935, Loss: 0.054 Epoch 27 Batch 137/538 - Train Accuracy: 0.951, Validation Accuracy: 0.930, Loss: 0.070 Epoch 27 Batch 138/538 - Train Accuracy: 0.946, Validation Accuracy: 0.934, Loss: 0.058 Epoch 27 Batch 139/538 - Train Accuracy: 0.938, Validation Accuracy: 0.937, Loss: 0.068 Epoch 27 Batch 140/538 - Train Accuracy: 0.920, Validation Accuracy: 0.942, Loss: 0.070 Epoch 27 Batch 141/538 - Train Accuracy: 0.955, Validation Accuracy: 0.948, Loss: 0.060 Epoch 27 Batch 142/538 - Train Accuracy: 0.951, Validation Accuracy: 0.952, Loss: 0.059 Epoch 27 Batch 143/538 - Train Accuracy: 0.955, Validation Accuracy: 0.952, Loss: 0.059 Epoch 27 Batch 144/538 - Train Accuracy: 0.946, Validation Accuracy: 0.951, Loss: 0.063 Epoch 27 Batch 145/538 - Train Accuracy: 0.939, Validation Accuracy: 0.953, Loss: 0.074 Epoch 27 Batch 146/538 - Train Accuracy: 0.950, Validation Accuracy: 0.946, Loss: 0.057 Epoch 27 Batch 147/538 - Train Accuracy: 0.945, Validation Accuracy: 0.940, Loss: 0.054 Epoch 27 Batch 148/538 - Train Accuracy: 0.935, Validation Accuracy: 0.938, Loss: 0.060 Epoch 27 Batch 149/538 - Train Accuracy: 0.948, Validation Accuracy: 0.940, Loss: 0.053 Epoch 27 Batch 150/538 - Train Accuracy: 0.964, Validation Accuracy: 0.945, Loss: 0.057 Epoch 27 Batch 151/538 - Train Accuracy: 0.946, Validation Accuracy: 0.943, Loss: 0.063 Epoch 27 Batch 152/538 - Train Accuracy: 0.938, Validation Accuracy: 0.947, Loss: 0.063 Epoch 27 Batch 153/538 - Train Accuracy: 0.937, Validation Accuracy: 0.947, Loss: 0.056 Epoch 27 Batch 154/538 - Train Accuracy: 0.941, Validation Accuracy: 0.947, Loss: 0.050 Epoch 27 Batch 155/538 - Train Accuracy: 0.936, Validation Accuracy: 0.949, Loss: 0.069 Epoch 27 Batch 156/538 - Train Accuracy: 0.951, Validation Accuracy: 0.946, Loss: 0.059 Epoch 27 Batch 157/538 - Train Accuracy: 0.950, Validation Accuracy: 0.941, Loss: 0.058 Epoch 27 Batch 158/538 - Train Accuracy: 0.951, Validation Accuracy: 0.945, Loss: 0.058 Epoch 27 Batch 159/538 - Train Accuracy: 0.943, Validation Accuracy: 0.941, Loss: 0.060 Epoch 27 Batch 160/538 - Train Accuracy: 0.915, Validation Accuracy: 0.939, Loss: 0.052 Epoch 27 Batch 161/538 - Train Accuracy: 0.948, Validation Accuracy: 0.933, Loss: 0.065 Epoch 27 Batch 162/538 - Train Accuracy: 0.953, Validation Accuracy: 0.935, Loss: 0.059 Epoch 27 Batch 163/538 - Train Accuracy: 0.943, Validation Accuracy: 0.938, Loss: 0.064 Epoch 27 Batch 164/538 - Train Accuracy: 0.926, Validation Accuracy: 0.945, Loss: 0.060 Epoch 27 Batch 165/538 - Train Accuracy: 0.945, Validation Accuracy: 0.943, Loss: 0.052 Epoch 27 Batch 166/538 - Train Accuracy: 0.961, Validation Accuracy: 0.947, Loss: 0.053 Epoch 27 Batch 167/538 - Train Accuracy: 0.950, Validation Accuracy: 0.948, Loss: 0.081 Epoch 27 Batch 168/538 - Train Accuracy: 0.920, Validation Accuracy: 0.948, Loss: 0.066 Epoch 27 Batch 169/538 - Train Accuracy: 0.954, Validation Accuracy: 0.950, Loss: 0.057 Epoch 27 Batch 170/538 - Train Accuracy: 0.940, Validation Accuracy: 0.947, Loss: 0.059 Epoch 27 Batch 171/538 - Train Accuracy: 0.935, Validation Accuracy: 0.948, Loss: 0.064 Epoch 27 Batch 172/538 - Train Accuracy: 0.952, Validation Accuracy: 0.948, Loss: 0.050 Epoch 27 Batch 173/538 - Train Accuracy: 0.961, Validation Accuracy: 0.948, Loss: 0.050 Epoch 27 Batch 174/538 - Train Accuracy: 0.946, Validation Accuracy: 0.951, Loss: 0.052 Epoch 27 Batch 175/538 - Train Accuracy: 0.945, Validation Accuracy: 0.952, Loss: 0.053 Epoch 27 Batch 176/538 - Train Accuracy: 0.940, Validation Accuracy: 0.945, Loss: 0.061 Epoch 27 Batch 177/538 - Train Accuracy: 0.952, Validation Accuracy: 0.941, Loss: 0.058 Epoch 27 Batch 178/538 - Train Accuracy: 0.927, Validation Accuracy: 0.943, Loss: 0.057 Epoch 27 Batch 179/538 - Train Accuracy: 0.957, Validation Accuracy: 0.948, Loss: 0.049 Epoch 27 Batch 180/538 - Train Accuracy: 0.943, Validation Accuracy: 0.944, Loss: 0.062 Epoch 27 Batch 181/538 - Train Accuracy: 0.928, Validation Accuracy: 0.945, Loss: 0.065 Epoch 27 Batch 182/538 - Train Accuracy: 0.948, Validation Accuracy: 0.951, Loss: 0.049 Epoch 27 Batch 183/538 - Train Accuracy: 0.953, Validation Accuracy: 0.951, Loss: 0.046 Epoch 27 Batch 184/538 - Train Accuracy: 0.953, Validation Accuracy: 0.950, Loss: 0.060 Epoch 27 Batch 185/538 - Train Accuracy: 0.968, Validation Accuracy: 0.949, Loss: 0.045 Epoch 27 Batch 186/538 - Train Accuracy: 0.939, Validation Accuracy: 0.948, Loss: 0.056 Epoch 27 Batch 187/538 - Train Accuracy: 0.945, Validation Accuracy: 0.943, Loss: 0.060 Epoch 27 Batch 188/538 - Train Accuracy: 0.934, Validation Accuracy: 0.939, Loss: 0.052 Epoch 27 Batch 189/538 - Train Accuracy: 0.938, Validation Accuracy: 0.936, Loss: 0.067 Epoch 27 Batch 190/538 - Train Accuracy: 0.926, Validation Accuracy: 0.938, Loss: 0.074 Epoch 27 Batch 191/538 - Train Accuracy: 0.952, Validation Accuracy: 0.942, Loss: 0.055 Epoch 27 Batch 192/538 - Train Accuracy: 0.949, Validation Accuracy: 0.944, Loss: 0.051 Epoch 27 Batch 193/538 - Train Accuracy: 0.948, Validation Accuracy: 0.945, Loss: 0.051 Epoch 27 Batch 194/538 - Train Accuracy: 0.920, Validation Accuracy: 0.949, Loss: 0.064 Epoch 27 Batch 195/538 - Train Accuracy: 0.948, Validation Accuracy: 0.942, Loss: 0.057 Epoch 27 Batch 196/538 - Train Accuracy: 0.932, Validation Accuracy: 0.944, Loss: 0.057 Epoch 27 Batch 197/538 - Train Accuracy: 0.948, Validation Accuracy: 0.945, Loss: 0.057 Epoch 27 Batch 198/538 - Train Accuracy: 0.949, Validation Accuracy: 0.945, Loss: 0.060 Epoch 27 Batch 199/538 - Train Accuracy: 0.936, Validation Accuracy: 0.949, Loss: 0.059 Epoch 27 Batch 200/538 - Train Accuracy: 0.967, Validation Accuracy: 0.943, Loss: 0.047 Epoch 27 Batch 201/538 - Train Accuracy: 0.950, Validation Accuracy: 0.940, Loss: 0.064 Epoch 27 Batch 202/538 - Train Accuracy: 0.949, Validation Accuracy: 0.939, Loss: 0.055 Epoch 27 Batch 203/538 - Train Accuracy: 0.948, Validation Accuracy: 0.938, Loss: 0.061 Epoch 27 Batch 204/538 - Train Accuracy: 0.941, Validation Accuracy: 0.942, Loss: 0.066 Epoch 27 Batch 205/538 - Train Accuracy: 0.941, Validation Accuracy: 0.948, Loss: 0.060 Epoch 27 Batch 206/538 - Train Accuracy: 0.934, Validation Accuracy: 0.942, Loss: 0.055 Epoch 27 Batch 207/538 - Train Accuracy: 0.949, Validation Accuracy: 0.947, Loss: 0.058 Epoch 27 Batch 208/538 - Train Accuracy: 0.954, Validation Accuracy: 0.949, Loss: 0.068 Epoch 27 Batch 209/538 - Train Accuracy: 0.954, Validation Accuracy: 0.940, Loss: 0.056 Epoch 27 Batch 210/538 - Train Accuracy: 0.942, Validation Accuracy: 0.938, Loss: 0.065 Epoch 27 Batch 211/538 - Train Accuracy: 0.941, Validation Accuracy: 0.936, Loss: 0.062 Epoch 27 Batch 212/538 - Train Accuracy: 0.949, Validation Accuracy: 0.936, Loss: 0.052 Epoch 27 Batch 213/538 - Train Accuracy: 0.960, Validation Accuracy: 0.933, Loss: 0.053 Epoch 27 Batch 214/538 - Train Accuracy: 0.950, Validation Accuracy: 0.934, Loss: 0.058 Epoch 27 Batch 215/538 - Train Accuracy: 0.948, Validation Accuracy: 0.934, Loss: 0.053 Epoch 27 Batch 216/538 - Train Accuracy: 0.948, Validation Accuracy: 0.943, Loss: 0.054 Epoch 27 Batch 217/538 - Train Accuracy: 0.948, Validation Accuracy: 0.943, Loss: 0.055 Epoch 27 Batch 218/538 - Train Accuracy: 0.947, Validation Accuracy: 0.940, Loss: 0.049 Epoch 27 Batch 219/538 - Train Accuracy: 0.925, Validation Accuracy: 0.938, Loss: 0.063 Epoch 27 Batch 220/538 - Train Accuracy: 0.934, Validation Accuracy: 0.941, Loss: 0.058 Epoch 27 Batch 221/538 - Train Accuracy: 0.945, Validation Accuracy: 0.944, Loss: 0.055 Epoch 27 Batch 222/538 - Train Accuracy: 0.948, Validation Accuracy: 0.942, Loss: 0.057 Epoch 27 Batch 223/538 - Train Accuracy: 0.945, Validation Accuracy: 0.939, Loss: 0.066 Epoch 27 Batch 224/538 - Train Accuracy: 0.943, Validation Accuracy: 0.939, Loss: 0.064 Epoch 27 Batch 225/538 - Train Accuracy: 0.955, Validation Accuracy: 0.942, Loss: 0.054 Epoch 27 Batch 226/538 - Train Accuracy: 0.948, Validation Accuracy: 0.947, Loss: 0.060 Epoch 27 Batch 227/538 - Train Accuracy: 0.938, Validation Accuracy: 0.947, Loss: 0.063 Epoch 27 Batch 228/538 - Train Accuracy: 0.935, Validation Accuracy: 0.940, Loss: 0.062 Epoch 27 Batch 229/538 - Train Accuracy: 0.938, Validation Accuracy: 0.942, Loss: 0.064 Epoch 27 Batch 230/538 - Train Accuracy: 0.931, Validation Accuracy: 0.944, Loss: 0.059 Epoch 27 Batch 231/538 - Train Accuracy: 0.935, Validation Accuracy: 0.940, Loss: 0.062 Epoch 27 Batch 232/538 - Train Accuracy: 0.950, Validation Accuracy: 0.938, Loss: 0.063 Epoch 27 Batch 233/538 - Train Accuracy: 0.954, Validation Accuracy: 0.939, Loss: 0.060 Epoch 27 Batch 234/538 - Train Accuracy: 0.946, Validation Accuracy: 0.936, Loss: 0.056 Epoch 27 Batch 235/538 - Train Accuracy: 0.945, Validation Accuracy: 0.933, Loss: 0.048 Epoch 27 Batch 236/538 - Train Accuracy: 0.935, Validation Accuracy: 0.934, Loss: 0.059 Epoch 27 Batch 237/538 - Train Accuracy: 0.939, Validation Accuracy: 0.934, Loss: 0.050 Epoch 27 Batch 238/538 - Train Accuracy: 0.960, Validation Accuracy: 0.941, Loss: 0.055 Epoch 27 Batch 239/538 - Train Accuracy: 0.939, Validation Accuracy: 0.936, Loss: 0.060 Epoch 27 Batch 240/538 - Train Accuracy: 0.936, Validation Accuracy: 0.938, Loss: 0.062 Epoch 27 Batch 241/538 - Train Accuracy: 0.932, Validation Accuracy: 0.943, Loss: 0.063 Epoch 27 Batch 242/538 - Train Accuracy: 0.958, Validation Accuracy: 0.947, Loss: 0.053 Epoch 27 Batch 243/538 - Train Accuracy: 0.954, Validation Accuracy: 0.949, Loss: 0.054 Epoch 27 Batch 244/538 - Train Accuracy: 0.943, Validation Accuracy: 0.947, Loss: 0.053 Epoch 27 Batch 245/538 - Train Accuracy: 0.950, Validation Accuracy: 0.943, Loss: 0.071 Epoch 27 Batch 246/538 - Train Accuracy: 0.945, Validation Accuracy: 0.940, Loss: 0.049 Epoch 27 Batch 247/538 - Train Accuracy: 0.949, Validation Accuracy: 0.931, Loss: 0.048 Epoch 27 Batch 248/538 - Train Accuracy: 0.936, Validation Accuracy: 0.932, Loss: 0.058 Epoch 27 Batch 249/538 - Train Accuracy: 0.947, Validation Accuracy: 0.935, Loss: 0.047 Epoch 27 Batch 250/538 - Train Accuracy: 0.944, Validation Accuracy: 0.935, Loss: 0.060 Epoch 27 Batch 251/538 - Train Accuracy: 0.948, Validation Accuracy: 0.942, Loss: 0.051 Epoch 27 Batch 252/538 - Train Accuracy: 0.947, Validation Accuracy: 0.942, Loss: 0.059 Epoch 27 Batch 253/538 - Train Accuracy: 0.938, Validation Accuracy: 0.947, Loss: 0.049 Epoch 27 Batch 254/538 - Train Accuracy: 0.930, Validation Accuracy: 0.951, Loss: 0.064 Epoch 27 Batch 255/538 - Train Accuracy: 0.957, Validation Accuracy: 0.946, Loss: 0.047 Epoch 27 Batch 256/538 - Train Accuracy: 0.933, Validation Accuracy: 0.946, Loss: 0.060 Epoch 27 Batch 257/538 - Train Accuracy: 0.946, Validation Accuracy: 0.941, Loss: 0.057 Epoch 27 Batch 258/538 - Train Accuracy: 0.952, Validation Accuracy: 0.939, Loss: 0.051 Epoch 27 Batch 259/538 - Train Accuracy: 0.961, Validation Accuracy: 0.939, Loss: 0.050 Epoch 27 Batch 260/538 - Train Accuracy: 0.921, Validation Accuracy: 0.936, Loss: 0.056 Epoch 27 Batch 261/538 - Train Accuracy: 0.938, Validation Accuracy: 0.938, Loss: 0.059 Epoch 27 Batch 262/538 - Train Accuracy: 0.951, Validation Accuracy: 0.933, Loss: 0.056 Epoch 27 Batch 263/538 - Train Accuracy: 0.927, Validation Accuracy: 0.940, Loss: 0.054 Epoch 27 Batch 264/538 - Train Accuracy: 0.934, Validation Accuracy: 0.942, Loss: 0.055 Epoch 27 Batch 265/538 - Train Accuracy: 0.918, Validation Accuracy: 0.942, Loss: 0.063 Epoch 27 Batch 266/538 - Train Accuracy: 0.940, Validation Accuracy: 0.945, Loss: 0.056 Epoch 27 Batch 267/538 - Train Accuracy: 0.935, Validation Accuracy: 0.946, Loss: 0.058 Epoch 27 Batch 268/538 - Train Accuracy: 0.943, Validation Accuracy: 0.942, Loss: 0.047 Epoch 27 Batch 269/538 - Train Accuracy: 0.948, Validation Accuracy: 0.942, Loss: 0.056 Epoch 27 Batch 270/538 - Train Accuracy: 0.949, Validation Accuracy: 0.944, Loss: 0.053 Epoch 27 Batch 271/538 - Train Accuracy: 0.957, Validation Accuracy: 0.941, Loss: 0.045 Epoch 27 Batch 272/538 - Train Accuracy: 0.939, Validation Accuracy: 0.940, Loss: 0.063 Epoch 27 Batch 273/538 - Train Accuracy: 0.938, Validation Accuracy: 0.941, Loss: 0.055 Epoch 27 Batch 274/538 - Train Accuracy: 0.921, Validation Accuracy: 0.948, Loss: 0.064 Epoch 27 Batch 275/538 - Train Accuracy: 0.944, Validation Accuracy: 0.947, Loss: 0.063 Epoch 27 Batch 276/538 - Train Accuracy: 0.930, Validation Accuracy: 0.945, Loss: 0.063 Epoch 27 Batch 277/538 - Train Accuracy: 0.934, Validation Accuracy: 0.948, Loss: 0.050 Epoch 27 Batch 278/538 - Train Accuracy: 0.942, Validation Accuracy: 0.950, Loss: 0.055 Epoch 27 Batch 279/538 - Train Accuracy: 0.946, Validation Accuracy: 0.951, Loss: 0.054 Epoch 27 Batch 280/538 - Train Accuracy: 0.945, Validation Accuracy: 0.950, Loss: 0.050 Epoch 27 Batch 281/538 - Train Accuracy: 0.941, Validation Accuracy: 0.950, Loss: 0.062 Epoch 27 Batch 282/538 - Train Accuracy: 0.939, Validation Accuracy: 0.950, Loss: 0.061 Epoch 27 Batch 283/538 - Train Accuracy: 0.952, Validation Accuracy: 0.950, Loss: 0.056 Epoch 27 Batch 284/538 - Train Accuracy: 0.944, Validation Accuracy: 0.950, Loss: 0.061 Epoch 27 Batch 285/538 - Train Accuracy: 0.943, Validation Accuracy: 0.950, Loss: 0.047 Epoch 27 Batch 286/538 - Train Accuracy: 0.935, Validation Accuracy: 0.947, Loss: 0.062 Epoch 27 Batch 287/538 - Train Accuracy: 0.962, Validation Accuracy: 0.947, Loss: 0.046 Epoch 27 Batch 288/538 - Train Accuracy: 0.951, Validation Accuracy: 0.945, Loss: 0.056 Epoch 27 Batch 289/538 - Train Accuracy: 0.944, Validation Accuracy: 0.946, Loss: 0.049 Epoch 27 Batch 290/538 - Train Accuracy: 0.951, Validation Accuracy: 0.947, Loss: 0.046 Epoch 27 Batch 291/538 - Train Accuracy: 0.954, Validation Accuracy: 0.944, Loss: 0.054 Epoch 27 Batch 292/538 - Train Accuracy: 0.946, Validation Accuracy: 0.945, Loss: 0.049 Epoch 27 Batch 293/538 - Train Accuracy: 0.942, Validation Accuracy: 0.947, Loss: 0.053 Epoch 27 Batch 294/538 - Train Accuracy: 0.957, Validation Accuracy: 0.945, Loss: 0.052 Epoch 27 Batch 295/538 - Train Accuracy: 0.945, Validation Accuracy: 0.937, Loss: 0.048 Epoch 27 Batch 296/538 - Train Accuracy: 0.933, Validation Accuracy: 0.935, Loss: 0.065 Epoch 27 Batch 297/538 - Train Accuracy: 0.957, Validation Accuracy: 0.935, Loss: 0.053 Epoch 27 Batch 298/538 - Train Accuracy: 0.945, Validation Accuracy: 0.937, Loss: 0.051 Epoch 27 Batch 299/538 - Train Accuracy: 0.945, Validation Accuracy: 0.937, Loss: 0.069 Epoch 27 Batch 300/538 - Train Accuracy: 0.949, Validation Accuracy: 0.944, Loss: 0.055 Epoch 27 Batch 301/538 - Train Accuracy: 0.943, Validation Accuracy: 0.944, Loss: 0.064 Epoch 27 Batch 302/538 - Train Accuracy: 0.949, Validation Accuracy: 0.947, Loss: 0.058 Epoch 27 Batch 303/538 - Train Accuracy: 0.958, Validation Accuracy: 0.949, Loss: 0.054 Epoch 27 Batch 304/538 - Train Accuracy: 0.942, Validation Accuracy: 0.949, Loss: 0.072 Epoch 27 Batch 305/538 - Train Accuracy: 0.951, Validation Accuracy: 0.949, Loss: 0.051 Epoch 27 Batch 306/538 - Train Accuracy: 0.946, Validation Accuracy: 0.945, Loss: 0.053 Epoch 27 Batch 307/538 - Train Accuracy: 0.956, Validation Accuracy: 0.942, Loss: 0.052 Epoch 27 Batch 308/538 - Train Accuracy: 0.952, Validation Accuracy: 0.939, Loss: 0.053 Epoch 27 Batch 309/538 - Train Accuracy: 0.950, Validation Accuracy: 0.940, Loss: 0.050 Epoch 27 Batch 310/538 - Train Accuracy: 0.960, Validation Accuracy: 0.945, Loss: 0.052 Epoch 27 Batch 311/538 - Train Accuracy: 0.943, Validation Accuracy: 0.945, Loss: 0.060 Epoch 27 Batch 312/538 - Train Accuracy: 0.952, Validation Accuracy: 0.943, Loss: 0.052 Epoch 27 Batch 313/538 - Train Accuracy: 0.935, Validation Accuracy: 0.943, Loss: 0.054 Epoch 27 Batch 314/538 - Train Accuracy: 0.948, Validation Accuracy: 0.942, Loss: 0.052 Epoch 27 Batch 315/538 - Train Accuracy: 0.943, Validation Accuracy: 0.946, Loss: 0.050 Epoch 27 Batch 316/538 - Train Accuracy: 0.943, Validation Accuracy: 0.946, Loss: 0.053 Epoch 27 Batch 317/538 - Train Accuracy: 0.944, Validation Accuracy: 0.943, Loss: 0.049 Epoch 27 Batch 318/538 - Train Accuracy: 0.938, Validation Accuracy: 0.948, Loss: 0.062 Epoch 27 Batch 319/538 - Train Accuracy: 0.945, Validation Accuracy: 0.948, Loss: 0.063 Epoch 27 Batch 320/538 - Train Accuracy: 0.934, Validation Accuracy: 0.948, Loss: 0.055 Epoch 27 Batch 321/538 - Train Accuracy: 0.943, Validation Accuracy: 0.941, Loss: 0.045 Epoch 27 Batch 322/538 - Train Accuracy: 0.946, Validation Accuracy: 0.930, Loss: 0.056 Epoch 27 Batch 323/538 - Train Accuracy: 0.946, Validation Accuracy: 0.933, Loss: 0.051 Epoch 27 Batch 324/538 - Train Accuracy: 0.952, Validation Accuracy: 0.938, Loss: 0.061 Epoch 27 Batch 325/538 - Train Accuracy: 0.950, Validation Accuracy: 0.944, Loss: 0.052 Epoch 27 Batch 326/538 - Train Accuracy: 0.948, Validation Accuracy: 0.945, Loss: 0.055 Epoch 27 Batch 327/538 - Train Accuracy: 0.952, Validation Accuracy: 0.953, Loss: 0.062 Epoch 27 Batch 328/538 - Train Accuracy: 0.963, Validation Accuracy: 0.954, Loss: 0.049 Epoch 27 Batch 329/538 - Train Accuracy: 0.955, Validation Accuracy: 0.950, Loss: 0.056 Epoch 27 Batch 330/538 - Train Accuracy: 0.950, Validation Accuracy: 0.946, Loss: 0.046 Epoch 27 Batch 331/538 - Train Accuracy: 0.942, Validation Accuracy: 0.948, Loss: 0.054 Epoch 27 Batch 332/538 - Train Accuracy: 0.941, Validation Accuracy: 0.948, Loss: 0.050 Epoch 27 Batch 333/538 - Train Accuracy: 0.953, Validation Accuracy: 0.947, Loss: 0.057 Epoch 27 Batch 334/538 - Train Accuracy: 0.950, Validation Accuracy: 0.946, Loss: 0.057 Epoch 27 Batch 335/538 - Train Accuracy: 0.950, Validation Accuracy: 0.943, Loss: 0.050 Epoch 27 Batch 336/538 - Train Accuracy: 0.941, Validation Accuracy: 0.940, Loss: 0.048 Epoch 27 Batch 337/538 - Train Accuracy: 0.946, Validation Accuracy: 0.942, Loss: 0.053 Epoch 27 Batch 338/538 - Train Accuracy: 0.949, Validation Accuracy: 0.943, Loss: 0.059 Epoch 27 Batch 339/538 - Train Accuracy: 0.940, Validation Accuracy: 0.940, Loss: 0.055 Epoch 27 Batch 340/538 - Train Accuracy: 0.930, Validation Accuracy: 0.941, Loss: 0.059 Epoch 27 Batch 341/538 - Train Accuracy: 0.938, Validation Accuracy: 0.941, Loss: 0.053 Epoch 27 Batch 342/538 - Train Accuracy: 0.936, Validation Accuracy: 0.936, Loss: 0.054 Epoch 27 Batch 343/538 - Train Accuracy: 0.958, Validation Accuracy: 0.944, Loss: 0.055 Epoch 27 Batch 344/538 - Train Accuracy: 0.953, Validation Accuracy: 0.948, Loss: 0.046 Epoch 27 Batch 345/538 - Train Accuracy: 0.947, Validation Accuracy: 0.947, Loss: 0.049 Epoch 27 Batch 346/538 - Train Accuracy: 0.932, Validation Accuracy: 0.947, Loss: 0.069 Epoch 27 Batch 347/538 - Train Accuracy: 0.954, Validation Accuracy: 0.950, Loss: 0.058 Epoch 27 Batch 348/538 - Train Accuracy: 0.947, Validation Accuracy: 0.949, Loss: 0.051 Epoch 27 Batch 349/538 - Train Accuracy: 0.955, Validation Accuracy: 0.947, Loss: 0.050 Epoch 27 Batch 350/538 - Train Accuracy: 0.935, Validation Accuracy: 0.950, Loss: 0.060 Epoch 27 Batch 351/538 - Train Accuracy: 0.948, Validation Accuracy: 0.948, Loss: 0.061 Epoch 27 Batch 352/538 - Train Accuracy: 0.936, Validation Accuracy: 0.955, Loss: 0.077 Epoch 27 Batch 353/538 - Train Accuracy: 0.927, Validation Accuracy: 0.951, Loss: 0.063 Epoch 27 Batch 354/538 - Train Accuracy: 0.943, Validation Accuracy: 0.949, Loss: 0.054 Epoch 27 Batch 355/538 - Train Accuracy: 0.952, Validation Accuracy: 0.945, Loss: 0.062 Epoch 27 Batch 356/538 - Train Accuracy: 0.953, Validation Accuracy: 0.946, Loss: 0.051 Epoch 27 Batch 357/538 - Train Accuracy: 0.949, Validation Accuracy: 0.947, Loss: 0.055 Epoch 27 Batch 358/538 - Train Accuracy: 0.954, Validation Accuracy: 0.946, Loss: 0.048 Epoch 27 Batch 359/538 - Train Accuracy: 0.937, Validation Accuracy: 0.947, Loss: 0.059 Epoch 27 Batch 360/538 - Train Accuracy: 0.944, Validation Accuracy: 0.947, Loss: 0.050 Epoch 27 Batch 361/538 - Train Accuracy: 0.959, Validation Accuracy: 0.947, Loss: 0.058 Epoch 27 Batch 362/538 - Train Accuracy: 0.956, Validation Accuracy: 0.946, Loss: 0.052 Epoch 27 Batch 363/538 - Train Accuracy: 0.942, Validation Accuracy: 0.945, Loss: 0.055 Epoch 27 Batch 364/538 - Train Accuracy: 0.937, Validation Accuracy: 0.952, Loss: 0.071 Epoch 27 Batch 365/538 - Train Accuracy: 0.939, Validation Accuracy: 0.948, Loss: 0.056 Epoch 27 Batch 366/538 - Train Accuracy: 0.948, Validation Accuracy: 0.950, Loss: 0.056 Epoch 27 Batch 367/538 - Train Accuracy: 0.952, Validation Accuracy: 0.951, Loss: 0.051 Epoch 27 Batch 368/538 - Train Accuracy: 0.947, Validation Accuracy: 0.947, Loss: 0.052 Epoch 27 Batch 369/538 - Train Accuracy: 0.950, Validation Accuracy: 0.946, Loss: 0.051 Epoch 27 Batch 370/538 - Train Accuracy: 0.937, Validation Accuracy: 0.951, Loss: 0.062 Epoch 27 Batch 371/538 - Train Accuracy: 0.959, Validation Accuracy: 0.949, Loss: 0.056 Epoch 27 Batch 372/538 - Train Accuracy: 0.956, Validation Accuracy: 0.947, Loss: 0.057 Epoch 27 Batch 373/538 - Train Accuracy: 0.940, Validation Accuracy: 0.949, Loss: 0.048 Epoch 27 Batch 374/538 - Train Accuracy: 0.946, Validation Accuracy: 0.949, Loss: 0.053 Epoch 27 Batch 375/538 - Train Accuracy: 0.944, Validation Accuracy: 0.951, Loss: 0.052 Epoch 27 Batch 376/538 - Train Accuracy: 0.944, Validation Accuracy: 0.950, Loss: 0.057 Epoch 27 Batch 377/538 - Train Accuracy: 0.949, Validation Accuracy: 0.950, Loss: 0.062 Epoch 27 Batch 378/538 - Train Accuracy: 0.947, Validation Accuracy: 0.948, Loss: 0.052 Epoch 27 Batch 379/538 - Train Accuracy: 0.943, Validation Accuracy: 0.948, Loss: 0.052 Epoch 27 Batch 380/538 - Train Accuracy: 0.954, Validation Accuracy: 0.945, Loss: 0.052 Epoch 27 Batch 381/538 - Train Accuracy: 0.957, Validation Accuracy: 0.941, Loss: 0.055 Epoch 27 Batch 382/538 - Train Accuracy: 0.921, Validation Accuracy: 0.939, Loss: 0.055 Epoch 27 Batch 383/538 - Train Accuracy: 0.949, Validation Accuracy: 0.939, Loss: 0.054 Epoch 27 Batch 384/538 - Train Accuracy: 0.944, Validation Accuracy: 0.944, Loss: 0.057 Epoch 27 Batch 385/538 - Train Accuracy: 0.948, Validation Accuracy: 0.950, Loss: 0.054 Epoch 27 Batch 386/538 - Train Accuracy: 0.951, Validation Accuracy: 0.956, Loss: 0.056 Epoch 27 Batch 387/538 - Train Accuracy: 0.942, Validation Accuracy: 0.957, Loss: 0.053 Epoch 27 Batch 388/538 - Train Accuracy: 0.936, Validation Accuracy: 0.960, Loss: 0.061 Epoch 27 Batch 389/538 - Train Accuracy: 0.937, Validation Accuracy: 0.959, Loss: 0.068 Epoch 27 Batch 390/538 - Train Accuracy: 0.954, Validation Accuracy: 0.961, Loss: 0.050 Epoch 27 Batch 391/538 - Train Accuracy: 0.948, Validation Accuracy: 0.956, Loss: 0.053 Epoch 27 Batch 392/538 - Train Accuracy: 0.943, Validation Accuracy: 0.952, Loss: 0.054 Epoch 27 Batch 393/538 - Train Accuracy: 0.951, Validation Accuracy: 0.950, Loss: 0.049 Epoch 27 Batch 394/538 - Train Accuracy: 0.933, Validation Accuracy: 0.953, Loss: 0.066 Epoch 27 Batch 395/538 - Train Accuracy: 0.930, Validation Accuracy: 0.954, Loss: 0.071 Epoch 27 Batch 396/538 - Train Accuracy: 0.944, Validation Accuracy: 0.956, Loss: 0.042 Epoch 27 Batch 397/538 - Train Accuracy: 0.947, Validation Accuracy: 0.961, Loss: 0.059 Epoch 27 Batch 398/538 - Train Accuracy: 0.946, Validation Accuracy: 0.960, Loss: 0.052 Epoch 27 Batch 399/538 - Train Accuracy: 0.938, Validation Accuracy: 0.961, Loss: 0.063 Epoch 27 Batch 400/538 - Train Accuracy: 0.954, Validation Accuracy: 0.963, Loss: 0.059 Epoch 27 Batch 401/538 - Train Accuracy: 0.945, Validation Accuracy: 0.957, Loss: 0.056 Epoch 27 Batch 402/538 - Train Accuracy: 0.947, Validation Accuracy: 0.957, Loss: 0.058 Epoch 27 Batch 403/538 - Train Accuracy: 0.954, Validation Accuracy: 0.951, Loss: 0.057 Epoch 27 Batch 404/538 - Train Accuracy: 0.935, Validation Accuracy: 0.955, Loss: 0.065 Epoch 27 Batch 405/538 - Train Accuracy: 0.946, Validation Accuracy: 0.958, Loss: 0.054 Epoch 27 Batch 406/538 - Train Accuracy: 0.943, Validation Accuracy: 0.954, Loss: 0.055 Epoch 27 Batch 407/538 - Train Accuracy: 0.956, Validation Accuracy: 0.952, Loss: 0.059 Epoch 27 Batch 408/538 - Train Accuracy: 0.936, Validation Accuracy: 0.953, Loss: 0.060 Epoch 27 Batch 409/538 - Train Accuracy: 0.931, Validation Accuracy: 0.952, Loss: 0.056 Epoch 27 Batch 410/538 - Train Accuracy: 0.954, Validation Accuracy: 0.953, Loss: 0.055 Epoch 27 Batch 411/538 - Train Accuracy: 0.950, Validation Accuracy: 0.953, Loss: 0.056 Epoch 27 Batch 412/538 - Train Accuracy: 0.960, Validation Accuracy: 0.952, Loss: 0.054 Epoch 27 Batch 413/538 - Train Accuracy: 0.941, Validation Accuracy: 0.948, Loss: 0.049 Epoch 27 Batch 414/538 - Train Accuracy: 0.920, Validation Accuracy: 0.948, Loss: 0.072 Epoch 27 Batch 415/538 - Train Accuracy: 0.923, Validation Accuracy: 0.950, Loss: 0.050 Epoch 27 Batch 416/538 - Train Accuracy: 0.948, Validation Accuracy: 0.943, Loss: 0.057 Epoch 27 Batch 417/538 - Train Accuracy: 0.943, Validation Accuracy: 0.945, Loss: 0.058 Epoch 27 Batch 418/538 - Train Accuracy: 0.951, Validation Accuracy: 0.945, Loss: 0.068 Epoch 27 Batch 419/538 - Train Accuracy: 0.946, Validation Accuracy: 0.944, Loss: 0.052 Epoch 27 Batch 420/538 - Train Accuracy: 0.950, Validation Accuracy: 0.945, Loss: 0.056 Epoch 27 Batch 421/538 - Train Accuracy: 0.953, Validation Accuracy: 0.945, Loss: 0.047 Epoch 27 Batch 422/538 - Train Accuracy: 0.945, Validation Accuracy: 0.938, Loss: 0.060 Epoch 27 Batch 423/538 - Train Accuracy: 0.952, Validation Accuracy: 0.942, Loss: 0.053 Epoch 27 Batch 424/538 - Train Accuracy: 0.943, Validation Accuracy: 0.942, Loss: 0.061 Epoch 27 Batch 425/538 - Train Accuracy: 0.937, Validation Accuracy: 0.943, Loss: 0.067 Epoch 27 Batch 426/538 - Train Accuracy: 0.950, Validation Accuracy: 0.942, Loss: 0.058 Epoch 27 Batch 427/538 - Train Accuracy: 0.935, Validation Accuracy: 0.942, Loss: 0.059 Epoch 27 Batch 428/538 - Train Accuracy: 0.955, Validation Accuracy: 0.944, Loss: 0.050 Epoch 27 Batch 429/538 - Train Accuracy: 0.964, Validation Accuracy: 0.941, Loss: 0.062 Epoch 27 Batch 430/538 - Train Accuracy: 0.938, Validation Accuracy: 0.948, Loss: 0.055 Epoch 27 Batch 431/538 - Train Accuracy: 0.948, Validation Accuracy: 0.950, Loss: 0.052 Epoch 27 Batch 432/538 - Train Accuracy: 0.940, Validation Accuracy: 0.949, Loss: 0.061 Epoch 27 Batch 433/538 - Train Accuracy: 0.935, Validation Accuracy: 0.950, Loss: 0.083 Epoch 27 Batch 434/538 - Train Accuracy: 0.940, Validation Accuracy: 0.950, Loss: 0.058 Epoch 27 Batch 435/538 - Train Accuracy: 0.942, Validation Accuracy: 0.947, Loss: 0.055 Epoch 27 Batch 436/538 - Train Accuracy: 0.936, Validation Accuracy: 0.943, Loss: 0.068 Epoch 27 Batch 437/538 - Train Accuracy: 0.959, Validation Accuracy: 0.946, Loss: 0.056 Epoch 27 Batch 438/538 - Train Accuracy: 0.950, Validation Accuracy: 0.942, Loss: 0.051 Epoch 27 Batch 439/538 - Train Accuracy: 0.957, Validation Accuracy: 0.940, Loss: 0.053 Epoch 27 Batch 440/538 - Train Accuracy: 0.949, Validation Accuracy: 0.941, Loss: 0.056 Epoch 27 Batch 441/538 - Train Accuracy: 0.937, Validation Accuracy: 0.941, Loss: 0.060 Epoch 27 Batch 442/538 - Train Accuracy: 0.957, Validation Accuracy: 0.950, Loss: 0.046 Epoch 27 Batch 443/538 - Train Accuracy: 0.939, Validation Accuracy: 0.947, Loss: 0.057 Epoch 27 Batch 444/538 - Train Accuracy: 0.947, Validation Accuracy: 0.949, Loss: 0.065 Epoch 27 Batch 445/538 - Train Accuracy: 0.958, Validation Accuracy: 0.951, Loss: 0.048 Epoch 27 Batch 446/538 - Train Accuracy: 0.948, Validation Accuracy: 0.949, Loss: 0.047 Epoch 27 Batch 447/538 - Train Accuracy: 0.938, Validation Accuracy: 0.949, Loss: 0.052 Epoch 27 Batch 448/538 - Train Accuracy: 0.944, Validation Accuracy: 0.952, Loss: 0.050 Epoch 27 Batch 449/538 - Train Accuracy: 0.956, Validation Accuracy: 0.948, Loss: 0.057 Epoch 27 Batch 450/538 - Train Accuracy: 0.942, Validation Accuracy: 0.948, Loss: 0.073 Epoch 27 Batch 451/538 - Train Accuracy: 0.936, Validation Accuracy: 0.942, Loss: 0.060 Epoch 27 Batch 452/538 - Train Accuracy: 0.945, Validation Accuracy: 0.946, Loss: 0.052 Epoch 27 Batch 453/538 - Train Accuracy: 0.951, Validation Accuracy: 0.946, Loss: 0.059 Epoch 27 Batch 454/538 - Train Accuracy: 0.948, Validation Accuracy: 0.946, Loss: 0.062 Epoch 27 Batch 455/538 - Train Accuracy: 0.949, Validation Accuracy: 0.947, Loss: 0.060 Epoch 27 Batch 456/538 - Train Accuracy: 0.944, Validation Accuracy: 0.951, Loss: 0.087 Epoch 27 Batch 457/538 - Train Accuracy: 0.947, Validation Accuracy: 0.950, Loss: 0.054 Epoch 27 Batch 458/538 - Train Accuracy: 0.955, Validation Accuracy: 0.948, Loss: 0.054 Epoch 27 Batch 459/538 - Train Accuracy: 0.954, Validation Accuracy: 0.947, Loss: 0.046 Epoch 27 Batch 460/538 - Train Accuracy: 0.942, Validation Accuracy: 0.946, Loss: 0.055 Epoch 27 Batch 461/538 - Train Accuracy: 0.957, Validation Accuracy: 0.946, Loss: 0.058 Epoch 27 Batch 462/538 - Train Accuracy: 0.946, Validation Accuracy: 0.945, Loss: 0.061 Epoch 27 Batch 463/538 - Train Accuracy: 0.930, Validation Accuracy: 0.945, Loss: 0.065 Epoch 27 Batch 464/538 - Train Accuracy: 0.946, Validation Accuracy: 0.945, Loss: 0.048 Epoch 27 Batch 465/538 - Train Accuracy: 0.932, Validation Accuracy: 0.945, Loss: 0.053 Epoch 27 Batch 466/538 - Train Accuracy: 0.941, Validation Accuracy: 0.947, Loss: 0.052 Epoch 27 Batch 467/538 - Train Accuracy: 0.947, Validation Accuracy: 0.948, Loss: 0.060 Epoch 27 Batch 468/538 - Train Accuracy: 0.965, Validation Accuracy: 0.948, Loss: 0.063 Epoch 27 Batch 469/538 - Train Accuracy: 0.932, Validation Accuracy: 0.948, Loss: 0.066 Epoch 27 Batch 470/538 - Train Accuracy: 0.945, Validation Accuracy: 0.944, Loss: 0.050 Epoch 27 Batch 471/538 - Train Accuracy: 0.961, Validation Accuracy: 0.944, Loss: 0.048 Epoch 27 Batch 472/538 - Train Accuracy: 0.976, Validation Accuracy: 0.947, Loss: 0.043 Epoch 27 Batch 473/538 - Train Accuracy: 0.934, Validation Accuracy: 0.946, Loss: 0.058 Epoch 27 Batch 474/538 - Train Accuracy: 0.945, Validation Accuracy: 0.947, Loss: 0.050 Epoch 27 Batch 475/538 - Train Accuracy: 0.945, Validation Accuracy: 0.952, Loss: 0.047 Epoch 27 Batch 476/538 - Train Accuracy: 0.957, Validation Accuracy: 0.953, Loss: 0.053 Epoch 27 Batch 477/538 - Train Accuracy: 0.953, Validation Accuracy: 0.953, Loss: 0.059 Epoch 27 Batch 478/538 - Train Accuracy: 0.955, Validation Accuracy: 0.953, Loss: 0.041 Epoch 27 Batch 479/538 - Train Accuracy: 0.952, Validation Accuracy: 0.955, Loss: 0.053 Epoch 27 Batch 480/538 - Train Accuracy: 0.954, Validation Accuracy: 0.955, Loss: 0.058 Epoch 27 Batch 481/538 - Train Accuracy: 0.958, Validation Accuracy: 0.952, Loss: 0.054 Epoch 27 Batch 482/538 - Train Accuracy: 0.941, Validation Accuracy: 0.953, Loss: 0.049 Epoch 27 Batch 483/538 - Train Accuracy: 0.933, Validation Accuracy: 0.951, Loss: 0.064 Epoch 27 Batch 484/538 - Train Accuracy: 0.944, Validation Accuracy: 0.951, Loss: 0.061 Epoch 27 Batch 485/538 - Train Accuracy: 0.938, Validation Accuracy: 0.940, Loss: 0.063 Epoch 27 Batch 486/538 - Train Accuracy: 0.942, Validation Accuracy: 0.940, Loss: 0.052 Epoch 27 Batch 487/538 - Train Accuracy: 0.955, Validation Accuracy: 0.942, Loss: 0.049 Epoch 27 Batch 488/538 - Train Accuracy: 0.960, Validation Accuracy: 0.940, Loss: 0.048 Epoch 27 Batch 489/538 - Train Accuracy: 0.936, Validation Accuracy: 0.945, Loss: 0.053 Epoch 27 Batch 490/538 - Train Accuracy: 0.942, Validation Accuracy: 0.947, Loss: 0.053 Epoch 27 Batch 491/538 - Train Accuracy: 0.929, Validation Accuracy: 0.952, Loss: 0.053 Epoch 27 Batch 492/538 - Train Accuracy: 0.947, Validation Accuracy: 0.956, Loss: 0.054 Epoch 27 Batch 493/538 - Train Accuracy: 0.932, Validation Accuracy: 0.954, Loss: 0.050 Epoch 27 Batch 494/538 - Train Accuracy: 0.942, Validation Accuracy: 0.955, Loss: 0.068 Epoch 27 Batch 495/538 - Train Accuracy: 0.950, Validation Accuracy: 0.954, Loss: 0.057 Epoch 27 Batch 496/538 - Train Accuracy: 0.953, Validation Accuracy: 0.956, Loss: 0.053 Epoch 27 Batch 497/538 - Train Accuracy: 0.955, Validation Accuracy: 0.949, Loss: 0.054 Epoch 27 Batch 498/538 - Train Accuracy: 0.944, Validation Accuracy: 0.942, Loss: 0.054 Epoch 27 Batch 499/538 - Train Accuracy: 0.934, Validation Accuracy: 0.937, Loss: 0.066 Epoch 27 Batch 500/538 - Train Accuracy: 0.966, Validation Accuracy: 0.936, Loss: 0.038 Epoch 27 Batch 501/538 - Train Accuracy: 0.951, Validation Accuracy: 0.938, Loss: 0.054 Epoch 27 Batch 502/538 - Train Accuracy: 0.932, Validation Accuracy: 0.946, Loss: 0.048 Epoch 27 Batch 503/538 - Train Accuracy: 0.948, Validation Accuracy: 0.946, Loss: 0.054 Epoch 27 Batch 504/538 - Train Accuracy: 0.955, Validation Accuracy: 0.949, Loss: 0.047 Epoch 27 Batch 505/538 - Train Accuracy: 0.948, Validation Accuracy: 0.951, Loss: 0.045 Epoch 27 Batch 506/538 - Train Accuracy: 0.942, Validation Accuracy: 0.951, Loss: 0.044 Epoch 27 Batch 507/538 - Train Accuracy: 0.945, Validation Accuracy: 0.945, Loss: 0.058 Epoch 27 Batch 508/538 - Train Accuracy: 0.942, Validation Accuracy: 0.943, Loss: 0.053 Epoch 27 Batch 509/538 - Train Accuracy: 0.938, Validation Accuracy: 0.941, Loss: 0.060 Epoch 27 Batch 510/538 - Train Accuracy: 0.946, Validation Accuracy: 0.944, Loss: 0.053 Epoch 27 Batch 511/538 - Train Accuracy: 0.940, Validation Accuracy: 0.940, Loss: 0.059 Epoch 27 Batch 512/538 - Train Accuracy: 0.949, Validation Accuracy: 0.934, Loss: 0.060 Epoch 27 Batch 513/538 - Train Accuracy: 0.934, Validation Accuracy: 0.934, Loss: 0.057 Epoch 27 Batch 514/538 - Train Accuracy: 0.947, Validation Accuracy: 0.930, Loss: 0.056 Epoch 27 Batch 515/538 - Train Accuracy: 0.933, Validation Accuracy: 0.943, Loss: 0.061 Epoch 27 Batch 516/538 - Train Accuracy: 0.940, Validation Accuracy: 0.947, Loss: 0.059 Epoch 27 Batch 517/538 - Train Accuracy: 0.957, Validation Accuracy: 0.948, Loss: 0.055 Epoch 27 Batch 518/538 - Train Accuracy: 0.933, Validation Accuracy: 0.952, Loss: 0.066 Epoch 27 Batch 519/538 - Train Accuracy: 0.954, Validation Accuracy: 0.950, Loss: 0.052 Epoch 27 Batch 520/538 - Train Accuracy: 0.944, Validation Accuracy: 0.950, Loss: 0.058 Epoch 27 Batch 521/538 - Train Accuracy: 0.939, Validation Accuracy: 0.952, Loss: 0.063 Epoch 27 Batch 522/538 - Train Accuracy: 0.940, Validation Accuracy: 0.949, Loss: 0.052 Epoch 27 Batch 523/538 - Train Accuracy: 0.948, Validation Accuracy: 0.950, Loss: 0.063 Epoch 27 Batch 524/538 - Train Accuracy: 0.936, Validation Accuracy: 0.952, Loss: 0.049 Epoch 27 Batch 525/538 - Train Accuracy: 0.952, Validation Accuracy: 0.952, Loss: 0.055 Epoch 27 Batch 526/538 - Train Accuracy: 0.947, Validation Accuracy: 0.950, Loss: 0.054 Epoch 27 Batch 527/538 - Train Accuracy: 0.946, Validation Accuracy: 0.950, Loss: 0.057 Epoch 27 Batch 528/538 - Train Accuracy: 0.942, Validation Accuracy: 0.942, Loss: 0.052 Epoch 27 Batch 529/538 - Train Accuracy: 0.922, Validation Accuracy: 0.944, Loss: 0.062 Epoch 27 Batch 530/538 - Train Accuracy: 0.941, Validation Accuracy: 0.946, Loss: 0.064 Epoch 27 Batch 531/538 - Train Accuracy: 0.955, Validation Accuracy: 0.948, Loss: 0.060 Epoch 27 Batch 532/538 - Train Accuracy: 0.947, Validation Accuracy: 0.947, Loss: 0.048 Epoch 27 Batch 533/538 - Train Accuracy: 0.950, Validation Accuracy: 0.944, Loss: 0.051 Epoch 27 Batch 534/538 - Train Accuracy: 0.942, Validation Accuracy: 0.949, Loss: 0.045 Epoch 27 Batch 535/538 - Train Accuracy: 0.949, Validation Accuracy: 0.949, Loss: 0.052 Epoch 27 Batch 536/538 - Train Accuracy: 0.943, Validation Accuracy: 0.947, Loss: 0.063 Epoch 28 Batch 0/538 - Train Accuracy: 0.964, Validation Accuracy: 0.946, Loss: 0.053 Epoch 28 Batch 1/538 - Train Accuracy: 0.955, Validation Accuracy: 0.948, Loss: 0.057 Epoch 28 Batch 2/538 - Train Accuracy: 0.949, Validation Accuracy: 0.944, Loss: 0.066 Epoch 28 Batch 3/538 - Train Accuracy: 0.953, Validation Accuracy: 0.946, Loss: 0.054 Epoch 28 Batch 4/538 - Train Accuracy: 0.952, Validation Accuracy: 0.944, Loss: 0.055 Epoch 28 Batch 5/538 - Train Accuracy: 0.945, Validation Accuracy: 0.944, Loss: 0.053 Epoch 28 Batch 6/538 - Train Accuracy: 0.948, Validation Accuracy: 0.942, Loss: 0.053 Epoch 28 Batch 7/538 - Train Accuracy: 0.958, Validation Accuracy: 0.943, Loss: 0.057 Epoch 28 Batch 8/538 - Train Accuracy: 0.946, Validation Accuracy: 0.943, Loss: 0.056 Epoch 28 Batch 9/538 - Train Accuracy: 0.938, Validation Accuracy: 0.941, Loss: 0.051 Epoch 28 Batch 10/538 - Train Accuracy: 0.938, Validation Accuracy: 0.941, Loss: 0.063 Epoch 28 Batch 11/538 - Train Accuracy: 0.945, Validation Accuracy: 0.940, Loss: 0.053 Epoch 28 Batch 12/538 - Train Accuracy: 0.944, Validation Accuracy: 0.942, Loss: 0.056 Epoch 28 Batch 13/538 - Train Accuracy: 0.956, Validation Accuracy: 0.947, Loss: 0.050 Epoch 28 Batch 14/538 - Train Accuracy: 0.944, Validation Accuracy: 0.949, Loss: 0.056 Epoch 28 Batch 15/538 - Train Accuracy: 0.948, Validation Accuracy: 0.952, Loss: 0.056 Epoch 28 Batch 16/538 - Train Accuracy: 0.948, Validation Accuracy: 0.952, Loss: 0.057 Epoch 28 Batch 17/538 - Train Accuracy: 0.951, Validation Accuracy: 0.952, Loss: 0.056 Epoch 28 Batch 18/538 - Train Accuracy: 0.965, Validation Accuracy: 0.952, Loss: 0.060 Epoch 28 Batch 19/538 - Train Accuracy: 0.946, Validation Accuracy: 0.953, Loss: 0.061 Epoch 28 Batch 20/538 - Train Accuracy: 0.946, Validation Accuracy: 0.953, Loss: 0.060 Epoch 28 Batch 21/538 - Train Accuracy: 0.965, Validation Accuracy: 0.947, Loss: 0.041 Epoch 28 Batch 22/538 - Train Accuracy: 0.939, Validation Accuracy: 0.950, Loss: 0.071 Epoch 28 Batch 23/538 - Train Accuracy: 0.942, Validation Accuracy: 0.943, Loss: 0.067 Epoch 28 Batch 24/538 - Train Accuracy: 0.952, Validation Accuracy: 0.947, Loss: 0.058 Epoch 28 Batch 25/538 - Train Accuracy: 0.943, Validation Accuracy: 0.949, Loss: 0.054 Epoch 28 Batch 26/538 - Train Accuracy: 0.946, Validation Accuracy: 0.952, Loss: 0.061 Epoch 28 Batch 27/538 - Train Accuracy: 0.960, Validation Accuracy: 0.949, Loss: 0.046 Epoch 28 Batch 28/538 - Train Accuracy: 0.936, Validation Accuracy: 0.953, Loss: 0.063 Epoch 28 Batch 29/538 - Train Accuracy: 0.956, Validation Accuracy: 0.952, Loss: 0.049 Epoch 28 Batch 30/538 - Train Accuracy: 0.944, Validation Accuracy: 0.953, Loss: 0.065 Epoch 28 Batch 31/538 - Train Accuracy: 0.961, Validation Accuracy: 0.953, Loss: 0.046 Epoch 28 Batch 32/538 - Train Accuracy: 0.948, Validation Accuracy: 0.953, Loss: 0.047 Epoch 28 Batch 33/538 - Train Accuracy: 0.952, Validation Accuracy: 0.950, Loss: 0.058 Epoch 28 Batch 34/538 - Train Accuracy: 0.934, Validation Accuracy: 0.947, Loss: 0.076 Epoch 28 Batch 35/538 - Train Accuracy: 0.957, Validation Accuracy: 0.939, Loss: 0.049 Epoch 28 Batch 36/538 - Train Accuracy: 0.943, Validation Accuracy: 0.935, Loss: 0.054 Epoch 28 Batch 37/538 - Train Accuracy: 0.944, Validation Accuracy: 0.932, Loss: 0.058 Epoch 28 Batch 38/538 - Train Accuracy: 0.939, Validation Accuracy: 0.932, Loss: 0.056 Epoch 28 Batch 39/538 - Train Accuracy: 0.949, Validation Accuracy: 0.930, Loss: 0.058 Epoch 28 Batch 40/538 - Train Accuracy: 0.950, Validation Accuracy: 0.935, Loss: 0.047 Epoch 28 Batch 41/538 - Train Accuracy: 0.953, Validation Accuracy: 0.940, Loss: 0.050 Epoch 28 Batch 42/538 - Train Accuracy: 0.950, Validation Accuracy: 0.942, Loss: 0.051 Epoch 28 Batch 43/538 - Train Accuracy: 0.933, Validation Accuracy: 0.948, Loss: 0.063 Epoch 28 Batch 44/538 - Train Accuracy: 0.945, Validation Accuracy: 0.949, Loss: 0.055 Epoch 28 Batch 45/538 - Train Accuracy: 0.959, Validation Accuracy: 0.949, Loss: 0.050 Epoch 28 Batch 46/538 - Train Accuracy: 0.961, Validation Accuracy: 0.950, Loss: 0.054 Epoch 28 Batch 47/538 - Train Accuracy: 0.950, Validation Accuracy: 0.949, Loss: 0.058 Epoch 28 Batch 48/538 - Train Accuracy: 0.949, Validation Accuracy: 0.947, Loss: 0.059 Epoch 28 Batch 49/538 - Train Accuracy: 0.949, Validation Accuracy: 0.947, Loss: 0.056 Epoch 28 Batch 50/538 - Train Accuracy: 0.944, Validation Accuracy: 0.947, Loss: 0.050 Epoch 28 Batch 51/538 - Train Accuracy: 0.936, Validation Accuracy: 0.944, Loss: 0.066 Epoch 28 Batch 52/538 - Train Accuracy: 0.947, Validation Accuracy: 0.943, Loss: 0.055 Epoch 28 Batch 53/538 - Train Accuracy: 0.920, Validation Accuracy: 0.941, Loss: 0.059 Epoch 28 Batch 54/538 - Train Accuracy: 0.955, Validation Accuracy: 0.945, Loss: 0.045 Epoch 28 Batch 55/538 - Train Accuracy: 0.942, Validation Accuracy: 0.949, Loss: 0.054 Epoch 28 Batch 56/538 - Train Accuracy: 0.943, Validation Accuracy: 0.946, Loss: 0.050 Epoch 28 Batch 57/538 - Train Accuracy: 0.921, Validation Accuracy: 0.955, Loss: 0.066 Epoch 28 Batch 58/538 - Train Accuracy: 0.926, Validation Accuracy: 0.951, Loss: 0.054 Epoch 28 Batch 59/538 - Train Accuracy: 0.952, Validation Accuracy: 0.946, Loss: 0.057 Epoch 28 Batch 60/538 - Train Accuracy: 0.958, Validation Accuracy: 0.944, Loss: 0.055 Epoch 28 Batch 61/538 - Train Accuracy: 0.948, Validation Accuracy: 0.939, Loss: 0.053 Epoch 28 Batch 62/538 - Train Accuracy: 0.944, Validation Accuracy: 0.940, Loss: 0.055 Epoch 28 Batch 63/538 - Train Accuracy: 0.951, Validation Accuracy: 0.933, Loss: 0.046 Epoch 28 Batch 64/538 - Train Accuracy: 0.948, Validation Accuracy: 0.928, Loss: 0.053 Epoch 28 Batch 65/538 - Train Accuracy: 0.931, Validation Accuracy: 0.925, Loss: 0.064 Epoch 28 Batch 66/538 - Train Accuracy: 0.955, Validation Accuracy: 0.935, Loss: 0.046 Epoch 28 Batch 67/538 - Train Accuracy: 0.964, Validation Accuracy: 0.935, Loss: 0.053 Epoch 28 Batch 68/538 - Train Accuracy: 0.943, Validation Accuracy: 0.938, Loss: 0.053 Epoch 28 Batch 69/538 - Train Accuracy: 0.953, Validation Accuracy: 0.944, Loss: 0.052 Epoch 28 Batch 70/538 - Train Accuracy: 0.940, Validation Accuracy: 0.942, Loss: 0.050 Epoch 28 Batch 71/538 - Train Accuracy: 0.952, Validation Accuracy: 0.944, Loss: 0.065 Epoch 28 Batch 72/538 - Train Accuracy: 0.953, Validation Accuracy: 0.949, Loss: 0.074 Epoch 28 Batch 73/538 - Train Accuracy: 0.944, Validation Accuracy: 0.950, Loss: 0.051 Epoch 28 Batch 74/538 - Train Accuracy: 0.946, Validation Accuracy: 0.949, Loss: 0.056 Epoch 28 Batch 75/538 - Train Accuracy: 0.945, Validation Accuracy: 0.950, Loss: 0.053 Epoch 28 Batch 76/538 - Train Accuracy: 0.943, Validation Accuracy: 0.949, Loss: 0.056 Epoch 28 Batch 77/538 - Train Accuracy: 0.944, Validation Accuracy: 0.946, Loss: 0.048 Epoch 28 Batch 78/538 - Train Accuracy: 0.947, Validation Accuracy: 0.953, Loss: 0.058 Epoch 28 Batch 79/538 - Train Accuracy: 0.949, Validation Accuracy: 0.952, Loss: 0.052 Epoch 28 Batch 80/538 - Train Accuracy: 0.949, Validation Accuracy: 0.952, Loss: 0.055 Epoch 28 Batch 81/538 - Train Accuracy: 0.947, Validation Accuracy: 0.948, Loss: 0.057 Epoch 28 Batch 82/538 - Train Accuracy: 0.938, Validation Accuracy: 0.949, Loss: 0.059 Epoch 28 Batch 83/538 - Train Accuracy: 0.944, Validation Accuracy: 0.941, Loss: 0.052 Epoch 28 Batch 84/538 - Train Accuracy: 0.947, Validation Accuracy: 0.938, Loss: 0.059 Epoch 28 Batch 85/538 - Train Accuracy: 0.953, Validation Accuracy: 0.938, Loss: 0.056 Epoch 28 Batch 86/538 - Train Accuracy: 0.944, Validation Accuracy: 0.935, Loss: 0.053 Epoch 28 Batch 87/538 - Train Accuracy: 0.918, Validation Accuracy: 0.932, Loss: 0.056 Epoch 28 Batch 88/538 - Train Accuracy: 0.949, Validation Accuracy: 0.934, Loss: 0.057 Epoch 28 Batch 89/538 - Train Accuracy: 0.947, Validation Accuracy: 0.937, Loss: 0.054 Epoch 28 Batch 90/538 - Train Accuracy: 0.951, Validation Accuracy: 0.935, Loss: 0.065 Epoch 28 Batch 91/538 - Train Accuracy: 0.947, Validation Accuracy: 0.937, Loss: 0.059 Epoch 28 Batch 92/538 - Train Accuracy: 0.948, Validation Accuracy: 0.948, Loss: 0.063 Epoch 28 Batch 93/538 - Train Accuracy: 0.947, Validation Accuracy: 0.949, Loss: 0.048 Epoch 28 Batch 94/538 - Train Accuracy: 0.948, Validation Accuracy: 0.952, Loss: 0.054 Epoch 28 Batch 95/538 - Train Accuracy: 0.940, Validation Accuracy: 0.948, Loss: 0.051 Epoch 28 Batch 96/538 - Train Accuracy: 0.965, Validation Accuracy: 0.945, Loss: 0.047 Epoch 28 Batch 97/538 - Train Accuracy: 0.949, Validation Accuracy: 0.946, Loss: 0.049 Epoch 28 Batch 98/538 - Train Accuracy: 0.946, Validation Accuracy: 0.943, Loss: 0.057 Epoch 28 Batch 99/538 - Train Accuracy: 0.943, Validation Accuracy: 0.949, Loss: 0.058 Epoch 28 Batch 100/538 - Train Accuracy: 0.949, Validation Accuracy: 0.944, Loss: 0.049 Epoch 28 Batch 101/538 - Train Accuracy: 0.933, Validation Accuracy: 0.944, Loss: 0.068 Epoch 28 Batch 102/538 - Train Accuracy: 0.932, Validation Accuracy: 0.941, Loss: 0.067 Epoch 28 Batch 103/538 - Train Accuracy: 0.946, Validation Accuracy: 0.945, Loss: 0.057 Epoch 28 Batch 104/538 - Train Accuracy: 0.953, Validation Accuracy: 0.938, Loss: 0.053 Epoch 28 Batch 105/538 - Train Accuracy: 0.952, Validation Accuracy: 0.941, Loss: 0.050 Epoch 28 Batch 106/538 - Train Accuracy: 0.938, Validation Accuracy: 0.941, Loss: 0.046 Epoch 28 Batch 107/538 - Train Accuracy: 0.935, Validation Accuracy: 0.944, Loss: 0.060 Epoch 28 Batch 108/538 - Train Accuracy: 0.959, Validation Accuracy: 0.940, Loss: 0.056 Epoch 28 Batch 109/538 - Train Accuracy: 0.953, Validation Accuracy: 0.943, Loss: 0.044 Epoch 28 Batch 110/538 - Train Accuracy: 0.951, Validation Accuracy: 0.938, Loss: 0.053 Epoch 28 Batch 111/538 - Train Accuracy: 0.952, Validation Accuracy: 0.942, Loss: 0.051 Epoch 28 Batch 112/538 - Train Accuracy: 0.939, Validation Accuracy: 0.941, Loss: 0.067 Epoch 28 Batch 113/538 - Train Accuracy: 0.922, Validation Accuracy: 0.941, Loss: 0.054 Epoch 28 Batch 114/538 - Train Accuracy: 0.952, Validation Accuracy: 0.941, Loss: 0.049 Epoch 28 Batch 115/538 - Train Accuracy: 0.951, Validation Accuracy: 0.945, Loss: 0.064 Epoch 28 Batch 116/538 - Train Accuracy: 0.941, Validation Accuracy: 0.947, Loss: 0.067 Epoch 28 Batch 117/538 - Train Accuracy: 0.949, Validation Accuracy: 0.952, Loss: 0.060 Epoch 28 Batch 118/538 - Train Accuracy: 0.953, Validation Accuracy: 0.954, Loss: 0.044 Epoch 28 Batch 119/538 - Train Accuracy: 0.961, Validation Accuracy: 0.945, Loss: 0.049 Epoch 28 Batch 120/538 - Train Accuracy: 0.960, Validation Accuracy: 0.946, Loss: 0.045 Epoch 28 Batch 121/538 - Train Accuracy: 0.953, Validation Accuracy: 0.947, Loss: 0.052 Epoch 28 Batch 122/538 - Train Accuracy: 0.941, Validation Accuracy: 0.947, Loss: 0.053 Epoch 28 Batch 123/538 - Train Accuracy: 0.936, Validation Accuracy: 0.946, Loss: 0.054 Epoch 28 Batch 124/538 - Train Accuracy: 0.948, Validation Accuracy: 0.947, Loss: 0.050 Epoch 28 Batch 125/538 - Train Accuracy: 0.940, Validation Accuracy: 0.946, Loss: 0.059 Epoch 28 Batch 126/538 - Train Accuracy: 0.935, Validation Accuracy: 0.947, Loss: 0.058 Epoch 28 Batch 127/538 - Train Accuracy: 0.931, Validation Accuracy: 0.945, Loss: 0.067 Epoch 28 Batch 128/538 - Train Accuracy: 0.951, Validation Accuracy: 0.944, Loss: 0.045 Epoch 28 Batch 129/538 - Train Accuracy: 0.944, Validation Accuracy: 0.947, Loss: 0.048 Epoch 28 Batch 130/538 - Train Accuracy: 0.944, Validation Accuracy: 0.949, Loss: 0.051 Epoch 28 Batch 131/538 - Train Accuracy: 0.963, Validation Accuracy: 0.952, Loss: 0.054 Epoch 28 Batch 132/538 - Train Accuracy: 0.935, Validation Accuracy: 0.951, Loss: 0.052 Epoch 28 Batch 133/538 - Train Accuracy: 0.939, Validation Accuracy: 0.952, Loss: 0.059 Epoch 28 Batch 134/538 - Train Accuracy: 0.917, Validation Accuracy: 0.952, Loss: 0.067 Epoch 28 Batch 135/538 - Train Accuracy: 0.952, Validation Accuracy: 0.950, Loss: 0.069 Epoch 28 Batch 136/538 - Train Accuracy: 0.941, Validation Accuracy: 0.949, Loss: 0.054 Epoch 28 Batch 137/538 - Train Accuracy: 0.951, Validation Accuracy: 0.946, Loss: 0.065 Epoch 28 Batch 138/538 - Train Accuracy: 0.947, Validation Accuracy: 0.939, Loss: 0.053 Epoch 28 Batch 139/538 - Train Accuracy: 0.937, Validation Accuracy: 0.943, Loss: 0.070 Epoch 28 Batch 140/538 - Train Accuracy: 0.938, Validation Accuracy: 0.944, Loss: 0.066 Epoch 28 Batch 141/538 - Train Accuracy: 0.956, Validation Accuracy: 0.950, Loss: 0.063 Epoch 28 Batch 142/538 - Train Accuracy: 0.957, Validation Accuracy: 0.946, Loss: 0.050 Epoch 28 Batch 143/538 - Train Accuracy: 0.955, Validation Accuracy: 0.946, Loss: 0.068 Epoch 28 Batch 144/538 - Train Accuracy: 0.944, Validation Accuracy: 0.949, Loss: 0.063 Epoch 28 Batch 145/538 - Train Accuracy: 0.929, Validation Accuracy: 0.947, Loss: 0.067 Epoch 28 Batch 146/538 - Train Accuracy: 0.942, Validation Accuracy: 0.949, Loss: 0.053 Epoch 28 Batch 147/538 - Train Accuracy: 0.951, Validation Accuracy: 0.942, Loss: 0.060 Epoch 28 Batch 148/538 - Train Accuracy: 0.926, Validation Accuracy: 0.941, Loss: 0.069 Epoch 28 Batch 149/538 - Train Accuracy: 0.954, Validation Accuracy: 0.935, Loss: 0.058 Epoch 28 Batch 150/538 - Train Accuracy: 0.961, Validation Accuracy: 0.933, Loss: 0.048 Epoch 28 Batch 151/538 - Train Accuracy: 0.944, Validation Accuracy: 0.935, Loss: 0.052 Epoch 28 Batch 152/538 - Train Accuracy: 0.937, Validation Accuracy: 0.945, Loss: 0.065 Epoch 28 Batch 153/538 - Train Accuracy: 0.940, Validation Accuracy: 0.946, Loss: 0.055 Epoch 28 Batch 154/538 - Train Accuracy: 0.951, Validation Accuracy: 0.947, Loss: 0.050 Epoch 28 Batch 155/538 - Train Accuracy: 0.945, Validation Accuracy: 0.947, Loss: 0.050 Epoch 28 Batch 156/538 - Train Accuracy: 0.958, Validation Accuracy: 0.946, Loss: 0.053 Epoch 28 Batch 157/538 - Train Accuracy: 0.952, Validation Accuracy: 0.946, Loss: 0.051 Epoch 28 Batch 158/538 - Train Accuracy: 0.972, Validation Accuracy: 0.942, Loss: 0.058 Epoch 28 Batch 159/538 - Train Accuracy: 0.945, Validation Accuracy: 0.940, Loss: 0.060 Epoch 28 Batch 160/538 - Train Accuracy: 0.924, Validation Accuracy: 0.942, Loss: 0.050 Epoch 28 Batch 161/538 - Train Accuracy: 0.944, Validation Accuracy: 0.939, Loss: 0.053 Epoch 28 Batch 162/538 - Train Accuracy: 0.957, Validation Accuracy: 0.942, Loss: 0.057 Epoch 28 Batch 163/538 - Train Accuracy: 0.948, Validation Accuracy: 0.947, Loss: 0.066 Epoch 28 Batch 164/538 - Train Accuracy: 0.932, Validation Accuracy: 0.948, Loss: 0.059 Epoch 28 Batch 165/538 - Train Accuracy: 0.945, Validation Accuracy: 0.948, Loss: 0.040 Epoch 28 Batch 166/538 - Train Accuracy: 0.960, Validation Accuracy: 0.943, Loss: 0.051 Epoch 28 Batch 167/538 - Train Accuracy: 0.956, Validation Accuracy: 0.946, Loss: 0.076 Epoch 28 Batch 168/538 - Train Accuracy: 0.917, Validation Accuracy: 0.947, Loss: 0.070 Epoch 28 Batch 169/538 - Train Accuracy: 0.960, Validation Accuracy: 0.941, Loss: 0.048 Epoch 28 Batch 170/538 - Train Accuracy: 0.954, Validation Accuracy: 0.941, Loss: 0.054 Epoch 28 Batch 171/538 - Train Accuracy: 0.933, Validation Accuracy: 0.943, Loss: 0.061 Epoch 28 Batch 172/538 - Train Accuracy: 0.958, Validation Accuracy: 0.944, Loss: 0.049 Epoch 28 Batch 173/538 - Train Accuracy: 0.952, Validation Accuracy: 0.946, Loss: 0.045 Epoch 28 Batch 174/538 - Train Accuracy: 0.936, Validation Accuracy: 0.943, Loss: 0.052 Epoch 28 Batch 175/538 - Train Accuracy: 0.950, Validation Accuracy: 0.939, Loss: 0.053 Epoch 28 Batch 176/538 - Train Accuracy: 0.942, Validation Accuracy: 0.938, Loss: 0.062 Epoch 28 Batch 177/538 - Train Accuracy: 0.954, Validation Accuracy: 0.940, Loss: 0.060 Epoch 28 Batch 178/538 - Train Accuracy: 0.927, Validation Accuracy: 0.944, Loss: 0.057 Epoch 28 Batch 179/538 - Train Accuracy: 0.951, Validation Accuracy: 0.947, Loss: 0.051 Epoch 28 Batch 180/538 - Train Accuracy: 0.933, Validation Accuracy: 0.950, Loss: 0.060 Epoch 28 Batch 181/538 - Train Accuracy: 0.931, Validation Accuracy: 0.950, Loss: 0.071 Epoch 28 Batch 182/538 - Train Accuracy: 0.953, Validation Accuracy: 0.951, Loss: 0.049 Epoch 28 Batch 183/538 - Train Accuracy: 0.965, Validation Accuracy: 0.951, Loss: 0.050 Epoch 28 Batch 184/538 - Train Accuracy: 0.954, Validation Accuracy: 0.951, Loss: 0.050 Epoch 28 Batch 185/538 - Train Accuracy: 0.970, Validation Accuracy: 0.953, Loss: 0.047 Epoch 28 Batch 186/538 - Train Accuracy: 0.947, Validation Accuracy: 0.947, Loss: 0.051 Epoch 28 Batch 187/538 - Train Accuracy: 0.964, Validation Accuracy: 0.949, Loss: 0.050 Epoch 28 Batch 188/538 - Train Accuracy: 0.943, Validation Accuracy: 0.946, Loss: 0.053 Epoch 28 Batch 189/538 - Train Accuracy: 0.956, Validation Accuracy: 0.941, Loss: 0.055 Epoch 28 Batch 190/538 - Train Accuracy: 0.925, Validation Accuracy: 0.941, Loss: 0.072 Epoch 28 Batch 191/538 - Train Accuracy: 0.958, Validation Accuracy: 0.939, Loss: 0.047 Epoch 28 Batch 192/538 - Train Accuracy: 0.948, Validation Accuracy: 0.932, Loss: 0.053 Epoch 28 Batch 193/538 - Train Accuracy: 0.940, Validation Accuracy: 0.934, Loss: 0.055 Epoch 28 Batch 194/538 - Train Accuracy: 0.930, Validation Accuracy: 0.933, Loss: 0.067 Epoch 28 Batch 195/538 - Train Accuracy: 0.951, Validation Accuracy: 0.935, Loss: 0.067 Epoch 28 Batch 196/538 - Train Accuracy: 0.941, Validation Accuracy: 0.943, Loss: 0.051 Epoch 28 Batch 197/538 - Train Accuracy: 0.950, Validation Accuracy: 0.943, Loss: 0.053 Epoch 28 Batch 198/538 - Train Accuracy: 0.941, Validation Accuracy: 0.943, Loss: 0.053 Epoch 28 Batch 199/538 - Train Accuracy: 0.935, Validation Accuracy: 0.941, Loss: 0.053 Epoch 28 Batch 200/538 - Train Accuracy: 0.959, Validation Accuracy: 0.947, Loss: 0.043 Epoch 28 Batch 201/538 - Train Accuracy: 0.942, Validation Accuracy: 0.943, Loss: 0.056 Epoch 28 Batch 202/538 - Train Accuracy: 0.949, Validation Accuracy: 0.946, Loss: 0.049 Epoch 28 Batch 203/538 - Train Accuracy: 0.953, Validation Accuracy: 0.944, Loss: 0.060 Epoch 28 Batch 204/538 - Train Accuracy: 0.939, Validation Accuracy: 0.938, Loss: 0.062 Epoch 28 Batch 205/538 - Train Accuracy: 0.940, Validation Accuracy: 0.941, Loss: 0.055 Epoch 28 Batch 206/538 - Train Accuracy: 0.953, Validation Accuracy: 0.943, Loss: 0.051 Epoch 28 Batch 207/538 - Train Accuracy: 0.958, Validation Accuracy: 0.942, Loss: 0.061 Epoch 28 Batch 208/538 - Train Accuracy: 0.956, Validation Accuracy: 0.942, Loss: 0.069 Epoch 28 Batch 209/538 - Train Accuracy: 0.954, Validation Accuracy: 0.939, Loss: 0.046 Epoch 28 Batch 210/538 - Train Accuracy: 0.941, Validation Accuracy: 0.936, Loss: 0.060 Epoch 28 Batch 211/538 - Train Accuracy: 0.941, Validation Accuracy: 0.942, Loss: 0.059 Epoch 28 Batch 212/538 - Train Accuracy: 0.944, Validation Accuracy: 0.944, Loss: 0.050 Epoch 28 Batch 213/538 - Train Accuracy: 0.959, Validation Accuracy: 0.944, Loss: 0.048 Epoch 28 Batch 214/538 - Train Accuracy: 0.959, Validation Accuracy: 0.947, Loss: 0.048 Epoch 28 Batch 215/538 - Train Accuracy: 0.956, Validation Accuracy: 0.944, Loss: 0.045 Epoch 28 Batch 216/538 - Train Accuracy: 0.946, Validation Accuracy: 0.946, Loss: 0.059 Epoch 28 Batch 217/538 - Train Accuracy: 0.956, Validation Accuracy: 0.947, Loss: 0.054 Epoch 28 Batch 218/538 - Train Accuracy: 0.957, Validation Accuracy: 0.942, Loss: 0.048 Epoch 28 Batch 219/538 - Train Accuracy: 0.929, Validation Accuracy: 0.942, Loss: 0.062 Epoch 28 Batch 220/538 - Train Accuracy: 0.930, Validation Accuracy: 0.947, Loss: 0.063 Epoch 28 Batch 221/538 - Train Accuracy: 0.961, Validation Accuracy: 0.942, Loss: 0.050 Epoch 28 Batch 222/538 - Train Accuracy: 0.938, Validation Accuracy: 0.942, Loss: 0.050 Epoch 28 Batch 223/538 - Train Accuracy: 0.944, Validation Accuracy: 0.942, Loss: 0.057 Epoch 28 Batch 224/538 - Train Accuracy: 0.946, Validation Accuracy: 0.944, Loss: 0.059 Epoch 28 Batch 225/538 - Train Accuracy: 0.956, Validation Accuracy: 0.944, Loss: 0.053 Epoch 28 Batch 226/538 - Train Accuracy: 0.954, Validation Accuracy: 0.943, Loss: 0.063 Epoch 28 Batch 227/538 - Train Accuracy: 0.931, Validation Accuracy: 0.941, Loss: 0.053 Epoch 28 Batch 228/538 - Train Accuracy: 0.941, Validation Accuracy: 0.943, Loss: 0.054 Epoch 28 Batch 229/538 - Train Accuracy: 0.948, Validation Accuracy: 0.941, Loss: 0.066 Epoch 28 Batch 230/538 - Train Accuracy: 0.942, Validation Accuracy: 0.943, Loss: 0.056 Epoch 28 Batch 231/538 - Train Accuracy: 0.940, Validation Accuracy: 0.942, Loss: 0.060 Epoch 28 Batch 232/538 - Train Accuracy: 0.951, Validation Accuracy: 0.942, Loss: 0.052 Epoch 28 Batch 233/538 - Train Accuracy: 0.946, Validation Accuracy: 0.942, Loss: 0.063 Epoch 28 Batch 234/538 - Train Accuracy: 0.960, Validation Accuracy: 0.940, Loss: 0.054 Epoch 28 Batch 235/538 - Train Accuracy: 0.951, Validation Accuracy: 0.938, Loss: 0.048 Epoch 28 Batch 236/538 - Train Accuracy: 0.953, Validation Accuracy: 0.943, Loss: 0.056 Epoch 28 Batch 237/538 - Train Accuracy: 0.954, Validation Accuracy: 0.945, Loss: 0.046 Epoch 28 Batch 238/538 - Train Accuracy: 0.957, Validation Accuracy: 0.948, Loss: 0.055 Epoch 28 Batch 239/538 - Train Accuracy: 0.948, Validation Accuracy: 0.947, Loss: 0.058 Epoch 28 Batch 240/538 - Train Accuracy: 0.949, Validation Accuracy: 0.949, Loss: 0.052 Epoch 28 Batch 241/538 - Train Accuracy: 0.937, Validation Accuracy: 0.945, Loss: 0.066 Epoch 28 Batch 242/538 - Train Accuracy: 0.961, Validation Accuracy: 0.941, Loss: 0.054 Epoch 28 Batch 243/538 - Train Accuracy: 0.956, Validation Accuracy: 0.939, Loss: 0.046 Epoch 28 Batch 244/538 - Train Accuracy: 0.941, Validation Accuracy: 0.939, Loss: 0.051 Epoch 28 Batch 245/538 - Train Accuracy: 0.946, Validation Accuracy: 0.934, Loss: 0.062 Epoch 28 Batch 246/538 - Train Accuracy: 0.947, Validation Accuracy: 0.937, Loss: 0.047 Epoch 28 Batch 247/538 - Train Accuracy: 0.947, Validation Accuracy: 0.936, Loss: 0.049 Epoch 28 Batch 248/538 - Train Accuracy: 0.941, Validation Accuracy: 0.933, Loss: 0.058 Epoch 28 Batch 249/538 - Train Accuracy: 0.949, Validation Accuracy: 0.938, Loss: 0.049 Epoch 28 Batch 250/538 - Train Accuracy: 0.949, Validation Accuracy: 0.939, Loss: 0.049 Epoch 28 Batch 251/538 - Train Accuracy: 0.946, Validation Accuracy: 0.941, Loss: 0.047 Epoch 28 Batch 252/538 - Train Accuracy: 0.948, Validation Accuracy: 0.937, Loss: 0.049 Epoch 28 Batch 253/538 - Train Accuracy: 0.942, Validation Accuracy: 0.941, Loss: 0.050 Epoch 28 Batch 254/538 - Train Accuracy: 0.940, Validation Accuracy: 0.946, Loss: 0.060 Epoch 28 Batch 255/538 - Train Accuracy: 0.951, Validation Accuracy: 0.946, Loss: 0.049 Epoch 28 Batch 256/538 - Train Accuracy: 0.929, Validation Accuracy: 0.941, Loss: 0.056 Epoch 28 Batch 257/538 - Train Accuracy: 0.950, Validation Accuracy: 0.942, Loss: 0.060 Epoch 28 Batch 258/538 - Train Accuracy: 0.948, Validation Accuracy: 0.944, Loss: 0.049 Epoch 28 Batch 259/538 - Train Accuracy: 0.966, Validation Accuracy: 0.942, Loss: 0.042 Epoch 28 Batch 260/538 - Train Accuracy: 0.917, Validation Accuracy: 0.931, Loss: 0.058 Epoch 28 Batch 261/538 - Train Accuracy: 0.938, Validation Accuracy: 0.935, Loss: 0.057 Epoch 28 Batch 262/538 - Train Accuracy: 0.957, Validation Accuracy: 0.935, Loss: 0.053 Epoch 28 Batch 263/538 - Train Accuracy: 0.942, Validation Accuracy: 0.938, Loss: 0.060 Epoch 28 Batch 264/538 - Train Accuracy: 0.942, Validation Accuracy: 0.941, Loss: 0.065 Epoch 28 Batch 265/538 - Train Accuracy: 0.931, Validation Accuracy: 0.943, Loss: 0.062 Epoch 28 Batch 266/538 - Train Accuracy: 0.934, Validation Accuracy: 0.946, Loss: 0.057 Epoch 28 Batch 267/538 - Train Accuracy: 0.943, Validation Accuracy: 0.943, Loss: 0.055 Epoch 28 Batch 268/538 - Train Accuracy: 0.953, Validation Accuracy: 0.945, Loss: 0.045 Epoch 28 Batch 269/538 - Train Accuracy: 0.937, Validation Accuracy: 0.945, Loss: 0.059 Epoch 28 Batch 270/538 - Train Accuracy: 0.942, Validation Accuracy: 0.946, Loss: 0.056 Epoch 28 Batch 271/538 - Train Accuracy: 0.950, Validation Accuracy: 0.946, Loss: 0.050 Epoch 28 Batch 272/538 - Train Accuracy: 0.934, Validation Accuracy: 0.946, Loss: 0.056 Epoch 28 Batch 273/538 - Train Accuracy: 0.939, Validation Accuracy: 0.946, Loss: 0.056 Epoch 28 Batch 274/538 - Train Accuracy: 0.924, Validation Accuracy: 0.945, Loss: 0.057 Epoch 28 Batch 275/538 - Train Accuracy: 0.945, Validation Accuracy: 0.947, Loss: 0.060 Epoch 28 Batch 276/538 - Train Accuracy: 0.931, Validation Accuracy: 0.949, Loss: 0.066 Epoch 28 Batch 277/538 - Train Accuracy: 0.938, Validation Accuracy: 0.950, Loss: 0.049 Epoch 28 Batch 278/538 - Train Accuracy: 0.947, Validation Accuracy: 0.948, Loss: 0.056 Epoch 28 Batch 279/538 - Train Accuracy: 0.935, Validation Accuracy: 0.952, Loss: 0.054 Epoch 28 Batch 280/538 - Train Accuracy: 0.960, Validation Accuracy: 0.956, Loss: 0.046 Epoch 28 Batch 281/538 - Train Accuracy: 0.940, Validation Accuracy: 0.957, Loss: 0.057 Epoch 28 Batch 282/538 - Train Accuracy: 0.939, Validation Accuracy: 0.956, Loss: 0.059 Epoch 28 Batch 283/538 - Train Accuracy: 0.957, Validation Accuracy: 0.954, Loss: 0.053 Epoch 28 Batch 284/538 - Train Accuracy: 0.944, Validation Accuracy: 0.954, Loss: 0.058 Epoch 28 Batch 285/538 - Train Accuracy: 0.944, Validation Accuracy: 0.954, Loss: 0.049 Epoch 28 Batch 286/538 - Train Accuracy: 0.931, Validation Accuracy: 0.944, Loss: 0.063 Epoch 28 Batch 287/538 - Train Accuracy: 0.961, Validation Accuracy: 0.946, Loss: 0.044 Epoch 28 Batch 288/538 - Train Accuracy: 0.946, Validation Accuracy: 0.944, Loss: 0.053 Epoch 28 Batch 289/538 - Train Accuracy: 0.957, Validation Accuracy: 0.938, Loss: 0.046 Epoch 28 Batch 290/538 - Train Accuracy: 0.958, Validation Accuracy: 0.941, Loss: 0.042 Epoch 28 Batch 291/538 - Train Accuracy: 0.950, Validation Accuracy: 0.944, Loss: 0.051 Epoch 28 Batch 292/538 - Train Accuracy: 0.955, Validation Accuracy: 0.944, Loss: 0.040 Epoch 28 Batch 293/538 - Train Accuracy: 0.950, Validation Accuracy: 0.947, Loss: 0.048 Epoch 28 Batch 294/538 - Train Accuracy: 0.955, Validation Accuracy: 0.955, Loss: 0.052 Epoch 28 Batch 295/538 - Train Accuracy: 0.951, Validation Accuracy: 0.949, Loss: 0.055 Epoch 28 Batch 296/538 - Train Accuracy: 0.932, Validation Accuracy: 0.950, Loss: 0.060 Epoch 28 Batch 297/538 - Train Accuracy: 0.957, Validation Accuracy: 0.948, Loss: 0.052 Epoch 28 Batch 298/538 - Train Accuracy: 0.942, Validation Accuracy: 0.948, Loss: 0.056 Epoch 28 Batch 299/538 - Train Accuracy: 0.938, Validation Accuracy: 0.950, Loss: 0.063 Epoch 28 Batch 300/538 - Train Accuracy: 0.950, Validation Accuracy: 0.953, Loss: 0.058 Epoch 28 Batch 301/538 - Train Accuracy: 0.946, Validation Accuracy: 0.955, Loss: 0.061 Epoch 28 Batch 302/538 - Train Accuracy: 0.951, Validation Accuracy: 0.955, Loss: 0.054 Epoch 28 Batch 303/538 - Train Accuracy: 0.952, Validation Accuracy: 0.957, Loss: 0.049 Epoch 28 Batch 304/538 - Train Accuracy: 0.939, Validation Accuracy: 0.956, Loss: 0.056 Epoch 28 Batch 305/538 - Train Accuracy: 0.948, Validation Accuracy: 0.950, Loss: 0.050 Epoch 28 Batch 306/538 - Train Accuracy: 0.952, Validation Accuracy: 0.953, Loss: 0.055 Epoch 28 Batch 307/538 - Train Accuracy: 0.954, Validation Accuracy: 0.957, Loss: 0.058 Epoch 28 Batch 308/538 - Train Accuracy: 0.948, Validation Accuracy: 0.956, Loss: 0.051 Epoch 28 Batch 309/538 - Train Accuracy: 0.960, Validation Accuracy: 0.956, Loss: 0.043 Epoch 28 Batch 310/538 - Train Accuracy: 0.962, Validation Accuracy: 0.956, Loss: 0.053 Epoch 28 Batch 311/538 - Train Accuracy: 0.944, Validation Accuracy: 0.954, Loss: 0.057 Epoch 28 Batch 312/538 - Train Accuracy: 0.957, Validation Accuracy: 0.953, Loss: 0.047 Epoch 28 Batch 313/538 - Train Accuracy: 0.936, Validation Accuracy: 0.950, Loss: 0.050 Epoch 28 Batch 314/538 - Train Accuracy: 0.953, Validation Accuracy: 0.947, Loss: 0.055 Epoch 28 Batch 315/538 - Train Accuracy: 0.961, Validation Accuracy: 0.949, Loss: 0.049 Epoch 28 Batch 316/538 - Train Accuracy: 0.948, Validation Accuracy: 0.947, Loss: 0.047 Epoch 28 Batch 317/538 - Train Accuracy: 0.951, Validation Accuracy: 0.948, Loss: 0.051 Epoch 28 Batch 318/538 - Train Accuracy: 0.947, Validation Accuracy: 0.951, Loss: 0.051 Epoch 28 Batch 319/538 - Train Accuracy: 0.952, Validation Accuracy: 0.948, Loss: 0.056 Epoch 28 Batch 320/538 - Train Accuracy: 0.942, Validation Accuracy: 0.951, Loss: 0.050 Epoch 28 Batch 321/538 - Train Accuracy: 0.949, Validation Accuracy: 0.957, Loss: 0.049 Epoch 28 Batch 322/538 - Train Accuracy: 0.955, Validation Accuracy: 0.957, Loss: 0.054 Epoch 28 Batch 323/538 - Train Accuracy: 0.952, Validation Accuracy: 0.955, Loss: 0.048 Epoch 28 Batch 324/538 - Train Accuracy: 0.950, Validation Accuracy: 0.950, Loss: 0.055 Epoch 28 Batch 325/538 - Train Accuracy: 0.955, Validation Accuracy: 0.951, Loss: 0.049 Epoch 28 Batch 326/538 - Train Accuracy: 0.958, Validation Accuracy: 0.952, Loss: 0.052 Epoch 28 Batch 327/538 - Train Accuracy: 0.951, Validation Accuracy: 0.946, Loss: 0.052 Epoch 28 Batch 328/538 - Train Accuracy: 0.962, Validation Accuracy: 0.947, Loss: 0.050 Epoch 28 Batch 329/538 - Train Accuracy: 0.951, Validation Accuracy: 0.948, Loss: 0.054 Epoch 28 Batch 330/538 - Train Accuracy: 0.951, Validation Accuracy: 0.946, Loss: 0.041 Epoch 28 Batch 331/538 - Train Accuracy: 0.951, Validation Accuracy: 0.944, Loss: 0.052 Epoch 28 Batch 332/538 - Train Accuracy: 0.936, Validation Accuracy: 0.945, Loss: 0.060 Epoch 28 Batch 333/538 - Train Accuracy: 0.958, Validation Accuracy: 0.952, Loss: 0.052 Epoch 28 Batch 334/538 - Train Accuracy: 0.960, Validation Accuracy: 0.951, Loss: 0.053 Epoch 28 Batch 335/538 - Train Accuracy: 0.959, Validation Accuracy: 0.957, Loss: 0.052 Epoch 28 Batch 336/538 - Train Accuracy: 0.937, Validation Accuracy: 0.957, Loss: 0.056 Epoch 28 Batch 337/538 - Train Accuracy: 0.954, Validation Accuracy: 0.952, Loss: 0.051 Epoch 28 Batch 338/538 - Train Accuracy: 0.961, Validation Accuracy: 0.946, Loss: 0.055 Epoch 28 Batch 339/538 - Train Accuracy: 0.938, Validation Accuracy: 0.941, Loss: 0.048 Epoch 28 Batch 340/538 - Train Accuracy: 0.936, Validation Accuracy: 0.941, Loss: 0.052 Epoch 28 Batch 341/538 - Train Accuracy: 0.939, Validation Accuracy: 0.938, Loss: 0.050 Epoch 28 Batch 342/538 - Train Accuracy: 0.940, Validation Accuracy: 0.940, Loss: 0.059 Epoch 28 Batch 343/538 - Train Accuracy: 0.958, Validation Accuracy: 0.938, Loss: 0.054 Epoch 28 Batch 344/538 - Train Accuracy: 0.959, Validation Accuracy: 0.941, Loss: 0.050 Epoch 28 Batch 345/538 - Train Accuracy: 0.954, Validation Accuracy: 0.946, Loss: 0.055 Epoch 28 Batch 346/538 - Train Accuracy: 0.947, Validation Accuracy: 0.949, Loss: 0.058 Epoch 28 Batch 347/538 - Train Accuracy: 0.961, Validation Accuracy: 0.946, Loss: 0.047 Epoch 28 Batch 348/538 - Train Accuracy: 0.942, Validation Accuracy: 0.947, Loss: 0.054 Epoch 28 Batch 349/538 - Train Accuracy: 0.959, Validation Accuracy: 0.948, Loss: 0.043 Epoch 28 Batch 350/538 - Train Accuracy: 0.941, Validation Accuracy: 0.942, Loss: 0.058 Epoch 28 Batch 351/538 - Train Accuracy: 0.943, Validation Accuracy: 0.948, Loss: 0.063 Epoch 28 Batch 352/538 - Train Accuracy: 0.937, Validation Accuracy: 0.950, Loss: 0.071 Epoch 28 Batch 353/538 - Train Accuracy: 0.936, Validation Accuracy: 0.943, Loss: 0.060 Epoch 28 Batch 354/538 - Train Accuracy: 0.927, Validation Accuracy: 0.946, Loss: 0.058 Epoch 28 Batch 355/538 - Train Accuracy: 0.953, Validation Accuracy: 0.950, Loss: 0.063 Epoch 28 Batch 356/538 - Train Accuracy: 0.960, Validation Accuracy: 0.952, Loss: 0.050 Epoch 28 Batch 357/538 - Train Accuracy: 0.957, Validation Accuracy: 0.947, Loss: 0.053 Epoch 28 Batch 358/538 - Train Accuracy: 0.962, Validation Accuracy: 0.949, Loss: 0.043 Epoch 28 Batch 359/538 - Train Accuracy: 0.948, Validation Accuracy: 0.949, Loss: 0.057 Epoch 28 Batch 360/538 - Train Accuracy: 0.941, Validation Accuracy: 0.945, Loss: 0.048 Epoch 28 Batch 361/538 - Train Accuracy: 0.947, Validation Accuracy: 0.941, Loss: 0.050 Epoch 28 Batch 362/538 - Train Accuracy: 0.957, Validation Accuracy: 0.943, Loss: 0.045 Epoch 28 Batch 363/538 - Train Accuracy: 0.946, Validation Accuracy: 0.943, Loss: 0.053 Epoch 28 Batch 364/538 - Train Accuracy: 0.937, Validation Accuracy: 0.940, Loss: 0.071 Epoch 28 Batch 365/538 - Train Accuracy: 0.944, Validation Accuracy: 0.941, Loss: 0.053 Epoch 28 Batch 366/538 - Train Accuracy: 0.950, Validation Accuracy: 0.945, Loss: 0.049 Epoch 28 Batch 367/538 - Train Accuracy: 0.952, Validation Accuracy: 0.944, Loss: 0.044 Epoch 28 Batch 368/538 - Train Accuracy: 0.955, Validation Accuracy: 0.942, Loss: 0.050 Epoch 28 Batch 369/538 - Train Accuracy: 0.953, Validation Accuracy: 0.942, Loss: 0.046 Epoch 28 Batch 370/538 - Train Accuracy: 0.940, Validation Accuracy: 0.948, Loss: 0.063 Epoch 28 Batch 371/538 - Train Accuracy: 0.957, Validation Accuracy: 0.944, Loss: 0.055 Epoch 28 Batch 372/538 - Train Accuracy: 0.956, Validation Accuracy: 0.947, Loss: 0.049 Epoch 28 Batch 373/538 - Train Accuracy: 0.945, Validation Accuracy: 0.947, Loss: 0.048 Epoch 28 Batch 374/538 - Train Accuracy: 0.960, Validation Accuracy: 0.947, Loss: 0.048 Epoch 28 Batch 375/538 - Train Accuracy: 0.945, Validation Accuracy: 0.953, Loss: 0.052 Epoch 28 Batch 376/538 - Train Accuracy: 0.956, Validation Accuracy: 0.952, Loss: 0.053 Epoch 28 Batch 377/538 - Train Accuracy: 0.954, Validation Accuracy: 0.954, Loss: 0.057 Epoch 28 Batch 378/538 - Train Accuracy: 0.948, Validation Accuracy: 0.954, Loss: 0.047 Epoch 28 Batch 379/538 - Train Accuracy: 0.947, Validation Accuracy: 0.956, Loss: 0.048 Epoch 28 Batch 380/538 - Train Accuracy: 0.959, Validation Accuracy: 0.950, Loss: 0.047 Epoch 28 Batch 381/538 - Train Accuracy: 0.957, Validation Accuracy: 0.946, Loss: 0.051 Epoch 28 Batch 382/538 - Train Accuracy: 0.924, Validation Accuracy: 0.947, Loss: 0.061 Epoch 28 Batch 383/538 - Train Accuracy: 0.949, Validation Accuracy: 0.953, Loss: 0.047 Epoch 28 Batch 384/538 - Train Accuracy: 0.942, Validation Accuracy: 0.957, Loss: 0.050 Epoch 28 Batch 385/538 - Train Accuracy: 0.944, Validation Accuracy: 0.956, Loss: 0.055 Epoch 28 Batch 386/538 - Train Accuracy: 0.950, Validation Accuracy: 0.958, Loss: 0.054 Epoch 28 Batch 387/538 - Train Accuracy: 0.952, Validation Accuracy: 0.952, Loss: 0.052 Epoch 28 Batch 388/538 - Train Accuracy: 0.946, Validation Accuracy: 0.952, Loss: 0.056 Epoch 28 Batch 389/538 - Train Accuracy: 0.954, Validation Accuracy: 0.954, Loss: 0.061 Epoch 28 Batch 390/538 - Train Accuracy: 0.955, Validation Accuracy: 0.954, Loss: 0.043 Epoch 28 Batch 391/538 - Train Accuracy: 0.947, Validation Accuracy: 0.950, Loss: 0.054 Epoch 28 Batch 392/538 - Train Accuracy: 0.949, Validation Accuracy: 0.944, Loss: 0.049 Epoch 28 Batch 393/538 - Train Accuracy: 0.954, Validation Accuracy: 0.941, Loss: 0.049 Epoch 28 Batch 394/538 - Train Accuracy: 0.934, Validation Accuracy: 0.937, Loss: 0.060 Epoch 28 Batch 395/538 - Train Accuracy: 0.931, Validation Accuracy: 0.945, Loss: 0.056 Epoch 28 Batch 396/538 - Train Accuracy: 0.950, Validation Accuracy: 0.947, Loss: 0.047 Epoch 28 Batch 397/538 - Train Accuracy: 0.950, Validation Accuracy: 0.951, Loss: 0.057 Epoch 28 Batch 398/538 - Train Accuracy: 0.949, Validation Accuracy: 0.956, Loss: 0.056 Epoch 28 Batch 399/538 - Train Accuracy: 0.943, Validation Accuracy: 0.958, Loss: 0.061 Epoch 28 Batch 400/538 - Train Accuracy: 0.955, Validation Accuracy: 0.956, Loss: 0.059 Epoch 28 Batch 401/538 - Train Accuracy: 0.945, Validation Accuracy: 0.953, Loss: 0.057 Epoch 28 Batch 402/538 - Train Accuracy: 0.957, Validation Accuracy: 0.955, Loss: 0.050 Epoch 28 Batch 403/538 - Train Accuracy: 0.946, Validation Accuracy: 0.952, Loss: 0.056 Epoch 28 Batch 404/538 - Train Accuracy: 0.934, Validation Accuracy: 0.950, Loss: 0.060 Epoch 28 Batch 405/538 - Train Accuracy: 0.952, Validation Accuracy: 0.950, Loss: 0.050 Epoch 28 Batch 406/538 - Train Accuracy: 0.951, Validation Accuracy: 0.951, Loss: 0.055 Epoch 28 Batch 407/538 - Train Accuracy: 0.958, Validation Accuracy: 0.951, Loss: 0.049 Epoch 28 Batch 408/538 - Train Accuracy: 0.928, Validation Accuracy: 0.949, Loss: 0.060 Epoch 28 Batch 409/538 - Train Accuracy: 0.934, Validation Accuracy: 0.949, Loss: 0.052 Epoch 28 Batch 410/538 - Train Accuracy: 0.960, Validation Accuracy: 0.945, Loss: 0.055 Epoch 28 Batch 411/538 - Train Accuracy: 0.951, Validation Accuracy: 0.947, Loss: 0.050 Epoch 28 Batch 412/538 - Train Accuracy: 0.958, Validation Accuracy: 0.949, Loss: 0.043 Epoch 28 Batch 413/538 - Train Accuracy: 0.954, Validation Accuracy: 0.949, Loss: 0.046 Epoch 28 Batch 414/538 - Train Accuracy: 0.920, Validation Accuracy: 0.949, Loss: 0.062 Epoch 28 Batch 415/538 - Train Accuracy: 0.937, Validation Accuracy: 0.949, Loss: 0.048 Epoch 28 Batch 416/538 - Train Accuracy: 0.942, Validation Accuracy: 0.947, Loss: 0.055 Epoch 28 Batch 417/538 - Train Accuracy: 0.953, Validation Accuracy: 0.951, Loss: 0.045 Epoch 28 Batch 418/538 - Train Accuracy: 0.948, Validation Accuracy: 0.949, Loss: 0.055 Epoch 28 Batch 419/538 - Train Accuracy: 0.955, Validation Accuracy: 0.950, Loss: 0.048 Epoch 28 Batch 420/538 - Train Accuracy: 0.946, Validation Accuracy: 0.950, Loss: 0.050 Epoch 28 Batch 421/538 - Train Accuracy: 0.952, Validation Accuracy: 0.948, Loss: 0.046 Epoch 28 Batch 422/538 - Train Accuracy: 0.953, Validation Accuracy: 0.948, Loss: 0.052 Epoch 28 Batch 423/538 - Train Accuracy: 0.963, Validation Accuracy: 0.950, Loss: 0.054 Epoch 28 Batch 424/538 - Train Accuracy: 0.955, Validation Accuracy: 0.950, Loss: 0.061 Epoch 28 Batch 425/538 - Train Accuracy: 0.943, Validation Accuracy: 0.955, Loss: 0.065 Epoch 28 Batch 426/538 - Train Accuracy: 0.959, Validation Accuracy: 0.955, Loss: 0.052 Epoch 28 Batch 427/538 - Train Accuracy: 0.934, Validation Accuracy: 0.953, Loss: 0.055 Epoch 28 Batch 428/538 - Train Accuracy: 0.950, Validation Accuracy: 0.946, Loss: 0.044 Epoch 28 Batch 429/538 - Train Accuracy: 0.953, Validation Accuracy: 0.952, Loss: 0.055 Epoch 28 Batch 430/538 - Train Accuracy: 0.926, Validation Accuracy: 0.950, Loss: 0.046 Epoch 28 Batch 431/538 - Train Accuracy: 0.952, Validation Accuracy: 0.951, Loss: 0.051 Epoch 28 Batch 432/538 - Train Accuracy: 0.950, Validation Accuracy: 0.951, Loss: 0.054 Epoch 28 Batch 433/538 - Train Accuracy: 0.938, Validation Accuracy: 0.952, Loss: 0.077 Epoch 28 Batch 434/538 - Train Accuracy: 0.956, Validation Accuracy: 0.949, Loss: 0.051 Epoch 28 Batch 435/538 - Train Accuracy: 0.944, Validation Accuracy: 0.946, Loss: 0.051 Epoch 28 Batch 436/538 - Train Accuracy: 0.950, Validation Accuracy: 0.946, Loss: 0.054 Epoch 28 Batch 437/538 - Train Accuracy: 0.954, Validation Accuracy: 0.949, Loss: 0.047 Epoch 28 Batch 438/538 - Train Accuracy: 0.955, Validation Accuracy: 0.943, Loss: 0.045 Epoch 28 Batch 439/538 - Train Accuracy: 0.963, Validation Accuracy: 0.941, Loss: 0.056 Epoch 28 Batch 440/538 - Train Accuracy: 0.950, Validation Accuracy: 0.941, Loss: 0.055 Epoch 28 Batch 441/538 - Train Accuracy: 0.938, Validation Accuracy: 0.944, Loss: 0.064 Epoch 28 Batch 442/538 - Train Accuracy: 0.951, Validation Accuracy: 0.943, Loss: 0.042 Epoch 28 Batch 443/538 - Train Accuracy: 0.932, Validation Accuracy: 0.944, Loss: 0.054 Epoch 28 Batch 444/538 - Train Accuracy: 0.955, Validation Accuracy: 0.944, Loss: 0.054 Epoch 28 Batch 445/538 - Train Accuracy: 0.955, Validation Accuracy: 0.940, Loss: 0.052 Epoch 28 Batch 446/538 - Train Accuracy: 0.953, Validation Accuracy: 0.941, Loss: 0.048 Epoch 28 Batch 447/538 - Train Accuracy: 0.947, Validation Accuracy: 0.940, Loss: 0.052 Epoch 28 Batch 448/538 - Train Accuracy: 0.943, Validation Accuracy: 0.946, Loss: 0.044 Epoch 28 Batch 449/538 - Train Accuracy: 0.958, Validation Accuracy: 0.949, Loss: 0.051 Epoch 28 Batch 450/538 - Train Accuracy: 0.935, Validation Accuracy: 0.952, Loss: 0.069 Epoch 28 Batch 451/538 - Train Accuracy: 0.937, Validation Accuracy: 0.954, Loss: 0.058 Epoch 28 Batch 452/538 - Train Accuracy: 0.953, Validation Accuracy: 0.950, Loss: 0.053 Epoch 28 Batch 453/538 - Train Accuracy: 0.945, Validation Accuracy: 0.945, Loss: 0.055 Epoch 28 Batch 454/538 - Train Accuracy: 0.943, Validation Accuracy: 0.942, Loss: 0.055 Epoch 28 Batch 455/538 - Train Accuracy: 0.953, Validation Accuracy: 0.940, Loss: 0.060 Epoch 28 Batch 456/538 - Train Accuracy: 0.944, Validation Accuracy: 0.938, Loss: 0.084 Epoch 28 Batch 457/538 - Train Accuracy: 0.954, Validation Accuracy: 0.936, Loss: 0.044 Epoch 28 Batch 458/538 - Train Accuracy: 0.948, Validation Accuracy: 0.935, Loss: 0.053 Epoch 28 Batch 459/538 - Train Accuracy: 0.957, Validation Accuracy: 0.942, Loss: 0.048 Epoch 28 Batch 460/538 - Train Accuracy: 0.947, Validation Accuracy: 0.939, Loss: 0.058 Epoch 28 Batch 461/538 - Train Accuracy: 0.961, Validation Accuracy: 0.944, Loss: 0.055 Epoch 28 Batch 462/538 - Train Accuracy: 0.936, Validation Accuracy: 0.944, Loss: 0.054 Epoch 28 Batch 463/538 - Train Accuracy: 0.930, Validation Accuracy: 0.941, Loss: 0.058 Epoch 28 Batch 464/538 - Train Accuracy: 0.962, Validation Accuracy: 0.942, Loss: 0.047 Epoch 28 Batch 465/538 - Train Accuracy: 0.939, Validation Accuracy: 0.946, Loss: 0.051 Epoch 28 Batch 466/538 - Train Accuracy: 0.941, Validation Accuracy: 0.946, Loss: 0.046 Epoch 28 Batch 467/538 - Train Accuracy: 0.948, Validation Accuracy: 0.946, Loss: 0.057 Epoch 28 Batch 468/538 - Train Accuracy: 0.960, Validation Accuracy: 0.946, Loss: 0.066 Epoch 28 Batch 469/538 - Train Accuracy: 0.946, Validation Accuracy: 0.946, Loss: 0.051 Epoch 28 Batch 470/538 - Train Accuracy: 0.953, Validation Accuracy: 0.939, Loss: 0.052 Epoch 28 Batch 471/538 - Train Accuracy: 0.962, Validation Accuracy: 0.937, Loss: 0.040 Epoch 28 Batch 472/538 - Train Accuracy: 0.982, Validation Accuracy: 0.937, Loss: 0.041 Epoch 28 Batch 473/538 - Train Accuracy: 0.943, Validation Accuracy: 0.941, Loss: 0.054 Epoch 28 Batch 474/538 - Train Accuracy: 0.946, Validation Accuracy: 0.941, Loss: 0.050 Epoch 28 Batch 475/538 - Train Accuracy: 0.948, Validation Accuracy: 0.943, Loss: 0.043 Epoch 28 Batch 476/538 - Train Accuracy: 0.962, Validation Accuracy: 0.948, Loss: 0.053 Epoch 28 Batch 477/538 - Train Accuracy: 0.945, Validation Accuracy: 0.950, Loss: 0.059 Epoch 28 Batch 478/538 - Train Accuracy: 0.961, Validation Accuracy: 0.954, Loss: 0.047 Epoch 28 Batch 479/538 - Train Accuracy: 0.955, Validation Accuracy: 0.953, Loss: 0.048 Epoch 28 Batch 480/538 - Train Accuracy: 0.960, Validation Accuracy: 0.947, Loss: 0.057 Epoch 28 Batch 481/538 - Train Accuracy: 0.956, Validation Accuracy: 0.939, Loss: 0.050 Epoch 28 Batch 482/538 - Train Accuracy: 0.945, Validation Accuracy: 0.937, Loss: 0.044 Epoch 28 Batch 483/538 - Train Accuracy: 0.936, Validation Accuracy: 0.934, Loss: 0.057 Epoch 28 Batch 484/538 - Train Accuracy: 0.941, Validation Accuracy: 0.933, Loss: 0.062 Epoch 28 Batch 485/538 - Train Accuracy: 0.933, Validation Accuracy: 0.926, Loss: 0.061 Epoch 28 Batch 486/538 - Train Accuracy: 0.951, Validation Accuracy: 0.929, Loss: 0.047 Epoch 28 Batch 487/538 - Train Accuracy: 0.958, Validation Accuracy: 0.932, Loss: 0.049 Epoch 28 Batch 488/538 - Train Accuracy: 0.963, Validation Accuracy: 0.939, Loss: 0.051 Epoch 28 Batch 489/538 - Train Accuracy: 0.952, Validation Accuracy: 0.943, Loss: 0.053 Epoch 28 Batch 490/538 - Train Accuracy: 0.946, Validation Accuracy: 0.944, Loss: 0.050 Epoch 28 Batch 491/538 - Train Accuracy: 0.934, Validation Accuracy: 0.946, Loss: 0.052 Epoch 28 Batch 492/538 - Train Accuracy: 0.936, Validation Accuracy: 0.944, Loss: 0.054 Epoch 28 Batch 493/538 - Train Accuracy: 0.940, Validation Accuracy: 0.944, Loss: 0.059 Epoch 28 Batch 494/538 - Train Accuracy: 0.946, Validation Accuracy: 0.944, Loss: 0.066 Epoch 28 Batch 495/538 - Train Accuracy: 0.950, Validation Accuracy: 0.951, Loss: 0.063 Epoch 28 Batch 496/538 - Train Accuracy: 0.951, Validation Accuracy: 0.954, Loss: 0.048 Epoch 28 Batch 497/538 - Train Accuracy: 0.956, Validation Accuracy: 0.945, Loss: 0.059 Epoch 28 Batch 498/538 - Train Accuracy: 0.946, Validation Accuracy: 0.943, Loss: 0.050 Epoch 28 Batch 499/538 - Train Accuracy: 0.938, Validation Accuracy: 0.945, Loss: 0.059 Epoch 28 Batch 500/538 - Train Accuracy: 0.963, Validation Accuracy: 0.941, Loss: 0.043 Epoch 28 Batch 501/538 - Train Accuracy: 0.950, Validation Accuracy: 0.937, Loss: 0.056 Epoch 28 Batch 502/538 - Train Accuracy: 0.939, Validation Accuracy: 0.934, Loss: 0.055 Epoch 28 Batch 503/538 - Train Accuracy: 0.949, Validation Accuracy: 0.936, Loss: 0.065 Epoch 28 Batch 504/538 - Train Accuracy: 0.965, Validation Accuracy: 0.937, Loss: 0.050 Epoch 28 Batch 505/538 - Train Accuracy: 0.957, Validation Accuracy: 0.938, Loss: 0.044 Epoch 28 Batch 506/538 - Train Accuracy: 0.956, Validation Accuracy: 0.940, Loss: 0.053 Epoch 28 Batch 507/538 - Train Accuracy: 0.927, Validation Accuracy: 0.942, Loss: 0.057 Epoch 28 Batch 508/538 - Train Accuracy: 0.938, Validation Accuracy: 0.945, Loss: 0.055 Epoch 28 Batch 509/538 - Train Accuracy: 0.953, Validation Accuracy: 0.943, Loss: 0.057 Epoch 28 Batch 510/538 - Train Accuracy: 0.951, Validation Accuracy: 0.939, Loss: 0.054 Epoch 28 Batch 511/538 - Train Accuracy: 0.945, Validation Accuracy: 0.937, Loss: 0.063 Epoch 28 Batch 512/538 - Train Accuracy: 0.947, Validation Accuracy: 0.932, Loss: 0.060 Epoch 28 Batch 513/538 - Train Accuracy: 0.936, Validation Accuracy: 0.928, Loss: 0.054 Epoch 28 Batch 514/538 - Train Accuracy: 0.951, Validation Accuracy: 0.928, Loss: 0.050 Epoch 28 Batch 515/538 - Train Accuracy: 0.931, Validation Accuracy: 0.933, Loss: 0.055 Epoch 28 Batch 516/538 - Train Accuracy: 0.940, Validation Accuracy: 0.934, Loss: 0.052 Epoch 28 Batch 517/538 - Train Accuracy: 0.951, Validation Accuracy: 0.943, Loss: 0.047 Epoch 28 Batch 518/538 - Train Accuracy: 0.937, Validation Accuracy: 0.940, Loss: 0.057 Epoch 28 Batch 519/538 - Train Accuracy: 0.958, Validation Accuracy: 0.938, Loss: 0.051 Epoch 28 Batch 520/538 - Train Accuracy: 0.946, Validation Accuracy: 0.937, Loss: 0.052 Epoch 28 Batch 521/538 - Train Accuracy: 0.946, Validation Accuracy: 0.937, Loss: 0.063 Epoch 28 Batch 522/538 - Train Accuracy: 0.933, Validation Accuracy: 0.937, Loss: 0.049 Epoch 28 Batch 523/538 - Train Accuracy: 0.946, Validation Accuracy: 0.937, Loss: 0.056 Epoch 28 Batch 524/538 - Train Accuracy: 0.939, Validation Accuracy: 0.940, Loss: 0.049 Epoch 28 Batch 525/538 - Train Accuracy: 0.950, Validation Accuracy: 0.942, Loss: 0.053 Epoch 28 Batch 526/538 - Train Accuracy: 0.950, Validation Accuracy: 0.940, Loss: 0.049 Epoch 28 Batch 527/538 - Train Accuracy: 0.955, Validation Accuracy: 0.936, Loss: 0.055 Epoch 28 Batch 528/538 - Train Accuracy: 0.947, Validation Accuracy: 0.934, Loss: 0.054 Epoch 28 Batch 529/538 - Train Accuracy: 0.933, Validation Accuracy: 0.938, Loss: 0.055 Epoch 28 Batch 530/538 - Train Accuracy: 0.951, Validation Accuracy: 0.938, Loss: 0.063 Epoch 28 Batch 531/538 - Train Accuracy: 0.954, Validation Accuracy: 0.945, Loss: 0.056 Epoch 28 Batch 532/538 - Train Accuracy: 0.937, Validation Accuracy: 0.946, Loss: 0.050 Epoch 28 Batch 533/538 - Train Accuracy: 0.955, Validation Accuracy: 0.946, Loss: 0.052 Epoch 28 Batch 534/538 - Train Accuracy: 0.946, Validation Accuracy: 0.946, Loss: 0.048 Epoch 28 Batch 535/538 - Train Accuracy: 0.961, Validation Accuracy: 0.950, Loss: 0.056 Epoch 28 Batch 536/538 - Train Accuracy: 0.949, Validation Accuracy: 0.941, Loss: 0.055 Epoch 29 Batch 0/538 - Train Accuracy: 0.973, Validation Accuracy: 0.931, Loss: 0.046 Epoch 29 Batch 1/538 - Train Accuracy: 0.960, Validation Accuracy: 0.930, Loss: 0.060 Epoch 29 Batch 2/538 - Train Accuracy: 0.949, Validation Accuracy: 0.932, Loss: 0.058 Epoch 29 Batch 3/538 - Train Accuracy: 0.938, Validation Accuracy: 0.934, Loss: 0.053 Epoch 29 Batch 4/538 - Train Accuracy: 0.957, Validation Accuracy: 0.939, Loss: 0.051 Epoch 29 Batch 5/538 - Train Accuracy: 0.951, Validation Accuracy: 0.934, Loss: 0.054 Epoch 29 Batch 6/538 - Train Accuracy: 0.943, Validation Accuracy: 0.928, Loss: 0.052 Epoch 29 Batch 7/538 - Train Accuracy: 0.955, Validation Accuracy: 0.926, Loss: 0.051 Epoch 29 Batch 8/538 - Train Accuracy: 0.959, Validation Accuracy: 0.933, Loss: 0.050 Epoch 29 Batch 9/538 - Train Accuracy: 0.947, Validation Accuracy: 0.936, Loss: 0.046 Epoch 29 Batch 10/538 - Train Accuracy: 0.942, Validation Accuracy: 0.935, Loss: 0.063 Epoch 29 Batch 11/538 - Train Accuracy: 0.945, Validation Accuracy: 0.938, Loss: 0.047 Epoch 29 Batch 12/538 - Train Accuracy: 0.937, Validation Accuracy: 0.942, Loss: 0.055 Epoch 29 Batch 13/538 - Train Accuracy: 0.960, Validation Accuracy: 0.941, Loss: 0.049 Epoch 29 Batch 14/538 - Train Accuracy: 0.942, Validation Accuracy: 0.944, Loss: 0.053 Epoch 29 Batch 15/538 - Train Accuracy: 0.959, Validation Accuracy: 0.944, Loss: 0.045 Epoch 29 Batch 16/538 - Train Accuracy: 0.951, Validation Accuracy: 0.939, Loss: 0.049 Epoch 29 Batch 17/538 - Train Accuracy: 0.961, Validation Accuracy: 0.934, Loss: 0.051 Epoch 29 Batch 18/538 - Train Accuracy: 0.961, Validation Accuracy: 0.942, Loss: 0.057 Epoch 29 Batch 19/538 - Train Accuracy: 0.948, Validation Accuracy: 0.944, Loss: 0.057 Epoch 29 Batch 20/538 - Train Accuracy: 0.949, Validation Accuracy: 0.942, Loss: 0.052 Epoch 29 Batch 21/538 - Train Accuracy: 0.964, Validation Accuracy: 0.941, Loss: 0.036 Epoch 29 Batch 22/538 - Train Accuracy: 0.940, Validation Accuracy: 0.943, Loss: 0.052 Epoch 29 Batch 23/538 - Train Accuracy: 0.940, Validation Accuracy: 0.943, Loss: 0.065 Epoch 29 Batch 24/538 - Train Accuracy: 0.955, Validation Accuracy: 0.945, Loss: 0.056 Epoch 29 Batch 25/538 - Train Accuracy: 0.947, Validation Accuracy: 0.943, Loss: 0.052 Epoch 29 Batch 26/538 - Train Accuracy: 0.947, Validation Accuracy: 0.931, Loss: 0.053 Epoch 29 Batch 27/538 - Train Accuracy: 0.959, Validation Accuracy: 0.931, Loss: 0.046 Epoch 29 Batch 28/538 - Train Accuracy: 0.948, Validation Accuracy: 0.927, Loss: 0.050 Epoch 29 Batch 29/538 - Train Accuracy: 0.947, Validation Accuracy: 0.933, Loss: 0.045 Epoch 29 Batch 30/538 - Train Accuracy: 0.947, Validation Accuracy: 0.940, Loss: 0.062 Epoch 29 Batch 31/538 - Train Accuracy: 0.959, Validation Accuracy: 0.944, Loss: 0.045 Epoch 29 Batch 32/538 - Train Accuracy: 0.962, Validation Accuracy: 0.942, Loss: 0.039 Epoch 29 Batch 33/538 - Train Accuracy: 0.948, Validation Accuracy: 0.946, Loss: 0.060 Epoch 29 Batch 34/538 - Train Accuracy: 0.943, Validation Accuracy: 0.946, Loss: 0.064 Epoch 29 Batch 35/538 - Train Accuracy: 0.951, Validation Accuracy: 0.948, Loss: 0.042 Epoch 29 Batch 36/538 - Train Accuracy: 0.946, Validation Accuracy: 0.948, Loss: 0.049 Epoch 29 Batch 37/538 - Train Accuracy: 0.955, Validation Accuracy: 0.952, Loss: 0.058 Epoch 29 Batch 38/538 - Train Accuracy: 0.932, Validation Accuracy: 0.948, Loss: 0.061 Epoch 29 Batch 39/538 - Train Accuracy: 0.958, Validation Accuracy: 0.949, Loss: 0.054 Epoch 29 Batch 40/538 - Train Accuracy: 0.951, Validation Accuracy: 0.944, Loss: 0.044 Epoch 29 Batch 41/538 - Train Accuracy: 0.953, Validation Accuracy: 0.946, Loss: 0.047 Epoch 29 Batch 42/538 - Train Accuracy: 0.950, Validation Accuracy: 0.949, Loss: 0.051 Epoch 29 Batch 43/538 - Train Accuracy: 0.931, Validation Accuracy: 0.947, Loss: 0.061 Epoch 29 Batch 44/538 - Train Accuracy: 0.948, Validation Accuracy: 0.946, Loss: 0.050 Epoch 29 Batch 45/538 - Train Accuracy: 0.958, Validation Accuracy: 0.945, Loss: 0.056 Epoch 29 Batch 46/538 - Train Accuracy: 0.964, Validation Accuracy: 0.950, Loss: 0.045 Epoch 29 Batch 47/538 - Train Accuracy: 0.950, Validation Accuracy: 0.949, Loss: 0.059 Epoch 29 Batch 48/538 - Train Accuracy: 0.947, Validation Accuracy: 0.949, Loss: 0.054 Epoch 29 Batch 49/538 - Train Accuracy: 0.946, Validation Accuracy: 0.944, Loss: 0.055 Epoch 29 Batch 50/538 - Train Accuracy: 0.953, Validation Accuracy: 0.941, Loss: 0.053 Epoch 29 Batch 51/538 - Train Accuracy: 0.950, Validation Accuracy: 0.938, Loss: 0.059 Epoch 29 Batch 52/538 - Train Accuracy: 0.949, Validation Accuracy: 0.933, Loss: 0.052 Epoch 29 Batch 53/538 - Train Accuracy: 0.914, Validation Accuracy: 0.931, Loss: 0.053 Epoch 29 Batch 54/538 - Train Accuracy: 0.951, Validation Accuracy: 0.930, Loss: 0.045 Epoch 29 Batch 55/538 - Train Accuracy: 0.942, Validation Accuracy: 0.934, Loss: 0.052 Epoch 29 Batch 56/538 - Train Accuracy: 0.951, Validation Accuracy: 0.939, Loss: 0.046 Epoch 29 Batch 57/538 - Train Accuracy: 0.940, Validation Accuracy: 0.949, Loss: 0.060 Epoch 29 Batch 58/538 - Train Accuracy: 0.927, Validation Accuracy: 0.949, Loss: 0.054 Epoch 29 Batch 59/538 - Train Accuracy: 0.952, Validation Accuracy: 0.947, Loss: 0.050 Epoch 29 Batch 60/538 - Train Accuracy: 0.960, Validation Accuracy: 0.944, Loss: 0.054 Epoch 29 Batch 61/538 - Train Accuracy: 0.944, Validation Accuracy: 0.943, Loss: 0.053 Epoch 29 Batch 62/538 - Train Accuracy: 0.943, Validation Accuracy: 0.944, Loss: 0.057 Epoch 29 Batch 63/538 - Train Accuracy: 0.951, Validation Accuracy: 0.940, Loss: 0.045 Epoch 29 Batch 64/538 - Train Accuracy: 0.950, Validation Accuracy: 0.941, Loss: 0.049 Epoch 29 Batch 65/538 - Train Accuracy: 0.943, Validation Accuracy: 0.938, Loss: 0.055 Epoch 29 Batch 66/538 - Train Accuracy: 0.967, Validation Accuracy: 0.938, Loss: 0.043 Epoch 29 Batch 67/538 - Train Accuracy: 0.964, Validation Accuracy: 0.940, Loss: 0.054 Epoch 29 Batch 68/538 - Train Accuracy: 0.943, Validation Accuracy: 0.945, Loss: 0.046 Epoch 29 Batch 69/538 - Train Accuracy: 0.956, Validation Accuracy: 0.952, Loss: 0.046 Epoch 29 Batch 70/538 - Train Accuracy: 0.953, Validation Accuracy: 0.952, Loss: 0.046 Epoch 29 Batch 71/538 - Train Accuracy: 0.959, Validation Accuracy: 0.951, Loss: 0.056 Epoch 29 Batch 72/538 - Train Accuracy: 0.953, Validation Accuracy: 0.949, Loss: 0.073 Epoch 29 Batch 73/538 - Train Accuracy: 0.940, Validation Accuracy: 0.947, Loss: 0.055 Epoch 29 Batch 74/538 - Train Accuracy: 0.953, Validation Accuracy: 0.945, Loss: 0.045 Epoch 29 Batch 75/538 - Train Accuracy: 0.942, Validation Accuracy: 0.945, Loss: 0.055 Epoch 29 Batch 76/538 - Train Accuracy: 0.943, Validation Accuracy: 0.941, Loss: 0.049 Epoch 29 Batch 77/538 - Train Accuracy: 0.947, Validation Accuracy: 0.941, Loss: 0.044 Epoch 29 Batch 78/538 - Train Accuracy: 0.934, Validation Accuracy: 0.939, Loss: 0.058 Epoch 29 Batch 79/538 - Train Accuracy: 0.938, Validation Accuracy: 0.944, Loss: 0.048 Epoch 29 Batch 80/538 - Train Accuracy: 0.958, Validation Accuracy: 0.946, Loss: 0.054 Epoch 29 Batch 81/538 - Train Accuracy: 0.953, Validation Accuracy: 0.948, Loss: 0.049 Epoch 29 Batch 82/538 - Train Accuracy: 0.948, Validation Accuracy: 0.951, Loss: 0.052 Epoch 29 Batch 83/538 - Train Accuracy: 0.950, Validation Accuracy: 0.950, Loss: 0.057 Epoch 29 Batch 84/538 - Train Accuracy: 0.941, Validation Accuracy: 0.949, Loss: 0.055 Epoch 29 Batch 85/538 - Train Accuracy: 0.955, Validation Accuracy: 0.944, Loss: 0.045 Epoch 29 Batch 86/538 - Train Accuracy: 0.955, Validation Accuracy: 0.941, Loss: 0.047 Epoch 29 Batch 87/538 - Train Accuracy: 0.938, Validation Accuracy: 0.937, Loss: 0.057 Epoch 29 Batch 88/538 - Train Accuracy: 0.952, Validation Accuracy: 0.940, Loss: 0.049 Epoch 29 Batch 89/538 - Train Accuracy: 0.950, Validation Accuracy: 0.938, Loss: 0.049 Epoch 29 Batch 90/538 - Train Accuracy: 0.948, Validation Accuracy: 0.940, Loss: 0.053 Epoch 29 Batch 91/538 - Train Accuracy: 0.941, Validation Accuracy: 0.938, Loss: 0.053 Epoch 29 Batch 92/538 - Train Accuracy: 0.952, Validation Accuracy: 0.940, Loss: 0.060 Epoch 29 Batch 93/538 - Train Accuracy: 0.954, Validation Accuracy: 0.943, Loss: 0.041 Epoch 29 Batch 94/538 - Train Accuracy: 0.940, Validation Accuracy: 0.945, Loss: 0.046 Epoch 29 Batch 95/538 - Train Accuracy: 0.947, Validation Accuracy: 0.947, Loss: 0.044 Epoch 29 Batch 96/538 - Train Accuracy: 0.956, Validation Accuracy: 0.944, Loss: 0.051 Epoch 29 Batch 97/538 - Train Accuracy: 0.950, Validation Accuracy: 0.939, Loss: 0.043 Epoch 29 Batch 98/538 - Train Accuracy: 0.956, Validation Accuracy: 0.937, Loss: 0.050 Epoch 29 Batch 99/538 - Train Accuracy: 0.954, Validation Accuracy: 0.939, Loss: 0.047 Epoch 29 Batch 100/538 - Train Accuracy: 0.955, Validation Accuracy: 0.934, Loss: 0.047 Epoch 29 Batch 101/538 - Train Accuracy: 0.939, Validation Accuracy: 0.934, Loss: 0.056 Epoch 29 Batch 102/538 - Train Accuracy: 0.942, Validation Accuracy: 0.934, Loss: 0.059 Epoch 29 Batch 103/538 - Train Accuracy: 0.946, Validation Accuracy: 0.944, Loss: 0.056 Epoch 29 Batch 104/538 - Train Accuracy: 0.947, Validation Accuracy: 0.951, Loss: 0.050 Epoch 29 Batch 105/538 - Train Accuracy: 0.947, Validation Accuracy: 0.949, Loss: 0.040 Epoch 29 Batch 106/538 - Train Accuracy: 0.944, Validation Accuracy: 0.953, Loss: 0.041 Epoch 29 Batch 107/538 - Train Accuracy: 0.939, Validation Accuracy: 0.955, Loss: 0.063 Epoch 29 Batch 108/538 - Train Accuracy: 0.960, Validation Accuracy: 0.955, Loss: 0.050 Epoch 29 Batch 109/538 - Train Accuracy: 0.954, Validation Accuracy: 0.951, Loss: 0.042 Epoch 29 Batch 110/538 - Train Accuracy: 0.951, Validation Accuracy: 0.949, Loss: 0.051 Epoch 29 Batch 111/538 - Train Accuracy: 0.958, Validation Accuracy: 0.953, Loss: 0.047 Epoch 29 Batch 112/538 - Train Accuracy: 0.951, Validation Accuracy: 0.952, Loss: 0.053 Epoch 29 Batch 113/538 - Train Accuracy: 0.926, Validation Accuracy: 0.953, Loss: 0.052 Epoch 29 Batch 114/538 - Train Accuracy: 0.953, Validation Accuracy: 0.953, Loss: 0.049 Epoch 29 Batch 115/538 - Train Accuracy: 0.955, Validation Accuracy: 0.955, Loss: 0.059 Epoch 29 Batch 116/538 - Train Accuracy: 0.956, Validation Accuracy: 0.955, Loss: 0.057 Epoch 29 Batch 117/538 - Train Accuracy: 0.947, Validation Accuracy: 0.955, Loss: 0.055 Epoch 29 Batch 118/538 - Train Accuracy: 0.960, Validation Accuracy: 0.954, Loss: 0.047 Epoch 29 Batch 119/538 - Train Accuracy: 0.961, Validation Accuracy: 0.950, Loss: 0.042 Epoch 29 Batch 120/538 - Train Accuracy: 0.959, Validation Accuracy: 0.948, Loss: 0.046 Epoch 29 Batch 121/538 - Train Accuracy: 0.953, Validation Accuracy: 0.950, Loss: 0.051 Epoch 29 Batch 122/538 - Train Accuracy: 0.950, Validation Accuracy: 0.949, Loss: 0.050 Epoch 29 Batch 123/538 - Train Accuracy: 0.943, Validation Accuracy: 0.948, Loss: 0.045 Epoch 29 Batch 124/538 - Train Accuracy: 0.949, Validation Accuracy: 0.949, Loss: 0.047 Epoch 29 Batch 125/538 - Train Accuracy: 0.944, Validation Accuracy: 0.947, Loss: 0.055 Epoch 29 Batch 126/538 - Train Accuracy: 0.936, Validation Accuracy: 0.947, Loss: 0.058 Epoch 29 Batch 127/538 - Train Accuracy: 0.929, Validation Accuracy: 0.946, Loss: 0.058 Epoch 29 Batch 128/538 - Train Accuracy: 0.948, Validation Accuracy: 0.951, Loss: 0.048 Epoch 29 Batch 129/538 - Train Accuracy: 0.944, Validation Accuracy: 0.955, Loss: 0.046 Epoch 29 Batch 130/538 - Train Accuracy: 0.943, Validation Accuracy: 0.957, Loss: 0.048 Epoch 29 Batch 131/538 - Train Accuracy: 0.960, Validation Accuracy: 0.950, Loss: 0.048 Epoch 29 Batch 132/538 - Train Accuracy: 0.942, Validation Accuracy: 0.950, Loss: 0.049 Epoch 29 Batch 133/538 - Train Accuracy: 0.938, Validation Accuracy: 0.950, Loss: 0.053 Epoch 29 Batch 134/538 - Train Accuracy: 0.919, Validation Accuracy: 0.947, Loss: 0.062 Epoch 29 Batch 135/538 - Train Accuracy: 0.954, Validation Accuracy: 0.946, Loss: 0.070 Epoch 29 Batch 136/538 - Train Accuracy: 0.953, Validation Accuracy: 0.946, Loss: 0.049 Epoch 29 Batch 137/538 - Train Accuracy: 0.943, Validation Accuracy: 0.941, Loss: 0.055 Epoch 29 Batch 138/538 - Train Accuracy: 0.945, Validation Accuracy: 0.945, Loss: 0.057 Epoch 29 Batch 139/538 - Train Accuracy: 0.948, Validation Accuracy: 0.945, Loss: 0.059 Epoch 29 Batch 140/538 - Train Accuracy: 0.935, Validation Accuracy: 0.947, Loss: 0.066 Epoch 29 Batch 141/538 - Train Accuracy: 0.953, Validation Accuracy: 0.952, Loss: 0.052 Epoch 29 Batch 142/538 - Train Accuracy: 0.955, Validation Accuracy: 0.950, Loss: 0.053 Epoch 29 Batch 143/538 - Train Accuracy: 0.953, Validation Accuracy: 0.952, Loss: 0.051 Epoch 29 Batch 144/538 - Train Accuracy: 0.942, Validation Accuracy: 0.949, Loss: 0.065 Epoch 29 Batch 145/538 - Train Accuracy: 0.935, Validation Accuracy: 0.947, Loss: 0.059 Epoch 29 Batch 146/538 - Train Accuracy: 0.949, Validation Accuracy: 0.942, Loss: 0.053 Epoch 29 Batch 147/538 - Train Accuracy: 0.948, Validation Accuracy: 0.938, Loss: 0.063 Epoch 29 Batch 148/538 - Train Accuracy: 0.937, Validation Accuracy: 0.940, Loss: 0.065 Epoch 29 Batch 149/538 - Train Accuracy: 0.954, Validation Accuracy: 0.942, Loss: 0.048 Epoch 29 Batch 150/538 - Train Accuracy: 0.959, Validation Accuracy: 0.939, Loss: 0.047 Epoch 29 Batch 151/538 - Train Accuracy: 0.943, Validation Accuracy: 0.942, Loss: 0.053 Epoch 29 Batch 152/538 - Train Accuracy: 0.942, Validation Accuracy: 0.943, Loss: 0.052 Epoch 29 Batch 153/538 - Train Accuracy: 0.945, Validation Accuracy: 0.943, Loss: 0.048 Epoch 29 Batch 154/538 - Train Accuracy: 0.956, Validation Accuracy: 0.939, Loss: 0.047 Epoch 29 Batch 155/538 - Train Accuracy: 0.934, Validation Accuracy: 0.937, Loss: 0.059 Epoch 29 Batch 156/538 - Train Accuracy: 0.957, Validation Accuracy: 0.939, Loss: 0.057 Epoch 29 Batch 157/538 - Train Accuracy: 0.960, Validation Accuracy: 0.941, Loss: 0.046 Epoch 29 Batch 158/538 - Train Accuracy: 0.963, Validation Accuracy: 0.941, Loss: 0.061 Epoch 29 Batch 159/538 - Train Accuracy: 0.947, Validation Accuracy: 0.939, Loss: 0.058 Epoch 29 Batch 160/538 - Train Accuracy: 0.919, Validation Accuracy: 0.936, Loss: 0.053 Epoch 29 Batch 161/538 - Train Accuracy: 0.950, Validation Accuracy: 0.933, Loss: 0.045 Epoch 29 Batch 162/538 - Train Accuracy: 0.959, Validation Accuracy: 0.940, Loss: 0.049 Epoch 29 Batch 163/538 - Train Accuracy: 0.949, Validation Accuracy: 0.942, Loss: 0.061 Epoch 29 Batch 164/538 - Train Accuracy: 0.927, Validation Accuracy: 0.942, Loss: 0.059 Epoch 29 Batch 165/538 - Train Accuracy: 0.947, Validation Accuracy: 0.946, Loss: 0.043 Epoch 29 Batch 166/538 - Train Accuracy: 0.962, Validation Accuracy: 0.944, Loss: 0.049 Epoch 29 Batch 167/538 - Train Accuracy: 0.947, Validation Accuracy: 0.944, Loss: 0.069 Epoch 29 Batch 168/538 - Train Accuracy: 0.926, Validation Accuracy: 0.939, Loss: 0.070 Epoch 29 Batch 169/538 - Train Accuracy: 0.955, Validation Accuracy: 0.936, Loss: 0.042 Epoch 29 Batch 170/538 - Train Accuracy: 0.951, Validation Accuracy: 0.941, Loss: 0.057 Epoch 29 Batch 171/538 - Train Accuracy: 0.937, Validation Accuracy: 0.941, Loss: 0.062 Epoch 29 Batch 172/538 - Train Accuracy: 0.953, Validation Accuracy: 0.940, Loss: 0.049 Epoch 29 Batch 173/538 - Train Accuracy: 0.963, Validation Accuracy: 0.940, Loss: 0.041 Epoch 29 Batch 174/538 - Train Accuracy: 0.938, Validation Accuracy: 0.944, Loss: 0.047 Epoch 29 Batch 175/538 - Train Accuracy: 0.955, Validation Accuracy: 0.947, Loss: 0.050 Epoch 29 Batch 176/538 - Train Accuracy: 0.940, Validation Accuracy: 0.947, Loss: 0.058 Epoch 29 Batch 177/538 - Train Accuracy: 0.952, Validation Accuracy: 0.949, Loss: 0.056 Epoch 29 Batch 178/538 - Train Accuracy: 0.934, Validation Accuracy: 0.951, Loss: 0.054 Epoch 29 Batch 179/538 - Train Accuracy: 0.960, Validation Accuracy: 0.955, Loss: 0.051 Epoch 29 Batch 180/538 - Train Accuracy: 0.947, Validation Accuracy: 0.951, Loss: 0.052 Epoch 29 Batch 181/538 - Train Accuracy: 0.938, Validation Accuracy: 0.950, Loss: 0.062 Epoch 29 Batch 182/538 - Train Accuracy: 0.954, Validation Accuracy: 0.950, Loss: 0.052 Epoch 29 Batch 183/538 - Train Accuracy: 0.958, Validation Accuracy: 0.949, Loss: 0.048 Epoch 29 Batch 184/538 - Train Accuracy: 0.955, Validation Accuracy: 0.949, Loss: 0.053 Epoch 29 Batch 185/538 - Train Accuracy: 0.971, Validation Accuracy: 0.944, Loss: 0.038 Epoch 29 Batch 186/538 - Train Accuracy: 0.949, Validation Accuracy: 0.947, Loss: 0.051 Epoch 29 Batch 187/538 - Train Accuracy: 0.953, Validation Accuracy: 0.947, Loss: 0.054 Epoch 29 Batch 188/538 - Train Accuracy: 0.938, Validation Accuracy: 0.946, Loss: 0.045 Epoch 29 Batch 189/538 - Train Accuracy: 0.961, Validation Accuracy: 0.944, Loss: 0.060 Epoch 29 Batch 190/538 - Train Accuracy: 0.934, Validation Accuracy: 0.940, Loss: 0.074 Epoch 29 Batch 191/538 - Train Accuracy: 0.959, Validation Accuracy: 0.940, Loss: 0.048 Epoch 29 Batch 192/538 - Train Accuracy: 0.956, Validation Accuracy: 0.941, Loss: 0.054 Epoch 29 Batch 193/538 - Train Accuracy: 0.945, Validation Accuracy: 0.941, Loss: 0.047 Epoch 29 Batch 194/538 - Train Accuracy: 0.941, Validation Accuracy: 0.943, Loss: 0.061 Epoch 29 Batch 195/538 - Train Accuracy: 0.958, Validation Accuracy: 0.942, Loss: 0.060 Epoch 29 Batch 196/538 - Train Accuracy: 0.940, Validation Accuracy: 0.939, Loss: 0.052 Epoch 29 Batch 197/538 - Train Accuracy: 0.958, Validation Accuracy: 0.944, Loss: 0.055 Epoch 29 Batch 198/538 - Train Accuracy: 0.956, Validation Accuracy: 0.944, Loss: 0.048 Epoch 29 Batch 199/538 - Train Accuracy: 0.938, Validation Accuracy: 0.944, Loss: 0.062 Epoch 29 Batch 200/538 - Train Accuracy: 0.962, Validation Accuracy: 0.944, Loss: 0.043 Epoch 29 Batch 201/538 - Train Accuracy: 0.959, Validation Accuracy: 0.945, Loss: 0.053 Epoch 29 Batch 202/538 - Train Accuracy: 0.950, Validation Accuracy: 0.946, Loss: 0.047 Epoch 29 Batch 203/538 - Train Accuracy: 0.950, Validation Accuracy: 0.942, Loss: 0.061 Epoch 29 Batch 204/538 - Train Accuracy: 0.950, Validation Accuracy: 0.940, Loss: 0.063 Epoch 29 Batch 205/538 - Train Accuracy: 0.939, Validation Accuracy: 0.944, Loss: 0.054 Epoch 29 Batch 206/538 - Train Accuracy: 0.960, Validation Accuracy: 0.948, Loss: 0.052 Epoch 29 Batch 207/538 - Train Accuracy: 0.960, Validation Accuracy: 0.948, Loss: 0.053 Epoch 29 Batch 208/538 - Train Accuracy: 0.959, Validation Accuracy: 0.955, Loss: 0.057 Epoch 29 Batch 209/538 - Train Accuracy: 0.948, Validation Accuracy: 0.952, Loss: 0.045 Epoch 29 Batch 210/538 - Train Accuracy: 0.939, Validation Accuracy: 0.955, Loss: 0.062 Epoch 29 Batch 211/538 - Train Accuracy: 0.947, Validation Accuracy: 0.957, Loss: 0.057 Epoch 29 Batch 212/538 - Train Accuracy: 0.954, Validation Accuracy: 0.954, Loss: 0.052 Epoch 29 Batch 213/538 - Train Accuracy: 0.964, Validation Accuracy: 0.956, Loss: 0.048 Epoch 29 Batch 214/538 - Train Accuracy: 0.952, Validation Accuracy: 0.955, Loss: 0.050 Epoch 29 Batch 215/538 - Train Accuracy: 0.949, Validation Accuracy: 0.955, Loss: 0.044 Epoch 29 Batch 216/538 - Train Accuracy: 0.946, Validation Accuracy: 0.957, Loss: 0.053 Epoch 29 Batch 217/538 - Train Accuracy: 0.953, Validation Accuracy: 0.956, Loss: 0.056 Epoch 29 Batch 218/538 - Train Accuracy: 0.954, Validation Accuracy: 0.951, Loss: 0.043 Epoch 29 Batch 219/538 - Train Accuracy: 0.943, Validation Accuracy: 0.947, Loss: 0.062 Epoch 29 Batch 220/538 - Train Accuracy: 0.935, Validation Accuracy: 0.947, Loss: 0.045 Epoch 29 Batch 221/538 - Train Accuracy: 0.955, Validation Accuracy: 0.940, Loss: 0.047 Epoch 29 Batch 222/538 - Train Accuracy: 0.943, Validation Accuracy: 0.939, Loss: 0.047 Epoch 29 Batch 223/538 - Train Accuracy: 0.943, Validation Accuracy: 0.941, Loss: 0.059 Epoch 29 Batch 224/538 - Train Accuracy: 0.943, Validation Accuracy: 0.938, Loss: 0.061 Epoch 29 Batch 225/538 - Train Accuracy: 0.953, Validation Accuracy: 0.943, Loss: 0.046 Epoch 29 Batch 226/538 - Train Accuracy: 0.943, Validation Accuracy: 0.943, Loss: 0.051 Epoch 29 Batch 227/538 - Train Accuracy: 0.947, Validation Accuracy: 0.945, Loss: 0.049 Epoch 29 Batch 228/538 - Train Accuracy: 0.938, Validation Accuracy: 0.949, Loss: 0.054 Epoch 29 Batch 229/538 - Train Accuracy: 0.948, Validation Accuracy: 0.946, Loss: 0.061 Epoch 29 Batch 230/538 - Train Accuracy: 0.939, Validation Accuracy: 0.949, Loss: 0.055 Epoch 29 Batch 231/538 - Train Accuracy: 0.945, Validation Accuracy: 0.945, Loss: 0.054 Epoch 29 Batch 232/538 - Train Accuracy: 0.957, Validation Accuracy: 0.944, Loss: 0.052 Epoch 29 Batch 233/538 - Train Accuracy: 0.948, Validation Accuracy: 0.940, Loss: 0.061 Epoch 29 Batch 234/538 - Train Accuracy: 0.958, Validation Accuracy: 0.938, Loss: 0.053 Epoch 29 Batch 235/538 - Train Accuracy: 0.954, Validation Accuracy: 0.935, Loss: 0.042 Epoch 29 Batch 236/538 - Train Accuracy: 0.944, Validation Accuracy: 0.935, Loss: 0.050 Epoch 29 Batch 237/538 - Train Accuracy: 0.946, Validation Accuracy: 0.936, Loss: 0.042 Epoch 29 Batch 238/538 - Train Accuracy: 0.962, Validation Accuracy: 0.936, Loss: 0.055 Epoch 29 Batch 239/538 - Train Accuracy: 0.954, Validation Accuracy: 0.935, Loss: 0.048 Epoch 29 Batch 240/538 - Train Accuracy: 0.942, Validation Accuracy: 0.944, Loss: 0.055 Epoch 29 Batch 241/538 - Train Accuracy: 0.930, Validation Accuracy: 0.952, Loss: 0.059 Epoch 29 Batch 242/538 - Train Accuracy: 0.959, Validation Accuracy: 0.954, Loss: 0.049 Epoch 29 Batch 243/538 - Train Accuracy: 0.955, Validation Accuracy: 0.959, Loss: 0.048 Epoch 29 Batch 244/538 - Train Accuracy: 0.942, Validation Accuracy: 0.956, Loss: 0.050 Epoch 29 Batch 245/538 - Train Accuracy: 0.946, Validation Accuracy: 0.945, Loss: 0.064 Epoch 29 Batch 246/538 - Train Accuracy: 0.951, Validation Accuracy: 0.943, Loss: 0.048 Epoch 29 Batch 247/538 - Train Accuracy: 0.951, Validation Accuracy: 0.934, Loss: 0.045 Epoch 29 Batch 248/538 - Train Accuracy: 0.943, Validation Accuracy: 0.934, Loss: 0.051 Epoch 29 Batch 249/538 - Train Accuracy: 0.950, Validation Accuracy: 0.932, Loss: 0.042 Epoch 29 Batch 250/538 - Train Accuracy: 0.946, Validation Accuracy: 0.933, Loss: 0.054 Epoch 29 Batch 251/538 - Train Accuracy: 0.952, Validation Accuracy: 0.939, Loss: 0.050 Epoch 29 Batch 252/538 - Train Accuracy: 0.951, Validation Accuracy: 0.952, Loss: 0.048 Epoch 29 Batch 253/538 - Train Accuracy: 0.933, Validation Accuracy: 0.957, Loss: 0.047 Epoch 29 Batch 254/538 - Train Accuracy: 0.944, Validation Accuracy: 0.959, Loss: 0.059 Epoch 29 Batch 255/538 - Train Accuracy: 0.957, Validation Accuracy: 0.956, Loss: 0.047 Epoch 29 Batch 256/538 - Train Accuracy: 0.929, Validation Accuracy: 0.949, Loss: 0.052 Epoch 29 Batch 257/538 - Train Accuracy: 0.956, Validation Accuracy: 0.944, Loss: 0.053 Epoch 29 Batch 258/538 - Train Accuracy: 0.953, Validation Accuracy: 0.944, Loss: 0.043 Epoch 29 Batch 259/538 - Train Accuracy: 0.962, Validation Accuracy: 0.941, Loss: 0.050 Epoch 29 Batch 260/538 - Train Accuracy: 0.930, Validation Accuracy: 0.931, Loss: 0.055 Epoch 29 Batch 261/538 - Train Accuracy: 0.939, Validation Accuracy: 0.929, Loss: 0.051 Epoch 29 Batch 262/538 - Train Accuracy: 0.962, Validation Accuracy: 0.934, Loss: 0.047 Epoch 29 Batch 263/538 - Train Accuracy: 0.946, Validation Accuracy: 0.940, Loss: 0.055 Epoch 29 Batch 264/538 - Train Accuracy: 0.947, Validation Accuracy: 0.945, Loss: 0.052 Epoch 29 Batch 265/538 - Train Accuracy: 0.922, Validation Accuracy: 0.949, Loss: 0.060 Epoch 29 Batch 266/538 - Train Accuracy: 0.934, Validation Accuracy: 0.952, Loss: 0.053 Epoch 29 Batch 267/538 - Train Accuracy: 0.937, Validation Accuracy: 0.954, Loss: 0.058 Epoch 29 Batch 268/538 - Train Accuracy: 0.951, Validation Accuracy: 0.947, Loss: 0.044 Epoch 29 Batch 269/538 - Train Accuracy: 0.944, Validation Accuracy: 0.949, Loss: 0.056 Epoch 29 Batch 270/538 - Train Accuracy: 0.946, Validation Accuracy: 0.946, Loss: 0.051 Epoch 29 Batch 271/538 - Train Accuracy: 0.951, Validation Accuracy: 0.945, Loss: 0.043 Epoch 29 Batch 272/538 - Train Accuracy: 0.951, Validation Accuracy: 0.945, Loss: 0.056 Epoch 29 Batch 273/538 - Train Accuracy: 0.948, Validation Accuracy: 0.943, Loss: 0.052 Epoch 29 Batch 274/538 - Train Accuracy: 0.928, Validation Accuracy: 0.943, Loss: 0.054 Epoch 29 Batch 275/538 - Train Accuracy: 0.944, Validation Accuracy: 0.943, Loss: 0.056 Epoch 29 Batch 276/538 - Train Accuracy: 0.935, Validation Accuracy: 0.944, Loss: 0.054 Epoch 29 Batch 277/538 - Train Accuracy: 0.948, Validation Accuracy: 0.944, Loss: 0.047 Epoch 29 Batch 278/538 - Train Accuracy: 0.947, Validation Accuracy: 0.946, Loss: 0.055 Epoch 29 Batch 279/538 - Train Accuracy: 0.952, Validation Accuracy: 0.949, Loss: 0.049 Epoch 29 Batch 280/538 - Train Accuracy: 0.955, Validation Accuracy: 0.949, Loss: 0.056 Epoch 29 Batch 281/538 - Train Accuracy: 0.938, Validation Accuracy: 0.946, Loss: 0.057 Epoch 29 Batch 282/538 - Train Accuracy: 0.943, Validation Accuracy: 0.942, Loss: 0.056 Epoch 29 Batch 283/538 - Train Accuracy: 0.960, Validation Accuracy: 0.942, Loss: 0.051 Epoch 29 Batch 284/538 - Train Accuracy: 0.942, Validation Accuracy: 0.938, Loss: 0.054 Epoch 29 Batch 285/538 - Train Accuracy: 0.942, Validation Accuracy: 0.942, Loss: 0.050 Epoch 29 Batch 286/538 - Train Accuracy: 0.940, Validation Accuracy: 0.939, Loss: 0.065 Epoch 29 Batch 287/538 - Train Accuracy: 0.957, Validation Accuracy: 0.944, Loss: 0.045 Epoch 29 Batch 288/538 - Train Accuracy: 0.949, Validation Accuracy: 0.945, Loss: 0.049 Epoch 29 Batch 289/538 - Train Accuracy: 0.959, Validation Accuracy: 0.950, Loss: 0.041 Epoch 29 Batch 290/538 - Train Accuracy: 0.960, Validation Accuracy: 0.948, Loss: 0.046 Epoch 29 Batch 291/538 - Train Accuracy: 0.948, Validation Accuracy: 0.955, Loss: 0.052 Epoch 29 Batch 292/538 - Train Accuracy: 0.957, Validation Accuracy: 0.955, Loss: 0.041 Epoch 29 Batch 293/538 - Train Accuracy: 0.942, Validation Accuracy: 0.952, Loss: 0.052 Epoch 29 Batch 294/538 - Train Accuracy: 0.956, Validation Accuracy: 0.951, Loss: 0.054 Epoch 29 Batch 295/538 - Train Accuracy: 0.953, Validation Accuracy: 0.946, Loss: 0.049 Epoch 29 Batch 296/538 - Train Accuracy: 0.937, Validation Accuracy: 0.941, Loss: 0.068 Epoch 29 Batch 297/538 - Train Accuracy: 0.966, Validation Accuracy: 0.940, Loss: 0.053 Epoch 29 Batch 298/538 - Train Accuracy: 0.944, Validation Accuracy: 0.944, Loss: 0.049 Epoch 29 Batch 299/538 - Train Accuracy: 0.945, Validation Accuracy: 0.950, Loss: 0.066 Epoch 29 Batch 300/538 - Train Accuracy: 0.947, Validation Accuracy: 0.951, Loss: 0.044 Epoch 29 Batch 301/538 - Train Accuracy: 0.942, Validation Accuracy: 0.949, Loss: 0.062 Epoch 29 Batch 302/538 - Train Accuracy: 0.961, Validation Accuracy: 0.949, Loss: 0.054 Epoch 29 Batch 303/538 - Train Accuracy: 0.950, Validation Accuracy: 0.949, Loss: 0.048 Epoch 29 Batch 304/538 - Train Accuracy: 0.948, Validation Accuracy: 0.950, Loss: 0.061 Epoch 29 Batch 305/538 - Train Accuracy: 0.956, Validation Accuracy: 0.949, Loss: 0.048 Epoch 29 Batch 306/538 - Train Accuracy: 0.952, Validation Accuracy: 0.946, Loss: 0.053 Epoch 29 Batch 307/538 - Train Accuracy: 0.958, Validation Accuracy: 0.944, Loss: 0.050 Epoch 29 Batch 308/538 - Train Accuracy: 0.948, Validation Accuracy: 0.941, Loss: 0.058 Epoch 29 Batch 309/538 - Train Accuracy: 0.953, Validation Accuracy: 0.943, Loss: 0.041 Epoch 29 Batch 310/538 - Train Accuracy: 0.964, Validation Accuracy: 0.944, Loss: 0.057 Epoch 29 Batch 311/538 - Train Accuracy: 0.945, Validation Accuracy: 0.941, Loss: 0.048 Epoch 29 Batch 312/538 - Train Accuracy: 0.954, Validation Accuracy: 0.943, Loss: 0.046 Epoch 29 Batch 313/538 - Train Accuracy: 0.949, Validation Accuracy: 0.948, Loss: 0.054 Epoch 29 Batch 314/538 - Train Accuracy: 0.954, Validation Accuracy: 0.946, Loss: 0.052 Epoch 29 Batch 315/538 - Train Accuracy: 0.953, Validation Accuracy: 0.943, Loss: 0.047 Epoch 29 Batch 316/538 - Train Accuracy: 0.946, Validation Accuracy: 0.950, Loss: 0.041 Epoch 29 Batch 317/538 - Train Accuracy: 0.951, Validation Accuracy: 0.946, Loss: 0.057 Epoch 29 Batch 318/538 - Train Accuracy: 0.942, Validation Accuracy: 0.947, Loss: 0.047 Epoch 29 Batch 319/538 - Train Accuracy: 0.944, Validation Accuracy: 0.940, Loss: 0.053 Epoch 29 Batch 320/538 - Train Accuracy: 0.958, Validation Accuracy: 0.939, Loss: 0.048 Epoch 29 Batch 321/538 - Train Accuracy: 0.946, Validation Accuracy: 0.936, Loss: 0.047 Epoch 29 Batch 322/538 - Train Accuracy: 0.956, Validation Accuracy: 0.934, Loss: 0.046 Epoch 29 Batch 323/538 - Train Accuracy: 0.953, Validation Accuracy: 0.944, Loss: 0.053 Epoch 29 Batch 324/538 - Train Accuracy: 0.952, Validation Accuracy: 0.937, Loss: 0.046 Epoch 29 Batch 325/538 - Train Accuracy: 0.951, Validation Accuracy: 0.940, Loss: 0.046 Epoch 29 Batch 326/538 - Train Accuracy: 0.951, Validation Accuracy: 0.945, Loss: 0.049 Epoch 29 Batch 327/538 - Train Accuracy: 0.954, Validation Accuracy: 0.947, Loss: 0.052 Epoch 29 Batch 328/538 - Train Accuracy: 0.962, Validation Accuracy: 0.947, Loss: 0.043 Epoch 29 Batch 329/538 - Train Accuracy: 0.959, Validation Accuracy: 0.945, Loss: 0.052 Epoch 29 Batch 330/538 - Train Accuracy: 0.951, Validation Accuracy: 0.943, Loss: 0.042 Epoch 29 Batch 331/538 - Train Accuracy: 0.953, Validation Accuracy: 0.940, Loss: 0.055 Epoch 29 Batch 332/538 - Train Accuracy: 0.945, Validation Accuracy: 0.938, Loss: 0.057 Epoch 29 Batch 333/538 - Train Accuracy: 0.951, Validation Accuracy: 0.945, Loss: 0.057 Epoch 29 Batch 334/538 - Train Accuracy: 0.955, Validation Accuracy: 0.946, Loss: 0.050 Epoch 29 Batch 335/538 - Train Accuracy: 0.954, Validation Accuracy: 0.948, Loss: 0.046 Epoch 29 Batch 336/538 - Train Accuracy: 0.942, Validation Accuracy: 0.948, Loss: 0.051 Epoch 29 Batch 337/538 - Train Accuracy: 0.951, Validation Accuracy: 0.948, Loss: 0.049 Epoch 29 Batch 338/538 - Train Accuracy: 0.964, Validation Accuracy: 0.944, Loss: 0.046 Epoch 29 Batch 339/538 - Train Accuracy: 0.942, Validation Accuracy: 0.947, Loss: 0.049 Epoch 29 Batch 340/538 - Train Accuracy: 0.938, Validation Accuracy: 0.949, Loss: 0.057 Epoch 29 Batch 341/538 - Train Accuracy: 0.951, Validation Accuracy: 0.956, Loss: 0.050 Epoch 29 Batch 342/538 - Train Accuracy: 0.942, Validation Accuracy: 0.953, Loss: 0.055 Epoch 29 Batch 343/538 - Train Accuracy: 0.970, Validation Accuracy: 0.956, Loss: 0.054 Epoch 29 Batch 344/538 - Train Accuracy: 0.953, Validation Accuracy: 0.953, Loss: 0.044 Epoch 29 Batch 345/538 - Train Accuracy: 0.950, Validation Accuracy: 0.953, Loss: 0.048 Epoch 29 Batch 346/538 - Train Accuracy: 0.951, Validation Accuracy: 0.955, Loss: 0.061 Epoch 29 Batch 347/538 - Train Accuracy: 0.952, Validation Accuracy: 0.950, Loss: 0.041 Epoch 29 Batch 348/538 - Train Accuracy: 0.950, Validation Accuracy: 0.954, Loss: 0.050 Epoch 29 Batch 349/538 - Train Accuracy: 0.952, Validation Accuracy: 0.958, Loss: 0.039 Epoch 29 Batch 350/538 - Train Accuracy: 0.945, Validation Accuracy: 0.956, Loss: 0.054 Epoch 29 Batch 351/538 - Train Accuracy: 0.950, Validation Accuracy: 0.956, Loss: 0.064 Epoch 29 Batch 352/538 - Train Accuracy: 0.941, Validation Accuracy: 0.958, Loss: 0.072 Epoch 29 Batch 353/538 - Train Accuracy: 0.938, Validation Accuracy: 0.956, Loss: 0.055 Epoch 29 Batch 354/538 - Train Accuracy: 0.927, Validation Accuracy: 0.956, Loss: 0.050 Epoch 29 Batch 355/538 - Train Accuracy: 0.952, Validation Accuracy: 0.954, Loss: 0.044 Epoch 29 Batch 356/538 - Train Accuracy: 0.956, Validation Accuracy: 0.957, Loss: 0.046 Epoch 29 Batch 357/538 - Train Accuracy: 0.958, Validation Accuracy: 0.955, Loss: 0.049 Epoch 29 Batch 358/538 - Train Accuracy: 0.950, Validation Accuracy: 0.955, Loss: 0.047 Epoch 29 Batch 359/538 - Train Accuracy: 0.942, Validation Accuracy: 0.959, Loss: 0.055 Epoch 29 Batch 360/538 - Train Accuracy: 0.945, Validation Accuracy: 0.956, Loss: 0.042 Epoch 29 Batch 361/538 - Train Accuracy: 0.960, Validation Accuracy: 0.947, Loss: 0.051 Epoch 29 Batch 362/538 - Train Accuracy: 0.959, Validation Accuracy: 0.949, Loss: 0.038 Epoch 29 Batch 363/538 - Train Accuracy: 0.938, Validation Accuracy: 0.949, Loss: 0.053 Epoch 29 Batch 364/538 - Train Accuracy: 0.949, Validation Accuracy: 0.947, Loss: 0.067 Epoch 29 Batch 365/538 - Train Accuracy: 0.942, Validation Accuracy: 0.953, Loss: 0.053 Epoch 29 Batch 366/538 - Train Accuracy: 0.955, Validation Accuracy: 0.954, Loss: 0.055 Epoch 29 Batch 367/538 - Train Accuracy: 0.958, Validation Accuracy: 0.955, Loss: 0.045 Epoch 29 Batch 368/538 - Train Accuracy: 0.963, Validation Accuracy: 0.952, Loss: 0.047 Epoch 29 Batch 369/538 - Train Accuracy: 0.958, Validation Accuracy: 0.953, Loss: 0.045 Epoch 29 Batch 370/538 - Train Accuracy: 0.948, Validation Accuracy: 0.955, Loss: 0.056 Epoch 29 Batch 371/538 - Train Accuracy: 0.963, Validation Accuracy: 0.957, Loss: 0.057 Epoch 29 Batch 372/538 - Train Accuracy: 0.958, Validation Accuracy: 0.953, Loss: 0.054 Epoch 29 Batch 373/538 - Train Accuracy: 0.948, Validation Accuracy: 0.958, Loss: 0.039 Epoch 29 Batch 374/538 - Train Accuracy: 0.958, Validation Accuracy: 0.955, Loss: 0.048 Epoch 29 Batch 375/538 - Train Accuracy: 0.953, Validation Accuracy: 0.953, Loss: 0.045 Epoch 29 Batch 376/538 - Train Accuracy: 0.953, Validation Accuracy: 0.953, Loss: 0.051 Epoch 29 Batch 377/538 - Train Accuracy: 0.956, Validation Accuracy: 0.953, Loss: 0.048 Epoch 29 Batch 378/538 - Train Accuracy: 0.954, Validation Accuracy: 0.955, Loss: 0.049 Epoch 29 Batch 379/538 - Train Accuracy: 0.956, Validation Accuracy: 0.952, Loss: 0.047 Epoch 29 Batch 380/538 - Train Accuracy: 0.958, Validation Accuracy: 0.954, Loss: 0.044 Epoch 29 Batch 381/538 - Train Accuracy: 0.959, Validation Accuracy: 0.953, Loss: 0.046 Epoch 29 Batch 382/538 - Train Accuracy: 0.934, Validation Accuracy: 0.954, Loss: 0.053 Epoch 29 Batch 383/538 - Train Accuracy: 0.950, Validation Accuracy: 0.955, Loss: 0.049 Epoch 29 Batch 384/538 - Train Accuracy: 0.948, Validation Accuracy: 0.953, Loss: 0.053 Epoch 29 Batch 385/538 - Train Accuracy: 0.952, Validation Accuracy: 0.956, Loss: 0.049 Epoch 29 Batch 386/538 - Train Accuracy: 0.952, Validation Accuracy: 0.955, Loss: 0.048 Epoch 29 Batch 387/538 - Train Accuracy: 0.946, Validation Accuracy: 0.952, Loss: 0.044 Epoch 29 Batch 388/538 - Train Accuracy: 0.943, Validation Accuracy: 0.953, Loss: 0.048 Epoch 29 Batch 389/538 - Train Accuracy: 0.949, Validation Accuracy: 0.955, Loss: 0.061 Epoch 29 Batch 390/538 - Train Accuracy: 0.948, Validation Accuracy: 0.951, Loss: 0.044 Epoch 29 Batch 391/538 - Train Accuracy: 0.952, Validation Accuracy: 0.951, Loss: 0.050 Epoch 29 Batch 392/538 - Train Accuracy: 0.943, Validation Accuracy: 0.953, Loss: 0.052 Epoch 29 Batch 393/538 - Train Accuracy: 0.952, Validation Accuracy: 0.952, Loss: 0.044 Epoch 29 Batch 394/538 - Train Accuracy: 0.932, Validation Accuracy: 0.948, Loss: 0.055 Epoch 29 Batch 395/538 - Train Accuracy: 0.929, Validation Accuracy: 0.951, Loss: 0.057 Epoch 29 Batch 396/538 - Train Accuracy: 0.945, Validation Accuracy: 0.953, Loss: 0.049 Epoch 29 Batch 397/538 - Train Accuracy: 0.951, Validation Accuracy: 0.952, Loss: 0.058 Epoch 29 Batch 398/538 - Train Accuracy: 0.950, Validation Accuracy: 0.952, Loss: 0.057 Epoch 29 Batch 399/538 - Train Accuracy: 0.948, Validation Accuracy: 0.951, Loss: 0.056 Epoch 29 Batch 400/538 - Train Accuracy: 0.960, Validation Accuracy: 0.952, Loss: 0.055 Epoch 29 Batch 401/538 - Train Accuracy: 0.959, Validation Accuracy: 0.952, Loss: 0.051 Epoch 29 Batch 402/538 - Train Accuracy: 0.953, Validation Accuracy: 0.953, Loss: 0.045 Epoch 29 Batch 403/538 - Train Accuracy: 0.952, Validation Accuracy: 0.956, Loss: 0.053 Epoch 29 Batch 404/538 - Train Accuracy: 0.954, Validation Accuracy: 0.956, Loss: 0.055 Epoch 29 Batch 405/538 - Train Accuracy: 0.955, Validation Accuracy: 0.953, Loss: 0.049 Epoch 29 Batch 406/538 - Train Accuracy: 0.949, Validation Accuracy: 0.946, Loss: 0.048 Epoch 29 Batch 407/538 - Train Accuracy: 0.949, Validation Accuracy: 0.951, Loss: 0.056 Epoch 29 Batch 408/538 - Train Accuracy: 0.932, Validation Accuracy: 0.951, Loss: 0.059 Epoch 29 Batch 409/538 - Train Accuracy: 0.935, Validation Accuracy: 0.955, Loss: 0.060 Epoch 29 Batch 410/538 - Train Accuracy: 0.960, Validation Accuracy: 0.961, Loss: 0.059 Epoch 29 Batch 411/538 - Train Accuracy: 0.953, Validation Accuracy: 0.960, Loss: 0.052 Epoch 29 Batch 412/538 - Train Accuracy: 0.955, Validation Accuracy: 0.958, Loss: 0.046 Epoch 29 Batch 413/538 - Train Accuracy: 0.947, Validation Accuracy: 0.956, Loss: 0.053 Epoch 29 Batch 414/538 - Train Accuracy: 0.925, Validation Accuracy: 0.956, Loss: 0.069 Epoch 29 Batch 415/538 - Train Accuracy: 0.937, Validation Accuracy: 0.951, Loss: 0.050 Epoch 29 Batch 416/538 - Train Accuracy: 0.953, Validation Accuracy: 0.952, Loss: 0.053 Epoch 29 Batch 417/538 - Train Accuracy: 0.963, Validation Accuracy: 0.952, Loss: 0.046 Epoch 29 Batch 418/538 - Train Accuracy: 0.952, Validation Accuracy: 0.955, Loss: 0.056 Epoch 29 Batch 419/538 - Train Accuracy: 0.961, Validation Accuracy: 0.955, Loss: 0.045 Epoch 29 Batch 420/538 - Train Accuracy: 0.954, Validation Accuracy: 0.951, Loss: 0.045 Epoch 29 Batch 421/538 - Train Accuracy: 0.954, Validation Accuracy: 0.951, Loss: 0.044 Epoch 29 Batch 422/538 - Train Accuracy: 0.947, Validation Accuracy: 0.953, Loss: 0.060 Epoch 29 Batch 423/538 - Train Accuracy: 0.962, Validation Accuracy: 0.953, Loss: 0.054 Epoch 29 Batch 424/538 - Train Accuracy: 0.944, Validation Accuracy: 0.953, Loss: 0.054 Epoch 29 Batch 425/538 - Train Accuracy: 0.941, Validation Accuracy: 0.953, Loss: 0.068 Epoch 29 Batch 426/538 - Train Accuracy: 0.964, Validation Accuracy: 0.947, Loss: 0.053 Epoch 29 Batch 427/538 - Train Accuracy: 0.928, Validation Accuracy: 0.949, Loss: 0.056 Epoch 29 Batch 428/538 - Train Accuracy: 0.951, Validation Accuracy: 0.948, Loss: 0.048 Epoch 29 Batch 429/538 - Train Accuracy: 0.956, Validation Accuracy: 0.947, Loss: 0.052 Epoch 29 Batch 430/538 - Train Accuracy: 0.925, Validation Accuracy: 0.948, Loss: 0.057 Epoch 29 Batch 431/538 - Train Accuracy: 0.941, Validation Accuracy: 0.947, Loss: 0.046 Epoch 29 Batch 432/538 - Train Accuracy: 0.950, Validation Accuracy: 0.947, Loss: 0.049 Epoch 29 Batch 433/538 - Train Accuracy: 0.943, Validation Accuracy: 0.950, Loss: 0.071 Epoch 29 Batch 434/538 - Train Accuracy: 0.952, Validation Accuracy: 0.950, Loss: 0.049 Epoch 29 Batch 435/538 - Train Accuracy: 0.946, Validation Accuracy: 0.950, Loss: 0.044 Epoch 29 Batch 436/538 - Train Accuracy: 0.937, Validation Accuracy: 0.951, Loss: 0.055 Epoch 29 Batch 437/538 - Train Accuracy: 0.949, Validation Accuracy: 0.952, Loss: 0.046 Epoch 29 Batch 438/538 - Train Accuracy: 0.959, Validation Accuracy: 0.950, Loss: 0.051 Epoch 29 Batch 439/538 - Train Accuracy: 0.963, Validation Accuracy: 0.949, Loss: 0.052 Epoch 29 Batch 440/538 - Train Accuracy: 0.952, Validation Accuracy: 0.946, Loss: 0.051 Epoch 29 Batch 441/538 - Train Accuracy: 0.935, Validation Accuracy: 0.940, Loss: 0.063 Epoch 29 Batch 442/538 - Train Accuracy: 0.952, Validation Accuracy: 0.937, Loss: 0.044 Epoch 29 Batch 443/538 - Train Accuracy: 0.936, Validation Accuracy: 0.942, Loss: 0.057 Epoch 29 Batch 444/538 - Train Accuracy: 0.952, Validation Accuracy: 0.952, Loss: 0.051 Epoch 29 Batch 445/538 - Train Accuracy: 0.956, Validation Accuracy: 0.956, Loss: 0.051 Epoch 29 Batch 446/538 - Train Accuracy: 0.955, Validation Accuracy: 0.960, Loss: 0.048 Epoch 29 Batch 447/538 - Train Accuracy: 0.939, Validation Accuracy: 0.960, Loss: 0.050 Epoch 29 Batch 448/538 - Train Accuracy: 0.943, Validation Accuracy: 0.961, Loss: 0.047 Epoch 29 Batch 449/538 - Train Accuracy: 0.960, Validation Accuracy: 0.959, Loss: 0.053 Epoch 29 Batch 450/538 - Train Accuracy: 0.944, Validation Accuracy: 0.958, Loss: 0.060 Epoch 29 Batch 451/538 - Train Accuracy: 0.940, Validation Accuracy: 0.954, Loss: 0.052 Epoch 29 Batch 452/538 - Train Accuracy: 0.958, Validation Accuracy: 0.944, Loss: 0.049 Epoch 29 Batch 453/538 - Train Accuracy: 0.943, Validation Accuracy: 0.940, Loss: 0.053 Epoch 29 Batch 454/538 - Train Accuracy: 0.945, Validation Accuracy: 0.942, Loss: 0.057 Epoch 29 Batch 455/538 - Train Accuracy: 0.958, Validation Accuracy: 0.951, Loss: 0.049 Epoch 29 Batch 456/538 - Train Accuracy: 0.951, Validation Accuracy: 0.958, Loss: 0.074 Epoch 29 Batch 457/538 - Train Accuracy: 0.942, Validation Accuracy: 0.953, Loss: 0.051 Epoch 29 Batch 458/538 - Train Accuracy: 0.955, Validation Accuracy: 0.953, Loss: 0.048 Epoch 29 Batch 459/538 - Train Accuracy: 0.960, Validation Accuracy: 0.953, Loss: 0.049 Epoch 29 Batch 460/538 - Train Accuracy: 0.941, Validation Accuracy: 0.949, Loss: 0.058 Epoch 29 Batch 461/538 - Train Accuracy: 0.958, Validation Accuracy: 0.951, Loss: 0.058 Epoch 29 Batch 462/538 - Train Accuracy: 0.938, Validation Accuracy: 0.953, Loss: 0.049 Epoch 29 Batch 463/538 - Train Accuracy: 0.925, Validation Accuracy: 0.956, Loss: 0.059 Epoch 29 Batch 464/538 - Train Accuracy: 0.961, Validation Accuracy: 0.946, Loss: 0.045 Epoch 29 Batch 465/538 - Train Accuracy: 0.943, Validation Accuracy: 0.948, Loss: 0.050 Epoch 29 Batch 466/538 - Train Accuracy: 0.943, Validation Accuracy: 0.949, Loss: 0.051 Epoch 29 Batch 467/538 - Train Accuracy: 0.948, Validation Accuracy: 0.950, Loss: 0.059 Epoch 29 Batch 468/538 - Train Accuracy: 0.962, Validation Accuracy: 0.952, Loss: 0.056 Epoch 29 Batch 469/538 - Train Accuracy: 0.952, Validation Accuracy: 0.957, Loss: 0.051 Epoch 29 Batch 470/538 - Train Accuracy: 0.949, Validation Accuracy: 0.955, Loss: 0.049 Epoch 29 Batch 471/538 - Train Accuracy: 0.964, Validation Accuracy: 0.954, Loss: 0.042 Epoch 29 Batch 472/538 - Train Accuracy: 0.980, Validation Accuracy: 0.956, Loss: 0.038 Epoch 29 Batch 473/538 - Train Accuracy: 0.944, Validation Accuracy: 0.952, Loss: 0.046 Epoch 29 Batch 474/538 - Train Accuracy: 0.944, Validation Accuracy: 0.952, Loss: 0.049 Epoch 29 Batch 475/538 - Train Accuracy: 0.949, Validation Accuracy: 0.946, Loss: 0.047 Epoch 29 Batch 476/538 - Train Accuracy: 0.959, Validation Accuracy: 0.949, Loss: 0.049 Epoch 29 Batch 477/538 - Train Accuracy: 0.947, Validation Accuracy: 0.950, Loss: 0.051 Epoch 29 Batch 478/538 - Train Accuracy: 0.952, Validation Accuracy: 0.955, Loss: 0.044 Epoch 29 Batch 479/538 - Train Accuracy: 0.958, Validation Accuracy: 0.951, Loss: 0.043 Epoch 29 Batch 480/538 - Train Accuracy: 0.957, Validation Accuracy: 0.951, Loss: 0.051 Epoch 29 Batch 481/538 - Train Accuracy: 0.952, Validation Accuracy: 0.955, Loss: 0.053 Epoch 29 Batch 482/538 - Train Accuracy: 0.935, Validation Accuracy: 0.955, Loss: 0.049 Epoch 29 Batch 483/538 - Train Accuracy: 0.931, Validation Accuracy: 0.957, Loss: 0.061 Epoch 29 Batch 484/538 - Train Accuracy: 0.946, Validation Accuracy: 0.955, Loss: 0.063 Epoch 29 Batch 485/538 - Train Accuracy: 0.946, Validation Accuracy: 0.953, Loss: 0.061 Epoch 29 Batch 486/538 - Train Accuracy: 0.958, Validation Accuracy: 0.949, Loss: 0.050 Epoch 29 Batch 487/538 - Train Accuracy: 0.962, Validation Accuracy: 0.944, Loss: 0.040 Epoch 29 Batch 488/538 - Train Accuracy: 0.968, Validation Accuracy: 0.941, Loss: 0.043 Epoch 29 Batch 489/538 - Train Accuracy: 0.940, Validation Accuracy: 0.944, Loss: 0.056 Epoch 29 Batch 490/538 - Train Accuracy: 0.947, Validation Accuracy: 0.956, Loss: 0.050 Epoch 29 Batch 491/538 - Train Accuracy: 0.930, Validation Accuracy: 0.956, Loss: 0.052 Epoch 29 Batch 492/538 - Train Accuracy: 0.952, Validation Accuracy: 0.954, Loss: 0.047 Epoch 29 Batch 493/538 - Train Accuracy: 0.938, Validation Accuracy: 0.954, Loss: 0.050 Epoch 29 Batch 494/538 - Train Accuracy: 0.955, Validation Accuracy: 0.954, Loss: 0.058 Epoch 29 Batch 495/538 - Train Accuracy: 0.954, Validation Accuracy: 0.959, Loss: 0.053 Epoch 29 Batch 496/538 - Train Accuracy: 0.964, Validation Accuracy: 0.960, Loss: 0.044 Epoch 29 Batch 497/538 - Train Accuracy: 0.957, Validation Accuracy: 0.962, Loss: 0.049 Epoch 29 Batch 498/538 - Train Accuracy: 0.946, Validation Accuracy: 0.958, Loss: 0.047 Epoch 29 Batch 499/538 - Train Accuracy: 0.934, Validation Accuracy: 0.955, Loss: 0.055 Epoch 29 Batch 500/538 - Train Accuracy: 0.964, Validation Accuracy: 0.952, Loss: 0.039 Epoch 29 Batch 501/538 - Train Accuracy: 0.957, Validation Accuracy: 0.950, Loss: 0.057 Epoch 29 Batch 502/538 - Train Accuracy: 0.945, Validation Accuracy: 0.952, Loss: 0.047 Epoch 29 Batch 503/538 - Train Accuracy: 0.956, Validation Accuracy: 0.952, Loss: 0.048 Epoch 29 Batch 504/538 - Train Accuracy: 0.962, Validation Accuracy: 0.950, Loss: 0.041 Epoch 29 Batch 505/538 - Train Accuracy: 0.958, Validation Accuracy: 0.953, Loss: 0.043 Epoch 29 Batch 506/538 - Train Accuracy: 0.962, Validation Accuracy: 0.948, Loss: 0.047 Epoch 29 Batch 507/538 - Train Accuracy: 0.938, Validation Accuracy: 0.951, Loss: 0.053 Epoch 29 Batch 508/538 - Train Accuracy: 0.945, Validation Accuracy: 0.952, Loss: 0.049 Epoch 29 Batch 509/538 - Train Accuracy: 0.953, Validation Accuracy: 0.952, Loss: 0.052 Epoch 29 Batch 510/538 - Train Accuracy: 0.948, Validation Accuracy: 0.955, Loss: 0.044 Epoch 29 Batch 511/538 - Train Accuracy: 0.942, Validation Accuracy: 0.957, Loss: 0.050 Epoch 29 Batch 512/538 - Train Accuracy: 0.951, Validation Accuracy: 0.959, Loss: 0.047 Epoch 29 Batch 513/538 - Train Accuracy: 0.943, Validation Accuracy: 0.959, Loss: 0.049 Epoch 29 Batch 514/538 - Train Accuracy: 0.957, Validation Accuracy: 0.957, Loss: 0.051 Epoch 29 Batch 515/538 - Train Accuracy: 0.943, Validation Accuracy: 0.958, Loss: 0.052 Epoch 29 Batch 516/538 - Train Accuracy: 0.945, Validation Accuracy: 0.951, Loss: 0.055 Epoch 29 Batch 517/538 - Train Accuracy: 0.959, Validation Accuracy: 0.952, Loss: 0.046 Epoch 29 Batch 518/538 - Train Accuracy: 0.931, Validation Accuracy: 0.946, Loss: 0.056 Epoch 29 Batch 519/538 - Train Accuracy: 0.957, Validation Accuracy: 0.947, Loss: 0.049 Epoch 29 Batch 520/538 - Train Accuracy: 0.939, Validation Accuracy: 0.947, Loss: 0.054 Epoch 29 Batch 521/538 - Train Accuracy: 0.946, Validation Accuracy: 0.947, Loss: 0.056 Epoch 29 Batch 522/538 - Train Accuracy: 0.941, Validation Accuracy: 0.944, Loss: 0.049 Epoch 29 Batch 523/538 - Train Accuracy: 0.957, Validation Accuracy: 0.949, Loss: 0.062 Epoch 29 Batch 524/538 - Train Accuracy: 0.940, Validation Accuracy: 0.951, Loss: 0.052 Epoch 29 Batch 525/538 - Train Accuracy: 0.951, Validation Accuracy: 0.956, Loss: 0.049 Epoch 29 Batch 526/538 - Train Accuracy: 0.952, Validation Accuracy: 0.954, Loss: 0.046 Epoch 29 Batch 527/538 - Train Accuracy: 0.955, Validation Accuracy: 0.954, Loss: 0.049 Epoch 29 Batch 528/538 - Train Accuracy: 0.952, Validation Accuracy: 0.949, Loss: 0.061 Epoch 29 Batch 529/538 - Train Accuracy: 0.942, Validation Accuracy: 0.949, Loss: 0.052 Epoch 29 Batch 530/538 - Train Accuracy: 0.935, Validation Accuracy: 0.946, Loss: 0.055 Epoch 29 Batch 531/538 - Train Accuracy: 0.961, Validation Accuracy: 0.947, Loss: 0.053 Epoch 29 Batch 532/538 - Train Accuracy: 0.939, Validation Accuracy: 0.945, Loss: 0.048 Epoch 29 Batch 533/538 - Train Accuracy: 0.949, Validation Accuracy: 0.947, Loss: 0.044 Epoch 29 Batch 534/538 - Train Accuracy: 0.945, Validation Accuracy: 0.946, Loss: 0.043 Epoch 29 Batch 535/538 - Train Accuracy: 0.949, Validation Accuracy: 0.947, Loss: 0.055 Epoch 29 Batch 536/538 - Train Accuracy: 0.961, Validation Accuracy: 0.949, Loss: 0.059 Epoch 30 Batch 0/538 - Train Accuracy: 0.964, Validation Accuracy: 0.951, Loss: 0.048 Epoch 30 Batch 1/538 - Train Accuracy: 0.966, Validation Accuracy: 0.953, Loss: 0.056 Epoch 30 Batch 2/538 - Train Accuracy: 0.951, Validation Accuracy: 0.954, Loss: 0.062 Epoch 30 Batch 3/538 - Train Accuracy: 0.954, Validation Accuracy: 0.956, Loss: 0.051 Epoch 30 Batch 4/538 - Train Accuracy: 0.955, Validation Accuracy: 0.957, Loss: 0.046 Epoch 30 Batch 5/538 - Train Accuracy: 0.949, Validation Accuracy: 0.958, Loss: 0.051 Epoch 30 Batch 6/538 - Train Accuracy: 0.950, Validation Accuracy: 0.956, Loss: 0.055 Epoch 30 Batch 7/538 - Train Accuracy: 0.958, Validation Accuracy: 0.949, Loss: 0.053 Epoch 30 Batch 8/538 - Train Accuracy: 0.952, Validation Accuracy: 0.953, Loss: 0.055 Epoch 30 Batch 9/538 - Train Accuracy: 0.948, Validation Accuracy: 0.956, Loss: 0.050 Epoch 30 Batch 10/538 - Train Accuracy: 0.960, Validation Accuracy: 0.954, Loss: 0.052 Epoch 30 Batch 11/538 - Train Accuracy: 0.945, Validation Accuracy: 0.949, Loss: 0.051 Epoch 30 Batch 12/538 - Train Accuracy: 0.949, Validation Accuracy: 0.948, Loss: 0.052 Epoch 30 Batch 13/538 - Train Accuracy: 0.959, Validation Accuracy: 0.950, Loss: 0.052 Epoch 30 Batch 14/538 - Train Accuracy: 0.948, Validation Accuracy: 0.955, Loss: 0.043 Epoch 30 Batch 15/538 - Train Accuracy: 0.962, Validation Accuracy: 0.960, Loss: 0.050 Epoch 30 Batch 16/538 - Train Accuracy: 0.943, Validation Accuracy: 0.959, Loss: 0.056 Epoch 30 Batch 17/538 - Train Accuracy: 0.956, Validation Accuracy: 0.961, Loss: 0.054 Epoch 30 Batch 18/538 - Train Accuracy: 0.961, Validation Accuracy: 0.961, Loss: 0.052 Epoch 30 Batch 19/538 - Train Accuracy: 0.956, Validation Accuracy: 0.959, Loss: 0.052 Epoch 30 Batch 20/538 - Train Accuracy: 0.951, Validation Accuracy: 0.962, Loss: 0.057 Epoch 30 Batch 21/538 - Train Accuracy: 0.968, Validation Accuracy: 0.960, Loss: 0.037 Epoch 30 Batch 22/538 - Train Accuracy: 0.951, Validation Accuracy: 0.948, Loss: 0.049 Epoch 30 Batch 23/538 - Train Accuracy: 0.948, Validation Accuracy: 0.944, Loss: 0.058 Epoch 30 Batch 24/538 - Train Accuracy: 0.954, Validation Accuracy: 0.946, Loss: 0.054 Epoch 30 Batch 25/538 - Train Accuracy: 0.947, Validation Accuracy: 0.945, Loss: 0.052 Epoch 30 Batch 26/538 - Train Accuracy: 0.953, Validation Accuracy: 0.944, Loss: 0.060 Epoch 30 Batch 27/538 - Train Accuracy: 0.961, Validation Accuracy: 0.946, Loss: 0.042 Epoch 30 Batch 28/538 - Train Accuracy: 0.950, Validation Accuracy: 0.946, Loss: 0.050 Epoch 30 Batch 29/538 - Train Accuracy: 0.955, Validation Accuracy: 0.955, Loss: 0.039 Epoch 30 Batch 30/538 - Train Accuracy: 0.950, Validation Accuracy: 0.957, Loss: 0.057 Epoch 30 Batch 31/538 - Train Accuracy: 0.968, Validation Accuracy: 0.957, Loss: 0.045 Epoch 30 Batch 32/538 - Train Accuracy: 0.948, Validation Accuracy: 0.958, Loss: 0.039 Epoch 30 Batch 33/538 - Train Accuracy: 0.945, Validation Accuracy: 0.956, Loss: 0.057 Epoch 30 Batch 34/538 - Train Accuracy: 0.938, Validation Accuracy: 0.954, Loss: 0.063 Epoch 30 Batch 35/538 - Train Accuracy: 0.953, Validation Accuracy: 0.954, Loss: 0.048 Epoch 30 Batch 36/538 - Train Accuracy: 0.960, Validation Accuracy: 0.950, Loss: 0.045 Epoch 30 Batch 37/538 - Train Accuracy: 0.950, Validation Accuracy: 0.946, Loss: 0.058 Epoch 30 Batch 38/538 - Train Accuracy: 0.944, Validation Accuracy: 0.947, Loss: 0.048 Epoch 30 Batch 39/538 - Train Accuracy: 0.955, Validation Accuracy: 0.950, Loss: 0.056 Epoch 30 Batch 40/538 - Train Accuracy: 0.947, Validation Accuracy: 0.952, Loss: 0.046 Epoch 30 Batch 41/538 - Train Accuracy: 0.961, Validation Accuracy: 0.956, Loss: 0.047 Epoch 30 Batch 42/538 - Train Accuracy: 0.940, Validation Accuracy: 0.958, Loss: 0.052 Epoch 30 Batch 43/538 - Train Accuracy: 0.934, Validation Accuracy: 0.957, Loss: 0.060 Epoch 30 Batch 44/538 - Train Accuracy: 0.948, Validation Accuracy: 0.957, Loss: 0.047 Epoch 30 Batch 45/538 - Train Accuracy: 0.958, Validation Accuracy: 0.957, Loss: 0.051 Epoch 30 Batch 46/538 - Train Accuracy: 0.966, Validation Accuracy: 0.955, Loss: 0.043 Epoch 30 Batch 47/538 - Train Accuracy: 0.951, Validation Accuracy: 0.954, Loss: 0.051 Epoch 30 Batch 48/538 - Train Accuracy: 0.956, Validation Accuracy: 0.954, Loss: 0.056 Epoch 30 Batch 49/538 - Train Accuracy: 0.950, Validation Accuracy: 0.955, Loss: 0.055 Epoch 30 Batch 50/538 - Train Accuracy: 0.944, Validation Accuracy: 0.950, Loss: 0.047 Epoch 30 Batch 51/538 - Train Accuracy: 0.946, Validation Accuracy: 0.941, Loss: 0.058 Epoch 30 Batch 52/538 - Train Accuracy: 0.943, Validation Accuracy: 0.939, Loss: 0.051 Epoch 30 Batch 53/538 - Train Accuracy: 0.923, Validation Accuracy: 0.941, Loss: 0.051 Epoch 30 Batch 54/538 - Train Accuracy: 0.954, Validation Accuracy: 0.941, Loss: 0.046 Epoch 30 Batch 55/538 - Train Accuracy: 0.949, Validation Accuracy: 0.945, Loss: 0.045 Epoch 30 Batch 56/538 - Train Accuracy: 0.952, Validation Accuracy: 0.953, Loss: 0.050 Epoch 30 Batch 57/538 - Train Accuracy: 0.933, Validation Accuracy: 0.954, Loss: 0.059 Epoch 30 Batch 58/538 - Train Accuracy: 0.943, Validation Accuracy: 0.953, Loss: 0.051 Epoch 30 Batch 59/538 - Train Accuracy: 0.947, Validation Accuracy: 0.956, Loss: 0.047 Epoch 30 Batch 60/538 - Train Accuracy: 0.965, Validation Accuracy: 0.953, Loss: 0.050 Epoch 30 Batch 61/538 - Train Accuracy: 0.949, Validation Accuracy: 0.956, Loss: 0.054 Epoch 30 Batch 62/538 - Train Accuracy: 0.931, Validation Accuracy: 0.954, Loss: 0.056 Epoch 30 Batch 63/538 - Train Accuracy: 0.956, Validation Accuracy: 0.952, Loss: 0.041 Epoch 30 Batch 64/538 - Train Accuracy: 0.950, Validation Accuracy: 0.952, Loss: 0.046 Epoch 30 Batch 65/538 - Train Accuracy: 0.946, Validation Accuracy: 0.946, Loss: 0.055 Epoch 30 Batch 66/538 - Train Accuracy: 0.962, Validation Accuracy: 0.944, Loss: 0.038 Epoch 30 Batch 67/538 - Train Accuracy: 0.962, Validation Accuracy: 0.946, Loss: 0.041 Epoch 30 Batch 68/538 - Train Accuracy: 0.943, Validation Accuracy: 0.946, Loss: 0.042 Epoch 30 Batch 69/538 - Train Accuracy: 0.955, Validation Accuracy: 0.948, Loss: 0.047 Epoch 30 Batch 70/538 - Train Accuracy: 0.948, Validation Accuracy: 0.948, Loss: 0.044 Epoch 30 Batch 71/538 - Train Accuracy: 0.953, Validation Accuracy: 0.949, Loss: 0.056 Epoch 30 Batch 72/538 - Train Accuracy: 0.964, Validation Accuracy: 0.950, Loss: 0.067 Epoch 30 Batch 73/538 - Train Accuracy: 0.950, Validation Accuracy: 0.949, Loss: 0.052 Epoch 30 Batch 74/538 - Train Accuracy: 0.962, Validation Accuracy: 0.949, Loss: 0.049 Epoch 30 Batch 75/538 - Train Accuracy: 0.948, Validation Accuracy: 0.951, Loss: 0.050 Epoch 30 Batch 76/538 - Train Accuracy: 0.947, Validation Accuracy: 0.953, Loss: 0.049 Epoch 30 Batch 77/538 - Train Accuracy: 0.952, Validation Accuracy: 0.955, Loss: 0.045 Epoch 30 Batch 78/538 - Train Accuracy: 0.938, Validation Accuracy: 0.957, Loss: 0.055 Epoch 30 Batch 79/538 - Train Accuracy: 0.947, Validation Accuracy: 0.961, Loss: 0.048 Epoch 30 Batch 80/538 - Train Accuracy: 0.960, Validation Accuracy: 0.958, Loss: 0.053 Epoch 30 Batch 81/538 - Train Accuracy: 0.947, Validation Accuracy: 0.960, Loss: 0.056 Epoch 30 Batch 82/538 - Train Accuracy: 0.950, Validation Accuracy: 0.961, Loss: 0.050 Epoch 30 Batch 83/538 - Train Accuracy: 0.951, Validation Accuracy: 0.955, Loss: 0.050 Epoch 30 Batch 84/538 - Train Accuracy: 0.946, Validation Accuracy: 0.951, Loss: 0.055 Epoch 30 Batch 85/538 - Train Accuracy: 0.960, Validation Accuracy: 0.951, Loss: 0.048 Epoch 30 Batch 86/538 - Train Accuracy: 0.949, Validation Accuracy: 0.947, Loss: 0.049 Epoch 30 Batch 87/538 - Train Accuracy: 0.928, Validation Accuracy: 0.939, Loss: 0.050 Epoch 30 Batch 88/538 - Train Accuracy: 0.948, Validation Accuracy: 0.941, Loss: 0.052 Epoch 30 Batch 89/538 - Train Accuracy: 0.954, Validation Accuracy: 0.943, Loss: 0.049 Epoch 30 Batch 90/538 - Train Accuracy: 0.953, Validation Accuracy: 0.943, Loss: 0.052 Epoch 30 Batch 91/538 - Train Accuracy: 0.947, Validation Accuracy: 0.949, Loss: 0.053 Epoch 30 Batch 92/538 - Train Accuracy: 0.947, Validation Accuracy: 0.952, Loss: 0.050 Epoch 30 Batch 93/538 - Train Accuracy: 0.958, Validation Accuracy: 0.955, Loss: 0.042 Epoch 30 Batch 94/538 - Train Accuracy: 0.949, Validation Accuracy: 0.955, Loss: 0.048 Epoch 30 Batch 95/538 - Train Accuracy: 0.952, Validation Accuracy: 0.955, Loss: 0.043 Epoch 30 Batch 96/538 - Train Accuracy: 0.960, Validation Accuracy: 0.949, Loss: 0.044 Epoch 30 Batch 97/538 - Train Accuracy: 0.954, Validation Accuracy: 0.945, Loss: 0.040 Epoch 30 Batch 98/538 - Train Accuracy: 0.958, Validation Accuracy: 0.948, Loss: 0.046 Epoch 30 Batch 99/538 - Train Accuracy: 0.952, Validation Accuracy: 0.951, Loss: 0.043 Epoch 30 Batch 100/538 - Train Accuracy: 0.955, Validation Accuracy: 0.951, Loss: 0.044 Epoch 30 Batch 101/538 - Train Accuracy: 0.948, Validation Accuracy: 0.954, Loss: 0.055 Epoch 30 Batch 102/538 - Train Accuracy: 0.941, Validation Accuracy: 0.954, Loss: 0.060 Epoch 30 Batch 103/538 - Train Accuracy: 0.951, Validation Accuracy: 0.955, Loss: 0.052 Epoch 30 Batch 104/538 - Train Accuracy: 0.951, Validation Accuracy: 0.960, Loss: 0.050 Epoch 30 Batch 105/538 - Train Accuracy: 0.951, Validation Accuracy: 0.961, Loss: 0.040 Epoch 30 Batch 106/538 - Train Accuracy: 0.950, Validation Accuracy: 0.961, Loss: 0.038 Epoch 30 Batch 107/538 - Train Accuracy: 0.935, Validation Accuracy: 0.960, Loss: 0.054 Epoch 30 Batch 108/538 - Train Accuracy: 0.961, Validation Accuracy: 0.955, Loss: 0.049 Epoch 30 Batch 109/538 - Train Accuracy: 0.962, Validation Accuracy: 0.953, Loss: 0.036 Epoch 30 Batch 110/538 - Train Accuracy: 0.952, Validation Accuracy: 0.952, Loss: 0.049 Epoch 30 Batch 111/538 - Train Accuracy: 0.955, Validation Accuracy: 0.953, Loss: 0.046 Epoch 30 Batch 112/538 - Train Accuracy: 0.944, Validation Accuracy: 0.955, Loss: 0.056 Epoch 30 Batch 113/538 - Train Accuracy: 0.937, Validation Accuracy: 0.956, Loss: 0.051 Epoch 30 Batch 114/538 - Train Accuracy: 0.955, Validation Accuracy: 0.955, Loss: 0.040 Epoch 30 Batch 115/538 - Train Accuracy: 0.954, Validation Accuracy: 0.955, Loss: 0.048 Epoch 30 Batch 116/538 - Train Accuracy: 0.948, Validation Accuracy: 0.958, Loss: 0.064 Epoch 30 Batch 117/538 - Train Accuracy: 0.950, Validation Accuracy: 0.960, Loss: 0.054 Epoch 30 Batch 118/538 - Train Accuracy: 0.963, Validation Accuracy: 0.958, Loss: 0.039 Epoch 30 Batch 119/538 - Train Accuracy: 0.970, Validation Accuracy: 0.958, Loss: 0.036 Epoch 30 Batch 120/538 - Train Accuracy: 0.961, Validation Accuracy: 0.956, Loss: 0.039 Epoch 30 Batch 121/538 - Train Accuracy: 0.956, Validation Accuracy: 0.958, Loss: 0.048 Epoch 30 Batch 122/538 - Train Accuracy: 0.956, Validation Accuracy: 0.954, Loss: 0.047 Epoch 30 Batch 123/538 - Train Accuracy: 0.946, Validation Accuracy: 0.951, Loss: 0.049 Epoch 30 Batch 124/538 - Train Accuracy: 0.945, Validation Accuracy: 0.951, Loss: 0.045 Epoch 30 Batch 125/538 - Train Accuracy: 0.946, Validation Accuracy: 0.951, Loss: 0.056 Epoch 30 Batch 126/538 - Train Accuracy: 0.936, Validation Accuracy: 0.954, Loss: 0.055 Epoch 30 Batch 127/538 - Train Accuracy: 0.934, Validation Accuracy: 0.954, Loss: 0.057 Epoch 30 Batch 128/538 - Train Accuracy: 0.947, Validation Accuracy: 0.952, Loss: 0.050 Epoch 30 Batch 129/538 - Train Accuracy: 0.954, Validation Accuracy: 0.954, Loss: 0.041 Epoch 30 Batch 130/538 - Train Accuracy: 0.948, Validation Accuracy: 0.956, Loss: 0.043 Epoch 30 Batch 131/538 - Train Accuracy: 0.963, Validation Accuracy: 0.959, Loss: 0.042 Epoch 30 Batch 132/538 - Train Accuracy: 0.938, Validation Accuracy: 0.961, Loss: 0.049 Epoch 30 Batch 133/538 - Train Accuracy: 0.944, Validation Accuracy: 0.962, Loss: 0.052 Epoch 30 Batch 134/538 - Train Accuracy: 0.934, Validation Accuracy: 0.959, Loss: 0.057 Epoch 30 Batch 135/538 - Train Accuracy: 0.953, Validation Accuracy: 0.961, Loss: 0.060 Epoch 30 Batch 136/538 - Train Accuracy: 0.950, Validation Accuracy: 0.960, Loss: 0.045 Epoch 30 Batch 137/538 - Train Accuracy: 0.944, Validation Accuracy: 0.954, Loss: 0.056 Epoch 30 Batch 138/538 - Train Accuracy: 0.943, Validation Accuracy: 0.955, Loss: 0.054 Epoch 30 Batch 139/538 - Train Accuracy: 0.944, Validation Accuracy: 0.952, Loss: 0.057 Epoch 30 Batch 140/538 - Train Accuracy: 0.947, Validation Accuracy: 0.953, Loss: 0.066 Epoch 30 Batch 141/538 - Train Accuracy: 0.965, Validation Accuracy: 0.953, Loss: 0.052 Epoch 30 Batch 142/538 - Train Accuracy: 0.962, Validation Accuracy: 0.955, Loss: 0.048 Epoch 30 Batch 143/538 - Train Accuracy: 0.961, Validation Accuracy: 0.953, Loss: 0.059 Epoch 30 Batch 144/538 - Train Accuracy: 0.945, Validation Accuracy: 0.955, Loss: 0.049 Epoch 30 Batch 145/538 - Train Accuracy: 0.938, Validation Accuracy: 0.955, Loss: 0.057 Epoch 30 Batch 146/538 - Train Accuracy: 0.949, Validation Accuracy: 0.958, Loss: 0.052 Epoch 30 Batch 147/538 - Train Accuracy: 0.958, Validation Accuracy: 0.950, Loss: 0.056 Epoch 30 Batch 148/538 - Train Accuracy: 0.937, Validation Accuracy: 0.949, Loss: 0.061 Epoch 30 Batch 149/538 - Train Accuracy: 0.952, Validation Accuracy: 0.949, Loss: 0.053 Epoch 30 Batch 150/538 - Train Accuracy: 0.970, Validation Accuracy: 0.949, Loss: 0.047 Epoch 30 Batch 151/538 - Train Accuracy: 0.944, Validation Accuracy: 0.947, Loss: 0.052 Epoch 30 Batch 152/538 - Train Accuracy: 0.948, Validation Accuracy: 0.949, Loss: 0.050 Epoch 30 Batch 153/538 - Train Accuracy: 0.942, Validation Accuracy: 0.951, Loss: 0.054 Epoch 30 Batch 154/538 - Train Accuracy: 0.947, Validation Accuracy: 0.952, Loss: 0.043 Epoch 30 Batch 155/538 - Train Accuracy: 0.941, Validation Accuracy: 0.955, Loss: 0.052 Epoch 30 Batch 156/538 - Train Accuracy: 0.956, Validation Accuracy: 0.957, Loss: 0.050 Epoch 30 Batch 157/538 - Train Accuracy: 0.955, Validation Accuracy: 0.958, Loss: 0.048 Epoch 30 Batch 158/538 - Train Accuracy: 0.961, Validation Accuracy: 0.955, Loss: 0.053 Epoch 30 Batch 159/538 - Train Accuracy: 0.951, Validation Accuracy: 0.953, Loss: 0.055 Epoch 30 Batch 160/538 - Train Accuracy: 0.928, Validation Accuracy: 0.954, Loss: 0.047 Epoch 30 Batch 161/538 - Train Accuracy: 0.943, Validation Accuracy: 0.949, Loss: 0.046 Epoch 30 Batch 162/538 - Train Accuracy: 0.963, Validation Accuracy: 0.948, Loss: 0.048 Epoch 30 Batch 163/538 - Train Accuracy: 0.949, Validation Accuracy: 0.952, Loss: 0.059 Epoch 30 Batch 164/538 - Train Accuracy: 0.934, Validation Accuracy: 0.952, Loss: 0.055 Epoch 30 Batch 165/538 - Train Accuracy: 0.955, Validation Accuracy: 0.952, Loss: 0.045 Epoch 30 Batch 166/538 - Train Accuracy: 0.960, Validation Accuracy: 0.959, Loss: 0.041 Epoch 30 Batch 167/538 - Train Accuracy: 0.939, Validation Accuracy: 0.963, Loss: 0.070 Epoch 30 Batch 168/538 - Train Accuracy: 0.926, Validation Accuracy: 0.960, Loss: 0.064 Epoch 30 Batch 169/538 - Train Accuracy: 0.960, Validation Accuracy: 0.960, Loss: 0.041 Epoch 30 Batch 170/538 - Train Accuracy: 0.957, Validation Accuracy: 0.958, Loss: 0.050 Epoch 30 Batch 171/538 - Train Accuracy: 0.935, Validation Accuracy: 0.956, Loss: 0.058 Epoch 30 Batch 172/538 - Train Accuracy: 0.952, Validation Accuracy: 0.953, Loss: 0.050 Epoch 30 Batch 173/538 - Train Accuracy: 0.965, Validation Accuracy: 0.953, Loss: 0.041 Epoch 30 Batch 174/538 - Train Accuracy: 0.941, Validation Accuracy: 0.949, Loss: 0.049 Epoch 30 Batch 175/538 - Train Accuracy: 0.953, Validation Accuracy: 0.949, Loss: 0.049 Epoch 30 Batch 176/538 - Train Accuracy: 0.946, Validation Accuracy: 0.948, Loss: 0.054 Epoch 30 Batch 177/538 - Train Accuracy: 0.958, Validation Accuracy: 0.952, Loss: 0.053 Epoch 30 Batch 178/538 - Train Accuracy: 0.943, Validation Accuracy: 0.949, Loss: 0.054 Epoch 30 Batch 179/538 - Train Accuracy: 0.964, Validation Accuracy: 0.951, Loss: 0.049 Epoch 30 Batch 180/538 - Train Accuracy: 0.947, Validation Accuracy: 0.951, Loss: 0.055 Epoch 30 Batch 181/538 - Train Accuracy: 0.941, Validation Accuracy: 0.952, Loss: 0.060 Epoch 30 Batch 182/538 - Train Accuracy: 0.954, Validation Accuracy: 0.956, Loss: 0.045 Epoch 30 Batch 183/538 - Train Accuracy: 0.962, Validation Accuracy: 0.952, Loss: 0.040 Epoch 30 Batch 184/538 - Train Accuracy: 0.955, Validation Accuracy: 0.953, Loss: 0.046 Epoch 30 Batch 185/538 - Train Accuracy: 0.969, Validation Accuracy: 0.951, Loss: 0.040 Epoch 30 Batch 186/538 - Train Accuracy: 0.937, Validation Accuracy: 0.951, Loss: 0.049 Epoch 30 Batch 187/538 - Train Accuracy: 0.957, Validation Accuracy: 0.955, Loss: 0.047 Epoch 30 Batch 188/538 - Train Accuracy: 0.942, Validation Accuracy: 0.951, Loss: 0.045 Epoch 30 Batch 189/538 - Train Accuracy: 0.951, Validation Accuracy: 0.954, Loss: 0.052 Epoch 30 Batch 190/538 - Train Accuracy: 0.935, Validation Accuracy: 0.953, Loss: 0.067 Epoch 30 Batch 191/538 - Train Accuracy: 0.948, Validation Accuracy: 0.954, Loss: 0.047 Epoch 30 Batch 192/538 - Train Accuracy: 0.959, Validation Accuracy: 0.951, Loss: 0.052 Epoch 30 Batch 193/538 - Train Accuracy: 0.949, Validation Accuracy: 0.947, Loss: 0.048 Epoch 30 Batch 194/538 - Train Accuracy: 0.923, Validation Accuracy: 0.947, Loss: 0.060 Epoch 30 Batch 195/538 - Train Accuracy: 0.961, Validation Accuracy: 0.947, Loss: 0.057 Epoch 30 Batch 196/538 - Train Accuracy: 0.948, Validation Accuracy: 0.947, Loss: 0.045 Epoch 30 Batch 197/538 - Train Accuracy: 0.961, Validation Accuracy: 0.945, Loss: 0.050 Epoch 30 Batch 198/538 - Train Accuracy: 0.955, Validation Accuracy: 0.945, Loss: 0.047 Epoch 30 Batch 199/538 - Train Accuracy: 0.936, Validation Accuracy: 0.947, Loss: 0.054 Epoch 30 Batch 200/538 - Train Accuracy: 0.954, Validation Accuracy: 0.952, Loss: 0.042 Epoch 30 Batch 201/538 - Train Accuracy: 0.955, Validation Accuracy: 0.951, Loss: 0.052 Epoch 30 Batch 202/538 - Train Accuracy: 0.956, Validation Accuracy: 0.947, Loss: 0.045 Epoch 30 Batch 203/538 - Train Accuracy: 0.953, Validation Accuracy: 0.945, Loss: 0.055 Epoch 30 Batch 204/538 - Train Accuracy: 0.948, Validation Accuracy: 0.945, Loss: 0.060 Epoch 30 Batch 205/538 - Train Accuracy: 0.949, Validation Accuracy: 0.944, Loss: 0.046 Epoch 30 Batch 206/538 - Train Accuracy: 0.958, Validation Accuracy: 0.951, Loss: 0.048 Epoch 30 Batch 207/538 - Train Accuracy: 0.957, Validation Accuracy: 0.949, Loss: 0.058 Epoch 30 Batch 208/538 - Train Accuracy: 0.953, Validation Accuracy: 0.944, Loss: 0.059 Epoch 30 Batch 209/538 - Train Accuracy: 0.955, Validation Accuracy: 0.941, Loss: 0.045 Epoch 30 Batch 210/538 - Train Accuracy: 0.938, Validation Accuracy: 0.939, Loss: 0.056 Epoch 30 Batch 211/538 - Train Accuracy: 0.950, Validation Accuracy: 0.939, Loss: 0.050 Epoch 30 Batch 212/538 - Train Accuracy: 0.942, Validation Accuracy: 0.943, Loss: 0.047 Epoch 30 Batch 213/538 - Train Accuracy: 0.960, Validation Accuracy: 0.945, Loss: 0.044 Epoch 30 Batch 214/538 - Train Accuracy: 0.955, Validation Accuracy: 0.944, Loss: 0.040 Epoch 30 Batch 215/538 - Train Accuracy: 0.950, Validation Accuracy: 0.947, Loss: 0.050 Epoch 30 Batch 216/538 - Train Accuracy: 0.949, Validation Accuracy: 0.952, Loss: 0.057 Epoch 30 Batch 217/538 - Train Accuracy: 0.952, Validation Accuracy: 0.955, Loss: 0.054 Epoch 30 Batch 218/538 - Train Accuracy: 0.950, Validation Accuracy: 0.956, Loss: 0.046 Epoch 30 Batch 219/538 - Train Accuracy: 0.941, Validation Accuracy: 0.952, Loss: 0.060 Epoch 30 Batch 220/538 - Train Accuracy: 0.936, Validation Accuracy: 0.952, Loss: 0.049 Epoch 30 Batch 221/538 - Train Accuracy: 0.955, Validation Accuracy: 0.954, Loss: 0.049 Epoch 30 Batch 222/538 - Train Accuracy: 0.947, Validation Accuracy: 0.953, Loss: 0.042 Epoch 30 Batch 223/538 - Train Accuracy: 0.946, Validation Accuracy: 0.949, Loss: 0.056 Epoch 30 Batch 224/538 - Train Accuracy: 0.946, Validation Accuracy: 0.948, Loss: 0.051 Epoch 30 Batch 225/538 - Train Accuracy: 0.957, Validation Accuracy: 0.951, Loss: 0.049 Epoch 30 Batch 226/538 - Train Accuracy: 0.954, Validation Accuracy: 0.957, Loss: 0.052 Epoch 30 Batch 227/538 - Train Accuracy: 0.947, Validation Accuracy: 0.962, Loss: 0.047 Epoch 30 Batch 228/538 - Train Accuracy: 0.946, Validation Accuracy: 0.962, Loss: 0.049 Epoch 30 Batch 229/538 - Train Accuracy: 0.950, Validation Accuracy: 0.964, Loss: 0.055 Epoch 30 Batch 230/538 - Train Accuracy: 0.931, Validation Accuracy: 0.957, Loss: 0.050 Epoch 30 Batch 231/538 - Train Accuracy: 0.957, Validation Accuracy: 0.953, Loss: 0.050 Epoch 30 Batch 232/538 - Train Accuracy: 0.952, Validation Accuracy: 0.951, Loss: 0.049 Epoch 30 Batch 233/538 - Train Accuracy: 0.953, Validation Accuracy: 0.949, Loss: 0.054 Epoch 30 Batch 234/538 - Train Accuracy: 0.961, Validation Accuracy: 0.947, Loss: 0.048 Epoch 30 Batch 235/538 - Train Accuracy: 0.955, Validation Accuracy: 0.944, Loss: 0.041 Epoch 30 Batch 236/538 - Train Accuracy: 0.943, Validation Accuracy: 0.945, Loss: 0.045 Epoch 30 Batch 237/538 - Train Accuracy: 0.954, Validation Accuracy: 0.943, Loss: 0.046 Epoch 30 Batch 238/538 - Train Accuracy: 0.966, Validation Accuracy: 0.948, Loss: 0.044 Epoch 30 Batch 239/538 - Train Accuracy: 0.950, Validation Accuracy: 0.948, Loss: 0.047 Epoch 30 Batch 240/538 - Train Accuracy: 0.946, Validation Accuracy: 0.948, Loss: 0.051 Epoch 30 Batch 241/538 - Train Accuracy: 0.929, Validation Accuracy: 0.945, Loss: 0.051 Epoch 30 Batch 242/538 - Train Accuracy: 0.956, Validation Accuracy: 0.952, Loss: 0.045 Epoch 30 Batch 243/538 - Train Accuracy: 0.947, Validation Accuracy: 0.950, Loss: 0.047 Epoch 30 Batch 244/538 - Train Accuracy: 0.942, Validation Accuracy: 0.954, Loss: 0.044 Epoch 30 Batch 245/538 - Train Accuracy: 0.946, Validation Accuracy: 0.955, Loss: 0.060 Epoch 30 Batch 246/538 - Train Accuracy: 0.952, Validation Accuracy: 0.958, Loss: 0.043 Epoch 30 Batch 247/538 - Train Accuracy: 0.952, Validation Accuracy: 0.947, Loss: 0.046 Epoch 30 Batch 248/538 - Train Accuracy: 0.938, Validation Accuracy: 0.943, Loss: 0.049 Epoch 30 Batch 249/538 - Train Accuracy: 0.959, Validation Accuracy: 0.944, Loss: 0.043 Epoch 30 Batch 250/538 - Train Accuracy: 0.942, Validation Accuracy: 0.945, Loss: 0.049 Epoch 30 Batch 251/538 - Train Accuracy: 0.954, Validation Accuracy: 0.949, Loss: 0.039 Epoch 30 Batch 252/538 - Train Accuracy: 0.956, Validation Accuracy: 0.955, Loss: 0.048 Epoch 30 Batch 253/538 - Train Accuracy: 0.940, Validation Accuracy: 0.963, Loss: 0.049 Epoch 30 Batch 254/538 - Train Accuracy: 0.943, Validation Accuracy: 0.966, Loss: 0.057 Epoch 30 Batch 255/538 - Train Accuracy: 0.955, Validation Accuracy: 0.958, Loss: 0.049 Epoch 30 Batch 256/538 - Train Accuracy: 0.937, Validation Accuracy: 0.961, Loss: 0.049 Epoch 30 Batch 257/538 - Train Accuracy: 0.953, Validation Accuracy: 0.964, Loss: 0.055 Epoch 30 Batch 258/538 - Train Accuracy: 0.960, Validation Accuracy: 0.960, Loss: 0.047 Epoch 30 Batch 259/538 - Train Accuracy: 0.974, Validation Accuracy: 0.958, Loss: 0.050 Epoch 30 Batch 260/538 - Train Accuracy: 0.918, Validation Accuracy: 0.939, Loss: 0.057 Epoch 30 Batch 261/538 - Train Accuracy: 0.944, Validation Accuracy: 0.937, Loss: 0.058 Epoch 30 Batch 262/538 - Train Accuracy: 0.943, Validation Accuracy: 0.943, Loss: 0.053 Epoch 30 Batch 263/538 - Train Accuracy: 0.936, Validation Accuracy: 0.945, Loss: 0.051 Epoch 30 Batch 264/538 - Train Accuracy: 0.941, Validation Accuracy: 0.957, Loss: 0.054 Epoch 30 Batch 265/538 - Train Accuracy: 0.932, Validation Accuracy: 0.959, Loss: 0.060 Epoch 30 Batch 266/538 - Train Accuracy: 0.936, Validation Accuracy: 0.961, Loss: 0.061 Epoch 30 Batch 267/538 - Train Accuracy: 0.942, Validation Accuracy: 0.961, Loss: 0.044 Epoch 30 Batch 268/538 - Train Accuracy: 0.948, Validation Accuracy: 0.960, Loss: 0.038 Epoch 30 Batch 269/538 - Train Accuracy: 0.948, Validation Accuracy: 0.960, Loss: 0.054 Epoch 30 Batch 270/538 - Train Accuracy: 0.944, Validation Accuracy: 0.960, Loss: 0.047 Epoch 30 Batch 271/538 - Train Accuracy: 0.947, Validation Accuracy: 0.956, Loss: 0.037 Epoch 30 Batch 272/538 - Train Accuracy: 0.949, Validation Accuracy: 0.952, Loss: 0.051 Epoch 30 Batch 273/538 - Train Accuracy: 0.946, Validation Accuracy: 0.950, Loss: 0.050 Epoch 30 Batch 274/538 - Train Accuracy: 0.925, Validation Accuracy: 0.947, Loss: 0.062 Epoch 30 Batch 275/538 - Train Accuracy: 0.945, Validation Accuracy: 0.941, Loss: 0.062 Epoch 30 Batch 276/538 - Train Accuracy: 0.926, Validation Accuracy: 0.941, Loss: 0.060 Epoch 30 Batch 277/538 - Train Accuracy: 0.951, Validation Accuracy: 0.944, Loss: 0.044 Epoch 30 Batch 278/538 - Train Accuracy: 0.950, Validation Accuracy: 0.952, Loss: 0.047 Epoch 30 Batch 279/538 - Train Accuracy: 0.946, Validation Accuracy: 0.958, Loss: 0.050 Epoch 30 Batch 280/538 - Train Accuracy: 0.959, Validation Accuracy: 0.954, Loss: 0.048 Epoch 30 Batch 281/538 - Train Accuracy: 0.941, Validation Accuracy: 0.959, Loss: 0.055 Epoch 30 Batch 282/538 - Train Accuracy: 0.945, Validation Accuracy: 0.959, Loss: 0.052 Epoch 30 Batch 283/538 - Train Accuracy: 0.960, Validation Accuracy: 0.960, Loss: 0.049 Epoch 30 Batch 284/538 - Train Accuracy: 0.945, Validation Accuracy: 0.958, Loss: 0.057 Epoch 30 Batch 285/538 - Train Accuracy: 0.946, Validation Accuracy: 0.957, Loss: 0.058 Epoch 30 Batch 286/538 - Train Accuracy: 0.936, Validation Accuracy: 0.955, Loss: 0.054 Epoch 30 Batch 287/538 - Train Accuracy: 0.954, Validation Accuracy: 0.954, Loss: 0.043 Epoch 30 Batch 288/538 - Train Accuracy: 0.953, Validation Accuracy: 0.950, Loss: 0.049 Epoch 30 Batch 289/538 - Train Accuracy: 0.957, Validation Accuracy: 0.949, Loss: 0.042 Epoch 30 Batch 290/538 - Train Accuracy: 0.963, Validation Accuracy: 0.954, Loss: 0.044 Epoch 30 Batch 291/538 - Train Accuracy: 0.953, Validation Accuracy: 0.955, Loss: 0.053 Epoch 30 Batch 292/538 - Train Accuracy: 0.957, Validation Accuracy: 0.953, Loss: 0.039 Epoch 30 Batch 293/538 - Train Accuracy: 0.941, Validation Accuracy: 0.953, Loss: 0.050 Epoch 30 Batch 294/538 - Train Accuracy: 0.951, Validation Accuracy: 0.954, Loss: 0.047 Epoch 30 Batch 295/538 - Train Accuracy: 0.961, Validation Accuracy: 0.950, Loss: 0.044 Epoch 30 Batch 296/538 - Train Accuracy: 0.944, Validation Accuracy: 0.951, Loss: 0.057 Epoch 30 Batch 297/538 - Train Accuracy: 0.960, Validation Accuracy: 0.945, Loss: 0.052 Epoch 30 Batch 298/538 - Train Accuracy: 0.948, Validation Accuracy: 0.944, Loss: 0.047 Epoch 30 Batch 299/538 - Train Accuracy: 0.945, Validation Accuracy: 0.947, Loss: 0.056 Epoch 30 Batch 300/538 - Train Accuracy: 0.950, Validation Accuracy: 0.941, Loss: 0.053 Epoch 30 Batch 301/538 - Train Accuracy: 0.953, Validation Accuracy: 0.938, Loss: 0.062 Epoch 30 Batch 302/538 - Train Accuracy: 0.956, Validation Accuracy: 0.940, Loss: 0.051 Epoch 30 Batch 303/538 - Train Accuracy: 0.962, Validation Accuracy: 0.944, Loss: 0.048 Epoch 30 Batch 304/538 - Train Accuracy: 0.946, Validation Accuracy: 0.951, Loss: 0.055 Epoch 30 Batch 305/538 - Train Accuracy: 0.956, Validation Accuracy: 0.946, Loss: 0.043 Epoch 30 Batch 306/538 - Train Accuracy: 0.955, Validation Accuracy: 0.946, Loss: 0.048 Epoch 30 Batch 307/538 - Train Accuracy: 0.961, Validation Accuracy: 0.947, Loss: 0.052 Epoch 30 Batch 308/538 - Train Accuracy: 0.960, Validation Accuracy: 0.949, Loss: 0.047 Epoch 30 Batch 309/538 - Train Accuracy: 0.948, Validation Accuracy: 0.949, Loss: 0.038 Epoch 30 Batch 310/538 - Train Accuracy: 0.966, Validation Accuracy: 0.949, Loss: 0.054 Epoch 30 Batch 311/538 - Train Accuracy: 0.951, Validation Accuracy: 0.949, Loss: 0.054 Epoch 30 Batch 312/538 - Train Accuracy: 0.949, Validation Accuracy: 0.949, Loss: 0.043 Epoch 30 Batch 313/538 - Train Accuracy: 0.944, Validation Accuracy: 0.945, Loss: 0.054 Epoch 30 Batch 314/538 - Train Accuracy: 0.958, Validation Accuracy: 0.947, Loss: 0.051 Epoch 30 Batch 315/538 - Train Accuracy: 0.961, Validation Accuracy: 0.950, Loss: 0.043 Epoch 30 Batch 316/538 - Train Accuracy: 0.942, Validation Accuracy: 0.945, Loss: 0.041 Epoch 30 Batch 317/538 - Train Accuracy: 0.941, Validation Accuracy: 0.947, Loss: 0.048 Epoch 30 Batch 318/538 - Train Accuracy: 0.945, Validation Accuracy: 0.944, Loss: 0.047 Epoch 30 Batch 319/538 - Train Accuracy: 0.949, Validation Accuracy: 0.947, Loss: 0.050 Epoch 30 Batch 320/538 - Train Accuracy: 0.955, Validation Accuracy: 0.949, Loss: 0.046 Epoch 30 Batch 321/538 - Train Accuracy: 0.944, Validation Accuracy: 0.951, Loss: 0.044 Epoch 30 Batch 322/538 - Train Accuracy: 0.964, Validation Accuracy: 0.953, Loss: 0.048 Epoch 30 Batch 323/538 - Train Accuracy: 0.958, Validation Accuracy: 0.950, Loss: 0.042 Epoch 30 Batch 324/538 - Train Accuracy: 0.962, Validation Accuracy: 0.953, Loss: 0.050 Epoch 30 Batch 325/538 - Train Accuracy: 0.955, Validation Accuracy: 0.950, Loss: 0.047 Epoch 30 Batch 326/538 - Train Accuracy: 0.955, Validation Accuracy: 0.950, Loss: 0.042 Epoch 30 Batch 327/538 - Train Accuracy: 0.946, Validation Accuracy: 0.952, Loss: 0.054 Epoch 30 Batch 328/538 - Train Accuracy: 0.964, Validation Accuracy: 0.958, Loss: 0.040 Epoch 30 Batch 329/538 - Train Accuracy: 0.955, Validation Accuracy: 0.961, Loss: 0.053 Epoch 30 Batch 330/538 - Train Accuracy: 0.961, Validation Accuracy: 0.958, Loss: 0.043 Epoch 30 Batch 331/538 - Train Accuracy: 0.950, Validation Accuracy: 0.960, Loss: 0.049 Epoch 30 Batch 332/538 - Train Accuracy: 0.950, Validation Accuracy: 0.959, Loss: 0.050 Epoch 30 Batch 333/538 - Train Accuracy: 0.956, Validation Accuracy: 0.959, Loss: 0.052 Epoch 30 Batch 334/538 - Train Accuracy: 0.952, Validation Accuracy: 0.960, Loss: 0.047 Epoch 30 Batch 335/538 - Train Accuracy: 0.950, Validation Accuracy: 0.962, Loss: 0.047 Epoch 30 Batch 336/538 - Train Accuracy: 0.945, Validation Accuracy: 0.965, Loss: 0.045 Epoch 30 Batch 337/538 - Train Accuracy: 0.953, Validation Accuracy: 0.966, Loss: 0.046 Epoch 30 Batch 338/538 - Train Accuracy: 0.958, Validation Accuracy: 0.966, Loss: 0.049 Epoch 30 Batch 339/538 - Train Accuracy: 0.942, Validation Accuracy: 0.964, Loss: 0.046 Epoch 30 Batch 340/538 - Train Accuracy: 0.939, Validation Accuracy: 0.960, Loss: 0.052 Epoch 30 Batch 341/538 - Train Accuracy: 0.951, Validation Accuracy: 0.959, Loss: 0.045 Epoch 30 Batch 342/538 - Train Accuracy: 0.953, Validation Accuracy: 0.963, Loss: 0.057 Epoch 30 Batch 343/538 - Train Accuracy: 0.960, Validation Accuracy: 0.960, Loss: 0.051 Epoch 30 Batch 344/538 - Train Accuracy: 0.956, Validation Accuracy: 0.957, Loss: 0.040 Epoch 30 Batch 345/538 - Train Accuracy: 0.946, Validation Accuracy: 0.958, Loss: 0.049 Epoch 30 Batch 346/538 - Train Accuracy: 0.956, Validation Accuracy: 0.952, Loss: 0.051 Epoch 30 Batch 347/538 - Train Accuracy: 0.971, Validation Accuracy: 0.952, Loss: 0.041 Epoch 30 Batch 348/538 - Train Accuracy: 0.948, Validation Accuracy: 0.949, Loss: 0.045 Epoch 30 Batch 349/538 - Train Accuracy: 0.946, Validation Accuracy: 0.952, Loss: 0.045 Epoch 30 Batch 350/538 - Train Accuracy: 0.953, Validation Accuracy: 0.952, Loss: 0.066 Epoch 30 Batch 351/538 - Train Accuracy: 0.945, Validation Accuracy: 0.957, Loss: 0.053 Epoch 30 Batch 352/538 - Train Accuracy: 0.944, Validation Accuracy: 0.955, Loss: 0.061 Epoch 30 Batch 353/538 - Train Accuracy: 0.939, Validation Accuracy: 0.957, Loss: 0.059 Epoch 30 Batch 354/538 - Train Accuracy: 0.934, Validation Accuracy: 0.957, Loss: 0.045 Epoch 30 Batch 355/538 - Train Accuracy: 0.952, Validation Accuracy: 0.955, Loss: 0.052 Epoch 30 Batch 356/538 - Train Accuracy: 0.959, Validation Accuracy: 0.954, Loss: 0.047 Epoch 30 Batch 357/538 - Train Accuracy: 0.959, Validation Accuracy: 0.952, Loss: 0.044 Epoch 30 Batch 358/538 - Train Accuracy: 0.961, Validation Accuracy: 0.950, Loss: 0.047 Epoch 30 Batch 359/538 - Train Accuracy: 0.956, Validation Accuracy: 0.951, Loss: 0.052 Epoch 30 Batch 360/538 - Train Accuracy: 0.950, Validation Accuracy: 0.953, Loss: 0.044 Epoch 30 Batch 361/538 - Train Accuracy: 0.957, Validation Accuracy: 0.957, Loss: 0.045 Epoch 30 Batch 362/538 - Train Accuracy: 0.958, Validation Accuracy: 0.954, Loss: 0.039 Epoch 30 Batch 363/538 - Train Accuracy: 0.941, Validation Accuracy: 0.950, Loss: 0.055 Epoch 30 Batch 364/538 - Train Accuracy: 0.945, Validation Accuracy: 0.948, Loss: 0.063 Epoch 30 Batch 365/538 - Train Accuracy: 0.948, Validation Accuracy: 0.944, Loss: 0.044 Epoch 30 Batch 366/538 - Train Accuracy: 0.951, Validation Accuracy: 0.948, Loss: 0.049 Epoch 30 Batch 367/538 - Train Accuracy: 0.957, Validation Accuracy: 0.951, Loss: 0.047 Epoch 30 Batch 368/538 - Train Accuracy: 0.958, Validation Accuracy: 0.952, Loss: 0.042 Epoch 30 Batch 369/538 - Train Accuracy: 0.955, Validation Accuracy: 0.954, Loss: 0.039 Epoch 30 Batch 370/538 - Train Accuracy: 0.940, Validation Accuracy: 0.950, Loss: 0.054 Epoch 30 Batch 371/538 - Train Accuracy: 0.961, Validation Accuracy: 0.948, Loss: 0.051 Epoch 30 Batch 372/538 - Train Accuracy: 0.958, Validation Accuracy: 0.950, Loss: 0.047 Epoch 30 Batch 373/538 - Train Accuracy: 0.942, Validation Accuracy: 0.952, Loss: 0.043 Epoch 30 Batch 374/538 - Train Accuracy: 0.955, Validation Accuracy: 0.952, Loss: 0.041 Epoch 30 Batch 375/538 - Train Accuracy: 0.951, Validation Accuracy: 0.949, Loss: 0.043 Epoch 30 Batch 376/538 - Train Accuracy: 0.950, Validation Accuracy: 0.949, Loss: 0.050 Epoch 30 Batch 377/538 - Train Accuracy: 0.955, Validation Accuracy: 0.949, Loss: 0.055 Epoch 30 Batch 378/538 - Train Accuracy: 0.944, Validation Accuracy: 0.951, Loss: 0.045 Epoch 30 Batch 379/538 - Train Accuracy: 0.945, Validation Accuracy: 0.950, Loss: 0.048 Epoch 30 Batch 380/538 - Train Accuracy: 0.965, Validation Accuracy: 0.949, Loss: 0.045 Epoch 30 Batch 381/538 - Train Accuracy: 0.966, Validation Accuracy: 0.945, Loss: 0.045 Epoch 30 Batch 382/538 - Train Accuracy: 0.939, Validation Accuracy: 0.945, Loss: 0.057 Epoch 30 Batch 383/538 - Train Accuracy: 0.943, Validation Accuracy: 0.952, Loss: 0.047 Epoch 30 Batch 384/538 - Train Accuracy: 0.942, Validation Accuracy: 0.949, Loss: 0.046 Epoch 30 Batch 385/538 - Train Accuracy: 0.943, Validation Accuracy: 0.957, Loss: 0.049 Epoch 30 Batch 386/538 - Train Accuracy: 0.960, Validation Accuracy: 0.955, Loss: 0.048 Epoch 30 Batch 387/538 - Train Accuracy: 0.951, Validation Accuracy: 0.955, Loss: 0.051 Epoch 30 Batch 388/538 - Train Accuracy: 0.944, Validation Accuracy: 0.956, Loss: 0.044 Epoch 30 Batch 389/538 - Train Accuracy: 0.947, Validation Accuracy: 0.957, Loss: 0.058 Epoch 30 Batch 390/538 - Train Accuracy: 0.957, Validation Accuracy: 0.957, Loss: 0.046 Epoch 30 Batch 391/538 - Train Accuracy: 0.958, Validation Accuracy: 0.954, Loss: 0.040 Epoch 30 Batch 392/538 - Train Accuracy: 0.954, Validation Accuracy: 0.949, Loss: 0.045 Epoch 30 Batch 393/538 - Train Accuracy: 0.956, Validation Accuracy: 0.944, Loss: 0.048 Epoch 30 Batch 394/538 - Train Accuracy: 0.932, Validation Accuracy: 0.945, Loss: 0.055 Epoch 30 Batch 395/538 - Train Accuracy: 0.935, Validation Accuracy: 0.949, Loss: 0.059 Epoch 30 Batch 396/538 - Train Accuracy: 0.947, Validation Accuracy: 0.956, Loss: 0.042 Epoch 30 Batch 397/538 - Train Accuracy: 0.957, Validation Accuracy: 0.959, Loss: 0.049 Epoch 30 Batch 398/538 - Train Accuracy: 0.948, Validation Accuracy: 0.957, Loss: 0.046 Epoch 30 Batch 399/538 - Train Accuracy: 0.947, Validation Accuracy: 0.957, Loss: 0.056 Epoch 30 Batch 400/538 - Train Accuracy: 0.958, Validation Accuracy: 0.957, Loss: 0.044 Epoch 30 Batch 401/538 - Train Accuracy: 0.963, Validation Accuracy: 0.957, Loss: 0.046 Epoch 30 Batch 402/538 - Train Accuracy: 0.947, Validation Accuracy: 0.950, Loss: 0.044 Epoch 30 Batch 403/538 - Train Accuracy: 0.956, Validation Accuracy: 0.947, Loss: 0.052 Epoch 30 Batch 404/538 - Train Accuracy: 0.962, Validation Accuracy: 0.947, Loss: 0.051 Epoch 30 Batch 405/538 - Train Accuracy: 0.953, Validation Accuracy: 0.949, Loss: 0.042 Epoch 30 Batch 406/538 - Train Accuracy: 0.947, Validation Accuracy: 0.949, Loss: 0.048 Epoch 30 Batch 407/538 - Train Accuracy: 0.957, Validation Accuracy: 0.946, Loss: 0.049 Epoch 30 Batch 408/538 - Train Accuracy: 0.938, Validation Accuracy: 0.949, Loss: 0.059 Epoch 30 Batch 409/538 - Train Accuracy: 0.950, Validation Accuracy: 0.948, Loss: 0.051 Epoch 30 Batch 410/538 - Train Accuracy: 0.957, Validation Accuracy: 0.951, Loss: 0.048 Epoch 30 Batch 411/538 - Train Accuracy: 0.952, Validation Accuracy: 0.951, Loss: 0.049 Epoch 30 Batch 412/538 - Train Accuracy: 0.948, Validation Accuracy: 0.949, Loss: 0.038 Epoch 30 Batch 413/538 - Train Accuracy: 0.955, Validation Accuracy: 0.952, Loss: 0.044 Epoch 30 Batch 414/538 - Train Accuracy: 0.936, Validation Accuracy: 0.952, Loss: 0.057 Epoch 30 Batch 415/538 - Train Accuracy: 0.939, Validation Accuracy: 0.957, Loss: 0.045 Epoch 30 Batch 416/538 - Train Accuracy: 0.964, Validation Accuracy: 0.955, Loss: 0.050 Epoch 30 Batch 417/538 - Train Accuracy: 0.955, Validation Accuracy: 0.959, Loss: 0.048 Epoch 30 Batch 418/538 - Train Accuracy: 0.952, Validation Accuracy: 0.959, Loss: 0.046 Epoch 30 Batch 419/538 - Train Accuracy: 0.957, Validation Accuracy: 0.958, Loss: 0.042 Epoch 30 Batch 420/538 - Train Accuracy: 0.953, Validation Accuracy: 0.958, Loss: 0.048 Epoch 30 Batch 421/538 - Train Accuracy: 0.956, Validation Accuracy: 0.953, Loss: 0.048 Epoch 30 Batch 422/538 - Train Accuracy: 0.946, Validation Accuracy: 0.954, Loss: 0.054 Epoch 30 Batch 423/538 - Train Accuracy: 0.961, Validation Accuracy: 0.950, Loss: 0.045 Epoch 30 Batch 424/538 - Train Accuracy: 0.949, Validation Accuracy: 0.951, Loss: 0.049 Epoch 30 Batch 425/538 - Train Accuracy: 0.941, Validation Accuracy: 0.954, Loss: 0.064 Epoch 30 Batch 426/538 - Train Accuracy: 0.962, Validation Accuracy: 0.953, Loss: 0.055 Epoch 30 Batch 427/538 - Train Accuracy: 0.945, Validation Accuracy: 0.953, Loss: 0.050 Epoch 30 Batch 428/538 - Train Accuracy: 0.953, Validation Accuracy: 0.955, Loss: 0.040 Epoch 30 Batch 429/538 - Train Accuracy: 0.964, Validation Accuracy: 0.952, Loss: 0.053 Epoch 30 Batch 430/538 - Train Accuracy: 0.934, Validation Accuracy: 0.950, Loss: 0.047 Epoch 30 Batch 431/538 - Train Accuracy: 0.949, Validation Accuracy: 0.949, Loss: 0.038 Epoch 30 Batch 432/538 - Train Accuracy: 0.950, Validation Accuracy: 0.949, Loss: 0.049 Epoch 30 Batch 433/538 - Train Accuracy: 0.942, Validation Accuracy: 0.949, Loss: 0.066 Epoch 30 Batch 434/538 - Train Accuracy: 0.954, Validation Accuracy: 0.953, Loss: 0.047 Epoch 30 Batch 435/538 - Train Accuracy: 0.952, Validation Accuracy: 0.950, Loss: 0.051 Epoch 30 Batch 436/538 - Train Accuracy: 0.944, Validation Accuracy: 0.951, Loss: 0.052 Epoch 30 Batch 437/538 - Train Accuracy: 0.960, Validation Accuracy: 0.951, Loss: 0.045 Epoch 30 Batch 438/538 - Train Accuracy: 0.967, Validation Accuracy: 0.948, Loss: 0.041 Epoch 30 Batch 439/538 - Train Accuracy: 0.962, Validation Accuracy: 0.947, Loss: 0.046 Epoch 30 Batch 440/538 - Train Accuracy: 0.951, Validation Accuracy: 0.948, Loss: 0.047 Epoch 30 Batch 441/538 - Train Accuracy: 0.937, Validation Accuracy: 0.950, Loss: 0.059 Epoch 30 Batch 442/538 - Train Accuracy: 0.958, Validation Accuracy: 0.953, Loss: 0.039 Epoch 30 Batch 443/538 - Train Accuracy: 0.941, Validation Accuracy: 0.960, Loss: 0.051 Epoch 30 Batch 444/538 - Train Accuracy: 0.958, Validation Accuracy: 0.957, Loss: 0.049 Epoch 30 Batch 445/538 - Train Accuracy: 0.954, Validation Accuracy: 0.957, Loss: 0.041 Epoch 30 Batch 446/538 - Train Accuracy: 0.956, Validation Accuracy: 0.955, Loss: 0.044 Epoch 30 Batch 447/538 - Train Accuracy: 0.948, Validation Accuracy: 0.952, Loss: 0.044 Epoch 30 Batch 448/538 - Train Accuracy: 0.947, Validation Accuracy: 0.952, Loss: 0.044 Epoch 30 Batch 449/538 - Train Accuracy: 0.955, Validation Accuracy: 0.954, Loss: 0.052 Epoch 30 Batch 450/538 - Train Accuracy: 0.943, Validation Accuracy: 0.955, Loss: 0.062 Epoch 30 Batch 451/538 - Train Accuracy: 0.941, Validation Accuracy: 0.952, Loss: 0.048 Epoch 30 Batch 452/538 - Train Accuracy: 0.960, Validation Accuracy: 0.955, Loss: 0.042 Epoch 30 Batch 453/538 - Train Accuracy: 0.953, Validation Accuracy: 0.957, Loss: 0.050 Epoch 30 Batch 454/538 - Train Accuracy: 0.956, Validation Accuracy: 0.952, Loss: 0.058 Epoch 30 Batch 455/538 - Train Accuracy: 0.958, Validation Accuracy: 0.950, Loss: 0.050 Epoch 30 Batch 456/538 - Train Accuracy: 0.950, Validation Accuracy: 0.950, Loss: 0.083 Epoch 30 Batch 457/538 - Train Accuracy: 0.949, Validation Accuracy: 0.940, Loss: 0.047 Epoch 30 Batch 458/538 - Train Accuracy: 0.957, Validation Accuracy: 0.943, Loss: 0.049 Epoch 30 Batch 459/538 - Train Accuracy: 0.970, Validation Accuracy: 0.950, Loss: 0.044 Epoch 30 Batch 460/538 - Train Accuracy: 0.945, Validation Accuracy: 0.952, Loss: 0.057 Epoch 30 Batch 461/538 - Train Accuracy: 0.968, Validation Accuracy: 0.952, Loss: 0.052 Epoch 30 Batch 462/538 - Train Accuracy: 0.938, Validation Accuracy: 0.954, Loss: 0.051 Epoch 30 Batch 463/538 - Train Accuracy: 0.929, Validation Accuracy: 0.952, Loss: 0.056 Epoch 30 Batch 464/538 - Train Accuracy: 0.957, Validation Accuracy: 0.949, Loss: 0.041 Epoch 30 Batch 465/538 - Train Accuracy: 0.954, Validation Accuracy: 0.949, Loss: 0.048 Epoch 30 Batch 466/538 - Train Accuracy: 0.939, Validation Accuracy: 0.957, Loss: 0.040 Epoch 30 Batch 467/538 - Train Accuracy: 0.959, Validation Accuracy: 0.957, Loss: 0.051 Epoch 30 Batch 468/538 - Train Accuracy: 0.964, Validation Accuracy: 0.954, Loss: 0.059 Epoch 30 Batch 469/538 - Train Accuracy: 0.945, Validation Accuracy: 0.956, Loss: 0.055 Epoch 30 Batch 470/538 - Train Accuracy: 0.952, Validation Accuracy: 0.956, Loss: 0.041 Epoch 30 Batch 471/538 - Train Accuracy: 0.966, Validation Accuracy: 0.951, Loss: 0.043 Epoch 30 Batch 472/538 - Train Accuracy: 0.979, Validation Accuracy: 0.951, Loss: 0.040 Epoch 30 Batch 473/538 - Train Accuracy: 0.940, Validation Accuracy: 0.956, Loss: 0.051 Epoch 30 Batch 474/538 - Train Accuracy: 0.950, Validation Accuracy: 0.952, Loss: 0.044 Epoch 30 Batch 475/538 - Train Accuracy: 0.948, Validation Accuracy: 0.950, Loss: 0.050 Epoch 30 Batch 476/538 - Train Accuracy: 0.968, Validation Accuracy: 0.947, Loss: 0.046 Epoch 30 Batch 477/538 - Train Accuracy: 0.956, Validation Accuracy: 0.952, Loss: 0.055 Epoch 30 Batch 478/538 - Train Accuracy: 0.961, Validation Accuracy: 0.956, Loss: 0.042 Epoch 30 Batch 479/538 - Train Accuracy: 0.963, Validation Accuracy: 0.958, Loss: 0.048 Epoch 30 Batch 480/538 - Train Accuracy: 0.953, Validation Accuracy: 0.956, Loss: 0.047 Epoch 30 Batch 481/538 - Train Accuracy: 0.958, Validation Accuracy: 0.952, Loss: 0.053 Epoch 30 Batch 482/538 - Train Accuracy: 0.940, Validation Accuracy: 0.953, Loss: 0.042 Epoch 30 Batch 483/538 - Train Accuracy: 0.933, Validation Accuracy: 0.955, Loss: 0.054 Epoch 30 Batch 484/538 - Train Accuracy: 0.936, Validation Accuracy: 0.960, Loss: 0.055 Epoch 30 Batch 485/538 - Train Accuracy: 0.948, Validation Accuracy: 0.960, Loss: 0.058 Epoch 30 Batch 486/538 - Train Accuracy: 0.958, Validation Accuracy: 0.958, Loss: 0.043 Epoch 30 Batch 487/538 - Train Accuracy: 0.959, Validation Accuracy: 0.958, Loss: 0.045 Epoch 30 Batch 488/538 - Train Accuracy: 0.966, Validation Accuracy: 0.959, Loss: 0.037 Epoch 30 Batch 489/538 - Train Accuracy: 0.947, Validation Accuracy: 0.956, Loss: 0.049 Epoch 30 Batch 490/538 - Train Accuracy: 0.945, Validation Accuracy: 0.955, Loss: 0.055 Epoch 30 Batch 491/538 - Train Accuracy: 0.932, Validation Accuracy: 0.960, Loss: 0.053 Epoch 30 Batch 492/538 - Train Accuracy: 0.944, Validation Accuracy: 0.960, Loss: 0.040 Epoch 30 Batch 493/538 - Train Accuracy: 0.940, Validation Accuracy: 0.960, Loss: 0.052 Epoch 30 Batch 494/538 - Train Accuracy: 0.962, Validation Accuracy: 0.956, Loss: 0.058 Epoch 30 Batch 495/538 - Train Accuracy: 0.960, Validation Accuracy: 0.957, Loss: 0.057 Epoch 30 Batch 496/538 - Train Accuracy: 0.953, Validation Accuracy: 0.959, Loss: 0.044 Epoch 30 Batch 497/538 - Train Accuracy: 0.954, Validation Accuracy: 0.957, Loss: 0.049 Epoch 30 Batch 498/538 - Train Accuracy: 0.943, Validation Accuracy: 0.956, Loss: 0.044 Epoch 30 Batch 499/538 - Train Accuracy: 0.951, Validation Accuracy: 0.956, Loss: 0.049 Epoch 30 Batch 500/538 - Train Accuracy: 0.967, Validation Accuracy: 0.950, Loss: 0.037 Epoch 30 Batch 501/538 - Train Accuracy: 0.961, Validation Accuracy: 0.945, Loss: 0.049 Epoch 30 Batch 502/538 - Train Accuracy: 0.939, Validation Accuracy: 0.941, Loss: 0.047 Epoch 30 Batch 503/538 - Train Accuracy: 0.960, Validation Accuracy: 0.939, Loss: 0.048 Epoch 30 Batch 504/538 - Train Accuracy: 0.968, Validation Accuracy: 0.932, Loss: 0.042 Epoch 30 Batch 505/538 - Train Accuracy: 0.957, Validation Accuracy: 0.937, Loss: 0.038 Epoch 30 Batch 506/538 - Train Accuracy: 0.954, Validation Accuracy: 0.944, Loss: 0.041 Epoch 30 Batch 507/538 - Train Accuracy: 0.937, Validation Accuracy: 0.949, Loss: 0.052 Epoch 30 Batch 508/538 - Train Accuracy: 0.952, Validation Accuracy: 0.954, Loss: 0.045 Epoch 30 Batch 509/538 - Train Accuracy: 0.949, Validation Accuracy: 0.956, Loss: 0.050 Epoch 30 Batch 510/538 - Train Accuracy: 0.949, Validation Accuracy: 0.956, Loss: 0.043 Epoch 30 Batch 511/538 - Train Accuracy: 0.944, Validation Accuracy: 0.956, Loss: 0.049 Epoch 30 Batch 512/538 - Train Accuracy: 0.945, Validation Accuracy: 0.951, Loss: 0.055 Epoch 30 Batch 513/538 - Train Accuracy: 0.948, Validation Accuracy: 0.943, Loss: 0.044 Epoch 30 Batch 514/538 - Train Accuracy: 0.961, Validation Accuracy: 0.938, Loss: 0.040 Epoch 30 Batch 515/538 - Train Accuracy: 0.945, Validation Accuracy: 0.938, Loss: 0.058 Epoch 30 Batch 516/538 - Train Accuracy: 0.946, Validation Accuracy: 0.946, Loss: 0.046 Epoch 30 Batch 517/538 - Train Accuracy: 0.962, Validation Accuracy: 0.946, Loss: 0.042 Epoch 30 Batch 518/538 - Train Accuracy: 0.936, Validation Accuracy: 0.946, Loss: 0.050 Epoch 30 Batch 519/538 - Train Accuracy: 0.961, Validation Accuracy: 0.956, Loss: 0.047 Epoch 30 Batch 520/538 - Train Accuracy: 0.950, Validation Accuracy: 0.959, Loss: 0.055 Epoch 30 Batch 521/538 - Train Accuracy: 0.948, Validation Accuracy: 0.958, Loss: 0.056 Epoch 30 Batch 522/538 - Train Accuracy: 0.942, Validation Accuracy: 0.958, Loss: 0.045 Epoch 30 Batch 523/538 - Train Accuracy: 0.952, Validation Accuracy: 0.956, Loss: 0.052 Epoch 30 Batch 524/538 - Train Accuracy: 0.946, Validation Accuracy: 0.955, Loss: 0.042 Epoch 30 Batch 525/538 - Train Accuracy: 0.959, Validation Accuracy: 0.955, Loss: 0.050 Epoch 30 Batch 526/538 - Train Accuracy: 0.948, Validation Accuracy: 0.954, Loss: 0.044 Epoch 30 Batch 527/538 - Train Accuracy: 0.946, Validation Accuracy: 0.956, Loss: 0.054 Epoch 30 Batch 528/538 - Train Accuracy: 0.949, Validation Accuracy: 0.959, Loss: 0.057 Epoch 30 Batch 529/538 - Train Accuracy: 0.933, Validation Accuracy: 0.961, Loss: 0.052 Epoch 30 Batch 530/538 - Train Accuracy: 0.953, Validation Accuracy: 0.957, Loss: 0.054 Epoch 30 Batch 531/538 - Train Accuracy: 0.953, Validation Accuracy: 0.959, Loss: 0.052 Epoch 30 Batch 532/538 - Train Accuracy: 0.944, Validation Accuracy: 0.962, Loss: 0.042 Epoch 30 Batch 533/538 - Train Accuracy: 0.952, Validation Accuracy: 0.963, Loss: 0.050 Epoch 30 Batch 534/538 - Train Accuracy: 0.949, Validation Accuracy: 0.961, Loss: 0.043 Epoch 30 Batch 535/538 - Train Accuracy: 0.945, Validation Accuracy: 0.957, Loss: 0.054 Epoch 30 Batch 536/538 - Train Accuracy: 0.963, Validation Accuracy: 0.959, Loss: 0.052 Epoch 31 Batch 0/538 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.046 Epoch 31 Batch 1/538 - Train Accuracy: 0.958, Validation Accuracy: 0.955, Loss: 0.055 Epoch 31 Batch 2/538 - Train Accuracy: 0.960, Validation Accuracy: 0.954, Loss: 0.056 Epoch 31 Batch 3/538 - Train Accuracy: 0.950, Validation Accuracy: 0.954, Loss: 0.045 Epoch 31 Batch 4/538 - Train Accuracy: 0.955, Validation Accuracy: 0.949, Loss: 0.048 Epoch 31 Batch 5/538 - Train Accuracy: 0.955, Validation Accuracy: 0.952, Loss: 0.049 Epoch 31 Batch 6/538 - Train Accuracy: 0.946, Validation Accuracy: 0.951, Loss: 0.047 Epoch 31 Batch 7/538 - Train Accuracy: 0.961, Validation Accuracy: 0.945, Loss: 0.056 Epoch 31 Batch 8/538 - Train Accuracy: 0.943, Validation Accuracy: 0.945, Loss: 0.045 Epoch 31 Batch 9/538 - Train Accuracy: 0.943, Validation Accuracy: 0.947, Loss: 0.044 Epoch 31 Batch 10/538 - Train Accuracy: 0.961, Validation Accuracy: 0.947, Loss: 0.054 Epoch 31 Batch 11/538 - Train Accuracy: 0.956, Validation Accuracy: 0.947, Loss: 0.048 Epoch 31 Batch 12/538 - Train Accuracy: 0.947, Validation Accuracy: 0.944, Loss: 0.055 Epoch 31 Batch 13/538 - Train Accuracy: 0.953, Validation Accuracy: 0.947, Loss: 0.046 Epoch 31 Batch 14/538 - Train Accuracy: 0.947, Validation Accuracy: 0.949, Loss: 0.049 Epoch 31 Batch 15/538 - Train Accuracy: 0.965, Validation Accuracy: 0.950, Loss: 0.050 Epoch 31 Batch 16/538 - Train Accuracy: 0.958, Validation Accuracy: 0.952, Loss: 0.050 Epoch 31 Batch 17/538 - Train Accuracy: 0.958, Validation Accuracy: 0.956, Loss: 0.045 Epoch 31 Batch 18/538 - Train Accuracy: 0.963, Validation Accuracy: 0.957, Loss: 0.045 Epoch 31 Batch 19/538 - Train Accuracy: 0.963, Validation Accuracy: 0.955, Loss: 0.051 Epoch 31 Batch 20/538 - Train Accuracy: 0.953, Validation Accuracy: 0.953, Loss: 0.049 Epoch 31 Batch 21/538 - Train Accuracy: 0.970, Validation Accuracy: 0.955, Loss: 0.035 Epoch 31 Batch 22/538 - Train Accuracy: 0.952, Validation Accuracy: 0.959, Loss: 0.057 Epoch 31 Batch 23/538 - Train Accuracy: 0.949, Validation Accuracy: 0.958, Loss: 0.069 Epoch 31 Batch 24/538 - Train Accuracy: 0.959, Validation Accuracy: 0.957, Loss: 0.047 Epoch 31 Batch 25/538 - Train Accuracy: 0.952, Validation Accuracy: 0.957, Loss: 0.051 Epoch 31 Batch 26/538 - Train Accuracy: 0.948, Validation Accuracy: 0.957, Loss: 0.050 Epoch 31 Batch 27/538 - Train Accuracy: 0.966, Validation Accuracy: 0.957, Loss: 0.041 Epoch 31 Batch 28/538 - Train Accuracy: 0.946, Validation Accuracy: 0.951, Loss: 0.054 Epoch 31 Batch 29/538 - Train Accuracy: 0.951, Validation Accuracy: 0.949, Loss: 0.041 Epoch 31 Batch 30/538 - Train Accuracy: 0.949, Validation Accuracy: 0.948, Loss: 0.061 Epoch 31 Batch 31/538 - Train Accuracy: 0.963, Validation Accuracy: 0.950, Loss: 0.037 Epoch 31 Batch 32/538 - Train Accuracy: 0.955, Validation Accuracy: 0.953, Loss: 0.038 Epoch 31 Batch 33/538 - Train Accuracy: 0.951, Validation Accuracy: 0.957, Loss: 0.053 Epoch 31 Batch 34/538 - Train Accuracy: 0.940, Validation Accuracy: 0.955, Loss: 0.059 Epoch 31 Batch 35/538 - Train Accuracy: 0.959, Validation Accuracy: 0.952, Loss: 0.038 Epoch 31 Batch 36/538 - Train Accuracy: 0.955, Validation Accuracy: 0.952, Loss: 0.044 Epoch 31 Batch 37/538 - Train Accuracy: 0.949, Validation Accuracy: 0.957, Loss: 0.044 Epoch 31 Batch 38/538 - Train Accuracy: 0.942, Validation Accuracy: 0.957, Loss: 0.047 Epoch 31 Batch 39/538 - Train Accuracy: 0.957, Validation Accuracy: 0.958, Loss: 0.049 Epoch 31 Batch 40/538 - Train Accuracy: 0.962, Validation Accuracy: 0.959, Loss: 0.035 Epoch 31 Batch 41/538 - Train Accuracy: 0.962, Validation Accuracy: 0.957, Loss: 0.051 Epoch 31 Batch 42/538 - Train Accuracy: 0.956, Validation Accuracy: 0.955, Loss: 0.052 Epoch 31 Batch 43/538 - Train Accuracy: 0.936, Validation Accuracy: 0.957, Loss: 0.049 Epoch 31 Batch 44/538 - Train Accuracy: 0.957, Validation Accuracy: 0.958, Loss: 0.047 Epoch 31 Batch 45/538 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.047 Epoch 31 Batch 46/538 - Train Accuracy: 0.958, Validation Accuracy: 0.962, Loss: 0.043 Epoch 31 Batch 47/538 - Train Accuracy: 0.958, Validation Accuracy: 0.961, Loss: 0.051 Epoch 31 Batch 48/538 - Train Accuracy: 0.946, Validation Accuracy: 0.961, Loss: 0.049 Epoch 31 Batch 49/538 - Train Accuracy: 0.947, Validation Accuracy: 0.958, Loss: 0.050 Epoch 31 Batch 50/538 - Train Accuracy: 0.948, Validation Accuracy: 0.957, Loss: 0.047 Epoch 31 Batch 51/538 - Train Accuracy: 0.952, Validation Accuracy: 0.958, Loss: 0.056 Epoch 31 Batch 52/538 - Train Accuracy: 0.947, Validation Accuracy: 0.953, Loss: 0.051 Epoch 31 Batch 53/538 - Train Accuracy: 0.932, Validation Accuracy: 0.950, Loss: 0.049 Epoch 31 Batch 54/538 - Train Accuracy: 0.953, Validation Accuracy: 0.947, Loss: 0.047 Epoch 31 Batch 55/538 - Train Accuracy: 0.959, Validation Accuracy: 0.954, Loss: 0.052 Epoch 31 Batch 56/538 - Train Accuracy: 0.949, Validation Accuracy: 0.958, Loss: 0.045 Epoch 31 Batch 57/538 - Train Accuracy: 0.952, Validation Accuracy: 0.960, Loss: 0.058 Epoch 31 Batch 58/538 - Train Accuracy: 0.945, Validation Accuracy: 0.960, Loss: 0.047 Epoch 31 Batch 59/538 - Train Accuracy: 0.954, Validation Accuracy: 0.958, Loss: 0.044 Epoch 31 Batch 60/538 - Train Accuracy: 0.961, Validation Accuracy: 0.958, Loss: 0.053 Epoch 31 Batch 61/538 - Train Accuracy: 0.951, Validation Accuracy: 0.957, Loss: 0.046 Epoch 31 Batch 62/538 - Train Accuracy: 0.939, Validation Accuracy: 0.958, Loss: 0.056 Epoch 31 Batch 63/538 - Train Accuracy: 0.952, Validation Accuracy: 0.956, Loss: 0.039 Epoch 31 Batch 64/538 - Train Accuracy: 0.958, Validation Accuracy: 0.956, Loss: 0.049 Epoch 31 Batch 65/538 - Train Accuracy: 0.936, Validation Accuracy: 0.953, Loss: 0.049 Epoch 31 Batch 66/538 - Train Accuracy: 0.959, Validation Accuracy: 0.951, Loss: 0.038 Epoch 31 Batch 67/538 - Train Accuracy: 0.958, Validation Accuracy: 0.952, Loss: 0.044 Epoch 31 Batch 68/538 - Train Accuracy: 0.943, Validation Accuracy: 0.952, Loss: 0.041 Epoch 31 Batch 69/538 - Train Accuracy: 0.955, Validation Accuracy: 0.961, Loss: 0.048 Epoch 31 Batch 70/538 - Train Accuracy: 0.948, Validation Accuracy: 0.962, Loss: 0.047 Epoch 31 Batch 71/538 - Train Accuracy: 0.954, Validation Accuracy: 0.960, Loss: 0.062 Epoch 31 Batch 72/538 - Train Accuracy: 0.961, Validation Accuracy: 0.960, Loss: 0.073 Epoch 31 Batch 73/538 - Train Accuracy: 0.945, Validation Accuracy: 0.958, Loss: 0.051 Epoch 31 Batch 74/538 - Train Accuracy: 0.961, Validation Accuracy: 0.958, Loss: 0.055 Epoch 31 Batch 75/538 - Train Accuracy: 0.943, Validation Accuracy: 0.958, Loss: 0.054 Epoch 31 Batch 76/538 - Train Accuracy: 0.952, Validation Accuracy: 0.957, Loss: 0.050 Epoch 31 Batch 77/538 - Train Accuracy: 0.957, Validation Accuracy: 0.961, Loss: 0.041 Epoch 31 Batch 78/538 - Train Accuracy: 0.949, Validation Accuracy: 0.963, Loss: 0.053 Epoch 31 Batch 79/538 - Train Accuracy: 0.951, Validation Accuracy: 0.964, Loss: 0.037 Epoch 31 Batch 80/538 - Train Accuracy: 0.960, Validation Accuracy: 0.962, Loss: 0.055 Epoch 31 Batch 81/538 - Train Accuracy: 0.953, Validation Accuracy: 0.961, Loss: 0.054 Epoch 31 Batch 82/538 - Train Accuracy: 0.953, Validation Accuracy: 0.953, Loss: 0.054 Epoch 31 Batch 83/538 - Train Accuracy: 0.951, Validation Accuracy: 0.953, Loss: 0.049 Epoch 31 Batch 84/538 - Train Accuracy: 0.942, Validation Accuracy: 0.956, Loss: 0.053 Epoch 31 Batch 85/538 - Train Accuracy: 0.960, Validation Accuracy: 0.954, Loss: 0.042 Epoch 31 Batch 86/538 - Train Accuracy: 0.956, Validation Accuracy: 0.953, Loss: 0.040 Epoch 31 Batch 87/538 - Train Accuracy: 0.934, Validation Accuracy: 0.952, Loss: 0.051 Epoch 31 Batch 88/538 - Train Accuracy: 0.962, Validation Accuracy: 0.953, Loss: 0.050 Epoch 31 Batch 89/538 - Train Accuracy: 0.959, Validation Accuracy: 0.955, Loss: 0.043 Epoch 31 Batch 90/538 - Train Accuracy: 0.959, Validation Accuracy: 0.957, Loss: 0.055 Epoch 31 Batch 91/538 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.050 Epoch 31 Batch 92/538 - Train Accuracy: 0.956, Validation Accuracy: 0.957, Loss: 0.054 Epoch 31 Batch 93/538 - Train Accuracy: 0.958, Validation Accuracy: 0.961, Loss: 0.049 Epoch 31 Batch 94/538 - Train Accuracy: 0.942, Validation Accuracy: 0.962, Loss: 0.044 Epoch 31 Batch 95/538 - Train Accuracy: 0.944, Validation Accuracy: 0.960, Loss: 0.043 Epoch 31 Batch 96/538 - Train Accuracy: 0.965, Validation Accuracy: 0.958, Loss: 0.043 Epoch 31 Batch 97/538 - Train Accuracy: 0.945, Validation Accuracy: 0.956, Loss: 0.046 Epoch 31 Batch 98/538 - Train Accuracy: 0.955, Validation Accuracy: 0.951, Loss: 0.050 Epoch 31 Batch 99/538 - Train Accuracy: 0.959, Validation Accuracy: 0.954, Loss: 0.046 Epoch 31 Batch 100/538 - Train Accuracy: 0.955, Validation Accuracy: 0.959, Loss: 0.045 Epoch 31 Batch 101/538 - Train Accuracy: 0.938, Validation Accuracy: 0.960, Loss: 0.060 Epoch 31 Batch 102/538 - Train Accuracy: 0.948, Validation Accuracy: 0.961, Loss: 0.051 Epoch 31 Batch 103/538 - Train Accuracy: 0.948, Validation Accuracy: 0.963, Loss: 0.052 Epoch 31 Batch 104/538 - Train Accuracy: 0.957, Validation Accuracy: 0.964, Loss: 0.043 Epoch 31 Batch 105/538 - Train Accuracy: 0.953, Validation Accuracy: 0.961, Loss: 0.040 Epoch 31 Batch 106/538 - Train Accuracy: 0.945, Validation Accuracy: 0.963, Loss: 0.043 Epoch 31 Batch 107/538 - Train Accuracy: 0.940, Validation Accuracy: 0.957, Loss: 0.058 Epoch 31 Batch 108/538 - Train Accuracy: 0.958, Validation Accuracy: 0.949, Loss: 0.047 Epoch 31 Batch 109/538 - Train Accuracy: 0.956, Validation Accuracy: 0.949, Loss: 0.040 Epoch 31 Batch 110/538 - Train Accuracy: 0.953, Validation Accuracy: 0.952, Loss: 0.047 Epoch 31 Batch 111/538 - Train Accuracy: 0.953, Validation Accuracy: 0.952, Loss: 0.044 Epoch 31 Batch 112/538 - Train Accuracy: 0.941, Validation Accuracy: 0.952, Loss: 0.052 Epoch 31 Batch 113/538 - Train Accuracy: 0.931, Validation Accuracy: 0.958, Loss: 0.053 Epoch 31 Batch 114/538 - Train Accuracy: 0.957, Validation Accuracy: 0.964, Loss: 0.041 Epoch 31 Batch 115/538 - Train Accuracy: 0.952, Validation Accuracy: 0.964, Loss: 0.051 Epoch 31 Batch 116/538 - Train Accuracy: 0.951, Validation Accuracy: 0.962, Loss: 0.057 Epoch 31 Batch 117/538 - Train Accuracy: 0.951, Validation Accuracy: 0.962, Loss: 0.048 Epoch 31 Batch 118/538 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.041 Epoch 31 Batch 119/538 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.037 Epoch 31 Batch 120/538 - Train Accuracy: 0.961, Validation Accuracy: 0.963, Loss: 0.036 Epoch 31 Batch 121/538 - Train Accuracy: 0.953, Validation Accuracy: 0.963, Loss: 0.044 Epoch 31 Batch 122/538 - Train Accuracy: 0.954, Validation Accuracy: 0.962, Loss: 0.048 Epoch 31 Batch 123/538 - Train Accuracy: 0.929, Validation Accuracy: 0.959, Loss: 0.047 Epoch 31 Batch 124/538 - Train Accuracy: 0.953, Validation Accuracy: 0.958, Loss: 0.043 Epoch 31 Batch 125/538 - Train Accuracy: 0.953, Validation Accuracy: 0.958, Loss: 0.048 Epoch 31 Batch 126/538 - Train Accuracy: 0.940, Validation Accuracy: 0.956, Loss: 0.049 Epoch 31 Batch 127/538 - Train Accuracy: 0.928, Validation Accuracy: 0.961, Loss: 0.056 Epoch 31 Batch 128/538 - Train Accuracy: 0.952, Validation Accuracy: 0.956, Loss: 0.040 Epoch 31 Batch 129/538 - Train Accuracy: 0.956, Validation Accuracy: 0.956, Loss: 0.038 Epoch 31 Batch 130/538 - Train Accuracy: 0.940, Validation Accuracy: 0.960, Loss: 0.041 Epoch 31 Batch 131/538 - Train Accuracy: 0.964, Validation Accuracy: 0.960, Loss: 0.046 Epoch 31 Batch 132/538 - Train Accuracy: 0.948, Validation Accuracy: 0.960, Loss: 0.043 Epoch 31 Batch 133/538 - Train Accuracy: 0.938, Validation Accuracy: 0.957, Loss: 0.051 Epoch 31 Batch 134/538 - Train Accuracy: 0.933, Validation Accuracy: 0.960, Loss: 0.062 Epoch 31 Batch 135/538 - Train Accuracy: 0.961, Validation Accuracy: 0.956, Loss: 0.056 Epoch 31 Batch 136/538 - Train Accuracy: 0.951, Validation Accuracy: 0.957, Loss: 0.047 Epoch 31 Batch 137/538 - Train Accuracy: 0.955, Validation Accuracy: 0.951, Loss: 0.057 Epoch 31 Batch 138/538 - Train Accuracy: 0.950, Validation Accuracy: 0.943, Loss: 0.053 Epoch 31 Batch 139/538 - Train Accuracy: 0.946, Validation Accuracy: 0.942, Loss: 0.052 Epoch 31 Batch 140/538 - Train Accuracy: 0.932, Validation Accuracy: 0.942, Loss: 0.061 Epoch 31 Batch 141/538 - Train Accuracy: 0.967, Validation Accuracy: 0.951, Loss: 0.052 Epoch 31 Batch 142/538 - Train Accuracy: 0.960, Validation Accuracy: 0.953, Loss: 0.045 Epoch 31 Batch 143/538 - Train Accuracy: 0.952, Validation Accuracy: 0.953, Loss: 0.060 Epoch 31 Batch 144/538 - Train Accuracy: 0.950, Validation Accuracy: 0.954, Loss: 0.055 Epoch 31 Batch 145/538 - Train Accuracy: 0.943, Validation Accuracy: 0.958, Loss: 0.059 Epoch 31 Batch 146/538 - Train Accuracy: 0.948, Validation Accuracy: 0.956, Loss: 0.050 Epoch 31 Batch 147/538 - Train Accuracy: 0.957, Validation Accuracy: 0.956, Loss: 0.046 Epoch 31 Batch 148/538 - Train Accuracy: 0.944, Validation Accuracy: 0.952, Loss: 0.052 Epoch 31 Batch 149/538 - Train Accuracy: 0.956, Validation Accuracy: 0.947, Loss: 0.044 Epoch 31 Batch 150/538 - Train Accuracy: 0.968, Validation Accuracy: 0.945, Loss: 0.040 Epoch 31 Batch 151/538 - Train Accuracy: 0.951, Validation Accuracy: 0.936, Loss: 0.050 Epoch 31 Batch 152/538 - Train Accuracy: 0.941, Validation Accuracy: 0.941, Loss: 0.051 Epoch 31 Batch 153/538 - Train Accuracy: 0.949, Validation Accuracy: 0.941, Loss: 0.048 Epoch 31 Batch 154/538 - Train Accuracy: 0.957, Validation Accuracy: 0.950, Loss: 0.040 Epoch 31 Batch 155/538 - Train Accuracy: 0.944, Validation Accuracy: 0.950, Loss: 0.054 Epoch 31 Batch 156/538 - Train Accuracy: 0.957, Validation Accuracy: 0.952, Loss: 0.050 Epoch 31 Batch 157/538 - Train Accuracy: 0.957, Validation Accuracy: 0.956, Loss: 0.038 Epoch 31 Batch 158/538 - Train Accuracy: 0.963, Validation Accuracy: 0.956, Loss: 0.050 Epoch 31 Batch 159/538 - Train Accuracy: 0.942, Validation Accuracy: 0.958, Loss: 0.055 Epoch 31 Batch 160/538 - Train Accuracy: 0.936, Validation Accuracy: 0.955, Loss: 0.045 Epoch 31 Batch 161/538 - Train Accuracy: 0.952, Validation Accuracy: 0.952, Loss: 0.051 Epoch 31 Batch 162/538 - Train Accuracy: 0.967, Validation Accuracy: 0.954, Loss: 0.042 Epoch 31 Batch 163/538 - Train Accuracy: 0.953, Validation Accuracy: 0.952, Loss: 0.062 Epoch 31 Batch 164/538 - Train Accuracy: 0.931, Validation Accuracy: 0.950, Loss: 0.051 Epoch 31 Batch 165/538 - Train Accuracy: 0.955, Validation Accuracy: 0.951, Loss: 0.039 Epoch 31 Batch 166/538 - Train Accuracy: 0.968, Validation Accuracy: 0.952, Loss: 0.037 Epoch 31 Batch 167/538 - Train Accuracy: 0.953, Validation Accuracy: 0.951, Loss: 0.073 Epoch 31 Batch 168/538 - Train Accuracy: 0.924, Validation Accuracy: 0.953, Loss: 0.063 Epoch 31 Batch 169/538 - Train Accuracy: 0.967, Validation Accuracy: 0.958, Loss: 0.040 Epoch 31 Batch 170/538 - Train Accuracy: 0.954, Validation Accuracy: 0.957, Loss: 0.045 Epoch 31 Batch 171/538 - Train Accuracy: 0.934, Validation Accuracy: 0.951, Loss: 0.057 Epoch 31 Batch 172/538 - Train Accuracy: 0.956, Validation Accuracy: 0.949, Loss: 0.040 Epoch 31 Batch 173/538 - Train Accuracy: 0.961, Validation Accuracy: 0.951, Loss: 0.042 Epoch 31 Batch 174/538 - Train Accuracy: 0.939, Validation Accuracy: 0.953, Loss: 0.045 Epoch 31 Batch 175/538 - Train Accuracy: 0.950, Validation Accuracy: 0.955, Loss: 0.044 Epoch 31 Batch 176/538 - Train Accuracy: 0.945, Validation Accuracy: 0.946, Loss: 0.049 Epoch 31 Batch 177/538 - Train Accuracy: 0.957, Validation Accuracy: 0.941, Loss: 0.052 Epoch 31 Batch 178/538 - Train Accuracy: 0.930, Validation Accuracy: 0.942, Loss: 0.050 Epoch 31 Batch 179/538 - Train Accuracy: 0.953, Validation Accuracy: 0.939, Loss: 0.045 Epoch 31 Batch 180/538 - Train Accuracy: 0.945, Validation Accuracy: 0.939, Loss: 0.051 Epoch 31 Batch 181/538 - Train Accuracy: 0.941, Validation Accuracy: 0.945, Loss: 0.058 Epoch 31 Batch 182/538 - Train Accuracy: 0.962, Validation Accuracy: 0.951, Loss: 0.038 Epoch 31 Batch 183/538 - Train Accuracy: 0.962, Validation Accuracy: 0.958, Loss: 0.033 Epoch 31 Batch 184/538 - Train Accuracy: 0.956, Validation Accuracy: 0.957, Loss: 0.044 Epoch 31 Batch 185/538 - Train Accuracy: 0.974, Validation Accuracy: 0.956, Loss: 0.038 Epoch 31 Batch 186/538 - Train Accuracy: 0.949, Validation Accuracy: 0.961, Loss: 0.044 Epoch 31 Batch 187/538 - Train Accuracy: 0.958, Validation Accuracy: 0.952, Loss: 0.051 Epoch 31 Batch 188/538 - Train Accuracy: 0.950, Validation Accuracy: 0.946, Loss: 0.046 Epoch 31 Batch 189/538 - Train Accuracy: 0.962, Validation Accuracy: 0.944, Loss: 0.050 Epoch 31 Batch 190/538 - Train Accuracy: 0.926, Validation Accuracy: 0.945, Loss: 0.061 Epoch 31 Batch 191/538 - Train Accuracy: 0.952, Validation Accuracy: 0.938, Loss: 0.039 Epoch 31 Batch 192/538 - Train Accuracy: 0.958, Validation Accuracy: 0.942, Loss: 0.041 Epoch 31 Batch 193/538 - Train Accuracy: 0.951, Validation Accuracy: 0.945, Loss: 0.044 Epoch 31 Batch 194/538 - Train Accuracy: 0.944, Validation Accuracy: 0.950, Loss: 0.060 Epoch 31 Batch 195/538 - Train Accuracy: 0.957, Validation Accuracy: 0.951, Loss: 0.053 Epoch 31 Batch 196/538 - Train Accuracy: 0.942, Validation Accuracy: 0.961, Loss: 0.042 Epoch 31 Batch 197/538 - Train Accuracy: 0.959, Validation Accuracy: 0.961, Loss: 0.046 Epoch 31 Batch 198/538 - Train Accuracy: 0.950, Validation Accuracy: 0.958, Loss: 0.042 Epoch 31 Batch 199/538 - Train Accuracy: 0.941, Validation Accuracy: 0.958, Loss: 0.054 Epoch 31 Batch 200/538 - Train Accuracy: 0.954, Validation Accuracy: 0.955, Loss: 0.039 Epoch 31 Batch 201/538 - Train Accuracy: 0.956, Validation Accuracy: 0.954, Loss: 0.051 Epoch 31 Batch 202/538 - Train Accuracy: 0.955, Validation Accuracy: 0.956, Loss: 0.045 Epoch 31 Batch 203/538 - Train Accuracy: 0.953, Validation Accuracy: 0.952, Loss: 0.050 Epoch 31 Batch 204/538 - Train Accuracy: 0.948, Validation Accuracy: 0.951, Loss: 0.057 Epoch 31 Batch 205/538 - Train Accuracy: 0.948, Validation Accuracy: 0.951, Loss: 0.045 Epoch 31 Batch 206/538 - Train Accuracy: 0.951, Validation Accuracy: 0.950, Loss: 0.048 Epoch 31 Batch 207/538 - Train Accuracy: 0.964, Validation Accuracy: 0.950, Loss: 0.053 Epoch 31 Batch 208/538 - Train Accuracy: 0.957, Validation Accuracy: 0.953, Loss: 0.063 Epoch 31 Batch 209/538 - Train Accuracy: 0.958, Validation Accuracy: 0.956, Loss: 0.040 Epoch 31 Batch 210/538 - Train Accuracy: 0.947, Validation Accuracy: 0.956, Loss: 0.057 Epoch 31 Batch 211/538 - Train Accuracy: 0.947, Validation Accuracy: 0.957, Loss: 0.053 Epoch 31 Batch 212/538 - Train Accuracy: 0.955, Validation Accuracy: 0.959, Loss: 0.046 Epoch 31 Batch 213/538 - Train Accuracy: 0.957, Validation Accuracy: 0.962, Loss: 0.040 Epoch 31 Batch 214/538 - Train Accuracy: 0.965, Validation Accuracy: 0.960, Loss: 0.041 Epoch 31 Batch 215/538 - Train Accuracy: 0.959, Validation Accuracy: 0.964, Loss: 0.045 Epoch 31 Batch 216/538 - Train Accuracy: 0.943, Validation Accuracy: 0.967, Loss: 0.046 Epoch 31 Batch 217/538 - Train Accuracy: 0.956, Validation Accuracy: 0.963, Loss: 0.049 Epoch 31 Batch 218/538 - Train Accuracy: 0.946, Validation Accuracy: 0.959, Loss: 0.037 Epoch 31 Batch 219/538 - Train Accuracy: 0.944, Validation Accuracy: 0.961, Loss: 0.056 Epoch 31 Batch 220/538 - Train Accuracy: 0.937, Validation Accuracy: 0.960, Loss: 0.045 Epoch 31 Batch 221/538 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.046 Epoch 31 Batch 222/538 - Train Accuracy: 0.951, Validation Accuracy: 0.960, Loss: 0.047 Epoch 31 Batch 223/538 - Train Accuracy: 0.951, Validation Accuracy: 0.955, Loss: 0.049 Epoch 31 Batch 224/538 - Train Accuracy: 0.947, Validation Accuracy: 0.953, Loss: 0.056 Epoch 31 Batch 225/538 - Train Accuracy: 0.958, Validation Accuracy: 0.955, Loss: 0.051 Epoch 31 Batch 226/538 - Train Accuracy: 0.951, Validation Accuracy: 0.955, Loss: 0.049 Epoch 31 Batch 227/538 - Train Accuracy: 0.932, Validation Accuracy: 0.957, Loss: 0.050 Epoch 31 Batch 228/538 - Train Accuracy: 0.941, Validation Accuracy: 0.958, Loss: 0.053 Epoch 31 Batch 229/538 - Train Accuracy: 0.956, Validation Accuracy: 0.960, Loss: 0.055 Epoch 31 Batch 230/538 - Train Accuracy: 0.947, Validation Accuracy: 0.963, Loss: 0.044 Epoch 31 Batch 231/538 - Train Accuracy: 0.946, Validation Accuracy: 0.961, Loss: 0.053 Epoch 31 Batch 232/538 - Train Accuracy: 0.958, Validation Accuracy: 0.957, Loss: 0.047 Epoch 31 Batch 233/538 - Train Accuracy: 0.959, Validation Accuracy: 0.955, Loss: 0.046 Epoch 31 Batch 234/538 - Train Accuracy: 0.964, Validation Accuracy: 0.950, Loss: 0.043 Epoch 31 Batch 235/538 - Train Accuracy: 0.959, Validation Accuracy: 0.948, Loss: 0.037 Epoch 31 Batch 236/538 - Train Accuracy: 0.954, Validation Accuracy: 0.945, Loss: 0.047 Epoch 31 Batch 237/538 - Train Accuracy: 0.957, Validation Accuracy: 0.943, Loss: 0.037 Epoch 31 Batch 238/538 - Train Accuracy: 0.961, Validation Accuracy: 0.937, Loss: 0.046 Epoch 31 Batch 239/538 - Train Accuracy: 0.952, Validation Accuracy: 0.938, Loss: 0.052 Epoch 31 Batch 240/538 - Train Accuracy: 0.949, Validation Accuracy: 0.941, Loss: 0.050 Epoch 31 Batch 241/538 - Train Accuracy: 0.931, Validation Accuracy: 0.949, Loss: 0.055 Epoch 31 Batch 242/538 - Train Accuracy: 0.964, Validation Accuracy: 0.952, Loss: 0.040 Epoch 31 Batch 243/538 - Train Accuracy: 0.961, Validation Accuracy: 0.952, Loss: 0.046 Epoch 31 Batch 244/538 - Train Accuracy: 0.948, Validation Accuracy: 0.950, Loss: 0.042 Epoch 31 Batch 245/538 - Train Accuracy: 0.945, Validation Accuracy: 0.952, Loss: 0.053 Epoch 31 Batch 246/538 - Train Accuracy: 0.948, Validation Accuracy: 0.948, Loss: 0.041 Epoch 31 Batch 247/538 - Train Accuracy: 0.957, Validation Accuracy: 0.946, Loss: 0.047 Epoch 31 Batch 248/538 - Train Accuracy: 0.944, Validation Accuracy: 0.942, Loss: 0.054 Epoch 31 Batch 249/538 - Train Accuracy: 0.959, Validation Accuracy: 0.944, Loss: 0.038 Epoch 31 Batch 250/538 - Train Accuracy: 0.959, Validation Accuracy: 0.942, Loss: 0.047 Epoch 31 Batch 251/538 - Train Accuracy: 0.954, Validation Accuracy: 0.942, Loss: 0.041 Epoch 31 Batch 252/538 - Train Accuracy: 0.952, Validation Accuracy: 0.945, Loss: 0.042 Epoch 31 Batch 253/538 - Train Accuracy: 0.951, Validation Accuracy: 0.952, Loss: 0.047 Epoch 31 Batch 254/538 - Train Accuracy: 0.945, Validation Accuracy: 0.953, Loss: 0.049 Epoch 31 Batch 255/538 - Train Accuracy: 0.960, Validation Accuracy: 0.958, Loss: 0.042 Epoch 31 Batch 256/538 - Train Accuracy: 0.941, Validation Accuracy: 0.960, Loss: 0.047 Epoch 31 Batch 257/538 - Train Accuracy: 0.960, Validation Accuracy: 0.960, Loss: 0.046 Epoch 31 Batch 258/538 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.048 Epoch 31 Batch 259/538 - Train Accuracy: 0.975, Validation Accuracy: 0.958, Loss: 0.042 Epoch 31 Batch 260/538 - Train Accuracy: 0.919, Validation Accuracy: 0.958, Loss: 0.057 Epoch 31 Batch 261/538 - Train Accuracy: 0.956, Validation Accuracy: 0.950, Loss: 0.053 Epoch 31 Batch 262/538 - Train Accuracy: 0.967, Validation Accuracy: 0.945, Loss: 0.041 Epoch 31 Batch 263/538 - Train Accuracy: 0.946, Validation Accuracy: 0.945, Loss: 0.045 Epoch 31 Batch 264/538 - Train Accuracy: 0.945, Validation Accuracy: 0.939, Loss: 0.046 Epoch 31 Batch 265/538 - Train Accuracy: 0.929, Validation Accuracy: 0.941, Loss: 0.053 Epoch 31 Batch 266/538 - Train Accuracy: 0.933, Validation Accuracy: 0.941, Loss: 0.055 Epoch 31 Batch 267/538 - Train Accuracy: 0.943, Validation Accuracy: 0.940, Loss: 0.046 Epoch 31 Batch 268/538 - Train Accuracy: 0.957, Validation Accuracy: 0.947, Loss: 0.042 Epoch 31 Batch 269/538 - Train Accuracy: 0.950, Validation Accuracy: 0.946, Loss: 0.048 Epoch 31 Batch 270/538 - Train Accuracy: 0.948, Validation Accuracy: 0.948, Loss: 0.048 Epoch 31 Batch 271/538 - Train Accuracy: 0.955, Validation Accuracy: 0.951, Loss: 0.039 Epoch 31 Batch 272/538 - Train Accuracy: 0.949, Validation Accuracy: 0.953, Loss: 0.050 Epoch 31 Batch 273/538 - Train Accuracy: 0.945, Validation Accuracy: 0.956, Loss: 0.049 Epoch 31 Batch 274/538 - Train Accuracy: 0.923, Validation Accuracy: 0.954, Loss: 0.053 Epoch 31 Batch 275/538 - Train Accuracy: 0.946, Validation Accuracy: 0.956, Loss: 0.062 Epoch 31 Batch 276/538 - Train Accuracy: 0.947, Validation Accuracy: 0.943, Loss: 0.055 Epoch 31 Batch 277/538 - Train Accuracy: 0.960, Validation Accuracy: 0.936, Loss: 0.042 Epoch 31 Batch 278/538 - Train Accuracy: 0.953, Validation Accuracy: 0.937, Loss: 0.046 Epoch 31 Batch 279/538 - Train Accuracy: 0.944, Validation Accuracy: 0.941, Loss: 0.053 Epoch 31 Batch 280/538 - Train Accuracy: 0.953, Validation Accuracy: 0.942, Loss: 0.043 Epoch 31 Batch 281/538 - Train Accuracy: 0.953, Validation Accuracy: 0.943, Loss: 0.059 Epoch 31 Batch 282/538 - Train Accuracy: 0.956, Validation Accuracy: 0.952, Loss: 0.054 Epoch 31 Batch 283/538 - Train Accuracy: 0.963, Validation Accuracy: 0.958, Loss: 0.049 Epoch 31 Batch 284/538 - Train Accuracy: 0.942, Validation Accuracy: 0.961, Loss: 0.057 Epoch 31 Batch 285/538 - Train Accuracy: 0.943, Validation Accuracy: 0.959, Loss: 0.049 Epoch 31 Batch 286/538 - Train Accuracy: 0.936, Validation Accuracy: 0.961, Loss: 0.049 Epoch 31 Batch 287/538 - Train Accuracy: 0.970, Validation Accuracy: 0.959, Loss: 0.037 Epoch 31 Batch 288/538 - Train Accuracy: 0.948, Validation Accuracy: 0.954, Loss: 0.041 Epoch 31 Batch 289/538 - Train Accuracy: 0.955, Validation Accuracy: 0.954, Loss: 0.037 Epoch 31 Batch 290/538 - Train Accuracy: 0.961, Validation Accuracy: 0.954, Loss: 0.040 Epoch 31 Batch 291/538 - Train Accuracy: 0.958, Validation Accuracy: 0.955, Loss: 0.049 Epoch 31 Batch 292/538 - Train Accuracy: 0.961, Validation Accuracy: 0.953, Loss: 0.040 Epoch 31 Batch 293/538 - Train Accuracy: 0.945, Validation Accuracy: 0.951, Loss: 0.046 Epoch 31 Batch 294/538 - Train Accuracy: 0.954, Validation Accuracy: 0.942, Loss: 0.045 Epoch 31 Batch 295/538 - Train Accuracy: 0.955, Validation Accuracy: 0.940, Loss: 0.042 Epoch 31 Batch 296/538 - Train Accuracy: 0.945, Validation Accuracy: 0.942, Loss: 0.055 Epoch 31 Batch 297/538 - Train Accuracy: 0.963, Validation Accuracy: 0.942, Loss: 0.048 Epoch 31 Batch 298/538 - Train Accuracy: 0.947, Validation Accuracy: 0.943, Loss: 0.048 Epoch 31 Batch 299/538 - Train Accuracy: 0.954, Validation Accuracy: 0.949, Loss: 0.063 Epoch 31 Batch 300/538 - Train Accuracy: 0.951, Validation Accuracy: 0.956, Loss: 0.051 Epoch 31 Batch 301/538 - Train Accuracy: 0.951, Validation Accuracy: 0.960, Loss: 0.052 Epoch 31 Batch 302/538 - Train Accuracy: 0.955, Validation Accuracy: 0.963, Loss: 0.047 Epoch 31 Batch 303/538 - Train Accuracy: 0.962, Validation Accuracy: 0.963, Loss: 0.048 Epoch 31 Batch 304/538 - Train Accuracy: 0.947, Validation Accuracy: 0.966, Loss: 0.056 Epoch 31 Batch 305/538 - Train Accuracy: 0.959, Validation Accuracy: 0.957, Loss: 0.039 Epoch 31 Batch 306/538 - Train Accuracy: 0.948, Validation Accuracy: 0.955, Loss: 0.054 Epoch 31 Batch 307/538 - Train Accuracy: 0.958, Validation Accuracy: 0.952, Loss: 0.036 Epoch 31 Batch 308/538 - Train Accuracy: 0.949, Validation Accuracy: 0.949, Loss: 0.044 Epoch 31 Batch 309/538 - Train Accuracy: 0.960, Validation Accuracy: 0.952, Loss: 0.042 Epoch 31 Batch 310/538 - Train Accuracy: 0.969, Validation Accuracy: 0.950, Loss: 0.054 Epoch 31 Batch 311/538 - Train Accuracy: 0.947, Validation Accuracy: 0.955, Loss: 0.051 Epoch 31 Batch 312/538 - Train Accuracy: 0.955, Validation Accuracy: 0.952, Loss: 0.046 Epoch 31 Batch 313/538 - Train Accuracy: 0.954, Validation Accuracy: 0.950, Loss: 0.045 Epoch 31 Batch 314/538 - Train Accuracy: 0.953, Validation Accuracy: 0.956, Loss: 0.054 Epoch 31 Batch 315/538 - Train Accuracy: 0.952, Validation Accuracy: 0.958, Loss: 0.037 Epoch 31 Batch 316/538 - Train Accuracy: 0.948, Validation Accuracy: 0.959, Loss: 0.042 Epoch 31 Batch 317/538 - Train Accuracy: 0.949, Validation Accuracy: 0.962, Loss: 0.049 Epoch 31 Batch 318/538 - Train Accuracy: 0.951, Validation Accuracy: 0.966, Loss: 0.045 Epoch 31 Batch 319/538 - Train Accuracy: 0.955, Validation Accuracy: 0.963, Loss: 0.050 Epoch 31 Batch 320/538 - Train Accuracy: 0.950, Validation Accuracy: 0.960, Loss: 0.044 Epoch 31 Batch 321/538 - Train Accuracy: 0.950, Validation Accuracy: 0.959, Loss: 0.044 Epoch 31 Batch 322/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.049 Epoch 31 Batch 323/538 - Train Accuracy: 0.958, Validation Accuracy: 0.960, Loss: 0.044 Epoch 31 Batch 324/538 - Train Accuracy: 0.961, Validation Accuracy: 0.960, Loss: 0.049 Epoch 31 Batch 325/538 - Train Accuracy: 0.947, Validation Accuracy: 0.959, Loss: 0.046 Epoch 31 Batch 326/538 - Train Accuracy: 0.957, Validation Accuracy: 0.965, Loss: 0.048 Epoch 31 Batch 327/538 - Train Accuracy: 0.952, Validation Accuracy: 0.966, Loss: 0.057 Epoch 31 Batch 328/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.038 Epoch 31 Batch 329/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.043 Epoch 31 Batch 330/538 - Train Accuracy: 0.966, Validation Accuracy: 0.957, Loss: 0.043 Epoch 31 Batch 331/538 - Train Accuracy: 0.951, Validation Accuracy: 0.958, Loss: 0.042 Epoch 31 Batch 332/538 - Train Accuracy: 0.954, Validation Accuracy: 0.957, Loss: 0.053 Epoch 31 Batch 333/538 - Train Accuracy: 0.960, Validation Accuracy: 0.958, Loss: 0.049 Epoch 31 Batch 334/538 - Train Accuracy: 0.957, Validation Accuracy: 0.955, Loss: 0.041 Epoch 31 Batch 335/538 - Train Accuracy: 0.960, Validation Accuracy: 0.955, Loss: 0.039 Epoch 31 Batch 336/538 - Train Accuracy: 0.949, Validation Accuracy: 0.955, Loss: 0.043 Epoch 31 Batch 337/538 - Train Accuracy: 0.960, Validation Accuracy: 0.958, Loss: 0.047 Epoch 31 Batch 338/538 - Train Accuracy: 0.963, Validation Accuracy: 0.956, Loss: 0.045 Epoch 31 Batch 339/538 - Train Accuracy: 0.941, Validation Accuracy: 0.958, Loss: 0.053 Epoch 31 Batch 340/538 - Train Accuracy: 0.953, Validation Accuracy: 0.958, Loss: 0.046 Epoch 31 Batch 341/538 - Train Accuracy: 0.955, Validation Accuracy: 0.958, Loss: 0.036 Epoch 31 Batch 342/538 - Train Accuracy: 0.948, Validation Accuracy: 0.957, Loss: 0.053 Epoch 31 Batch 343/538 - Train Accuracy: 0.972, Validation Accuracy: 0.958, Loss: 0.046 Epoch 31 Batch 344/538 - Train Accuracy: 0.956, Validation Accuracy: 0.961, Loss: 0.048 Epoch 31 Batch 345/538 - Train Accuracy: 0.946, Validation Accuracy: 0.961, Loss: 0.049 Epoch 31 Batch 346/538 - Train Accuracy: 0.951, Validation Accuracy: 0.956, Loss: 0.047 Epoch 31 Batch 347/538 - Train Accuracy: 0.966, Validation Accuracy: 0.959, Loss: 0.041 Epoch 31 Batch 348/538 - Train Accuracy: 0.953, Validation Accuracy: 0.958, Loss: 0.042 Epoch 31 Batch 349/538 - Train Accuracy: 0.961, Validation Accuracy: 0.958, Loss: 0.043 Epoch 31 Batch 350/538 - Train Accuracy: 0.952, Validation Accuracy: 0.959, Loss: 0.054 Epoch 31 Batch 351/538 - Train Accuracy: 0.949, Validation Accuracy: 0.959, Loss: 0.065 Epoch 31 Batch 352/538 - Train Accuracy: 0.941, Validation Accuracy: 0.961, Loss: 0.065 Epoch 31 Batch 353/538 - Train Accuracy: 0.944, Validation Accuracy: 0.960, Loss: 0.051 Epoch 31 Batch 354/538 - Train Accuracy: 0.939, Validation Accuracy: 0.957, Loss: 0.047 Epoch 31 Batch 355/538 - Train Accuracy: 0.955, Validation Accuracy: 0.955, Loss: 0.045 Epoch 31 Batch 356/538 - Train Accuracy: 0.954, Validation Accuracy: 0.953, Loss: 0.045 Epoch 31 Batch 357/538 - Train Accuracy: 0.956, Validation Accuracy: 0.959, Loss: 0.048 Epoch 31 Batch 358/538 - Train Accuracy: 0.960, Validation Accuracy: 0.957, Loss: 0.044 Epoch 31 Batch 359/538 - Train Accuracy: 0.953, Validation Accuracy: 0.959, Loss: 0.052 Epoch 31 Batch 360/538 - Train Accuracy: 0.953, Validation Accuracy: 0.959, Loss: 0.044 Epoch 31 Batch 361/538 - Train Accuracy: 0.965, Validation Accuracy: 0.960, Loss: 0.052 Epoch 31 Batch 362/538 - Train Accuracy: 0.962, Validation Accuracy: 0.960, Loss: 0.041 Epoch 31 Batch 363/538 - Train Accuracy: 0.944, Validation Accuracy: 0.958, Loss: 0.048 Epoch 31 Batch 364/538 - Train Accuracy: 0.946, Validation Accuracy: 0.959, Loss: 0.065 Epoch 31 Batch 365/538 - Train Accuracy: 0.956, Validation Accuracy: 0.959, Loss: 0.041 Epoch 31 Batch 366/538 - Train Accuracy: 0.960, Validation Accuracy: 0.957, Loss: 0.046 Epoch 31 Batch 367/538 - Train Accuracy: 0.949, Validation Accuracy: 0.953, Loss: 0.038 Epoch 31 Batch 368/538 - Train Accuracy: 0.962, Validation Accuracy: 0.952, Loss: 0.045 Epoch 31 Batch 369/538 - Train Accuracy: 0.961, Validation Accuracy: 0.955, Loss: 0.043 Epoch 31 Batch 370/538 - Train Accuracy: 0.945, Validation Accuracy: 0.955, Loss: 0.053 Epoch 31 Batch 371/538 - Train Accuracy: 0.960, Validation Accuracy: 0.958, Loss: 0.058 Epoch 31 Batch 372/538 - Train Accuracy: 0.962, Validation Accuracy: 0.958, Loss: 0.047 Epoch 31 Batch 373/538 - Train Accuracy: 0.951, Validation Accuracy: 0.961, Loss: 0.044 Epoch 31 Batch 374/538 - Train Accuracy: 0.963, Validation Accuracy: 0.959, Loss: 0.042 Epoch 31 Batch 375/538 - Train Accuracy: 0.954, Validation Accuracy: 0.959, Loss: 0.047 Epoch 31 Batch 376/538 - Train Accuracy: 0.955, Validation Accuracy: 0.956, Loss: 0.042 Epoch 31 Batch 377/538 - Train Accuracy: 0.950, Validation Accuracy: 0.953, Loss: 0.047 Epoch 31 Batch 378/538 - Train Accuracy: 0.951, Validation Accuracy: 0.955, Loss: 0.040 Epoch 31 Batch 379/538 - Train Accuracy: 0.961, Validation Accuracy: 0.953, Loss: 0.047 Epoch 31 Batch 380/538 - Train Accuracy: 0.959, Validation Accuracy: 0.951, Loss: 0.041 Epoch 31 Batch 381/538 - Train Accuracy: 0.959, Validation Accuracy: 0.949, Loss: 0.049 Epoch 31 Batch 382/538 - Train Accuracy: 0.938, Validation Accuracy: 0.945, Loss: 0.053 Epoch 31 Batch 383/538 - Train Accuracy: 0.951, Validation Accuracy: 0.952, Loss: 0.039 Epoch 31 Batch 384/538 - Train Accuracy: 0.952, Validation Accuracy: 0.954, Loss: 0.047 Epoch 31 Batch 385/538 - Train Accuracy: 0.955, Validation Accuracy: 0.948, Loss: 0.055 Epoch 31 Batch 386/538 - Train Accuracy: 0.963, Validation Accuracy: 0.953, Loss: 0.049 Epoch 31 Batch 387/538 - Train Accuracy: 0.946, Validation Accuracy: 0.949, Loss: 0.044 Epoch 31 Batch 388/538 - Train Accuracy: 0.949, Validation Accuracy: 0.952, Loss: 0.046 Epoch 31 Batch 389/538 - Train Accuracy: 0.947, Validation Accuracy: 0.952, Loss: 0.053 Epoch 31 Batch 390/538 - Train Accuracy: 0.956, Validation Accuracy: 0.952, Loss: 0.043 Epoch 31 Batch 391/538 - Train Accuracy: 0.956, Validation Accuracy: 0.952, Loss: 0.043 Epoch 31 Batch 392/538 - Train Accuracy: 0.948, Validation Accuracy: 0.949, Loss: 0.048 Epoch 31 Batch 393/538 - Train Accuracy: 0.958, Validation Accuracy: 0.949, Loss: 0.051 Epoch 31 Batch 394/538 - Train Accuracy: 0.925, Validation Accuracy: 0.941, Loss: 0.055 Epoch 31 Batch 395/538 - Train Accuracy: 0.946, Validation Accuracy: 0.950, Loss: 0.049 Epoch 31 Batch 396/538 - Train Accuracy: 0.940, Validation Accuracy: 0.952, Loss: 0.048 Epoch 31 Batch 397/538 - Train Accuracy: 0.951, Validation Accuracy: 0.953, Loss: 0.053 Epoch 31 Batch 398/538 - Train Accuracy: 0.956, Validation Accuracy: 0.959, Loss: 0.046 Epoch 31 Batch 399/538 - Train Accuracy: 0.939, Validation Accuracy: 0.959, Loss: 0.050 Epoch 31 Batch 400/538 - Train Accuracy: 0.955, Validation Accuracy: 0.957, Loss: 0.049 Epoch 31 Batch 401/538 - Train Accuracy: 0.965, Validation Accuracy: 0.960, Loss: 0.045 Epoch 31 Batch 402/538 - Train Accuracy: 0.956, Validation Accuracy: 0.964, Loss: 0.044 Epoch 31 Batch 403/538 - Train Accuracy: 0.957, Validation Accuracy: 0.962, Loss: 0.046 Epoch 31 Batch 404/538 - Train Accuracy: 0.957, Validation Accuracy: 0.965, Loss: 0.050 Epoch 31 Batch 405/538 - Train Accuracy: 0.946, Validation Accuracy: 0.967, Loss: 0.049 Epoch 31 Batch 406/538 - Train Accuracy: 0.946, Validation Accuracy: 0.969, Loss: 0.051 Epoch 31 Batch 407/538 - Train Accuracy: 0.965, Validation Accuracy: 0.966, Loss: 0.049 Epoch 31 Batch 408/538 - Train Accuracy: 0.940, Validation Accuracy: 0.966, Loss: 0.056 Epoch 31 Batch 409/538 - Train Accuracy: 0.933, Validation Accuracy: 0.967, Loss: 0.054 Epoch 31 Batch 410/538 - Train Accuracy: 0.967, Validation Accuracy: 0.967, Loss: 0.052 Epoch 31 Batch 411/538 - Train Accuracy: 0.954, Validation Accuracy: 0.961, Loss: 0.052 Epoch 31 Batch 412/538 - Train Accuracy: 0.964, Validation Accuracy: 0.950, Loss: 0.039 Epoch 31 Batch 413/538 - Train Accuracy: 0.954, Validation Accuracy: 0.951, Loss: 0.044 Epoch 31 Batch 414/538 - Train Accuracy: 0.932, Validation Accuracy: 0.950, Loss: 0.061 Epoch 31 Batch 415/538 - Train Accuracy: 0.939, Validation Accuracy: 0.952, Loss: 0.049 Epoch 31 Batch 416/538 - Train Accuracy: 0.959, Validation Accuracy: 0.956, Loss: 0.049 Epoch 31 Batch 417/538 - Train Accuracy: 0.956, Validation Accuracy: 0.958, Loss: 0.043 Epoch 31 Batch 418/538 - Train Accuracy: 0.953, Validation Accuracy: 0.959, Loss: 0.043 Epoch 31 Batch 419/538 - Train Accuracy: 0.958, Validation Accuracy: 0.959, Loss: 0.041 Epoch 31 Batch 420/538 - Train Accuracy: 0.947, Validation Accuracy: 0.959, Loss: 0.042 Epoch 31 Batch 421/538 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.042 Epoch 31 Batch 422/538 - Train Accuracy: 0.952, Validation Accuracy: 0.961, Loss: 0.050 Epoch 31 Batch 423/538 - Train Accuracy: 0.962, Validation Accuracy: 0.961, Loss: 0.050 Epoch 31 Batch 424/538 - Train Accuracy: 0.949, Validation Accuracy: 0.959, Loss: 0.050 Epoch 31 Batch 425/538 - Train Accuracy: 0.953, Validation Accuracy: 0.962, Loss: 0.063 Epoch 31 Batch 426/538 - Train Accuracy: 0.954, Validation Accuracy: 0.962, Loss: 0.050 Epoch 31 Batch 427/538 - Train Accuracy: 0.938, Validation Accuracy: 0.964, Loss: 0.052 Epoch 31 Batch 428/538 - Train Accuracy: 0.957, Validation Accuracy: 0.965, Loss: 0.041 Epoch 31 Batch 429/538 - Train Accuracy: 0.959, Validation Accuracy: 0.965, Loss: 0.050 Epoch 31 Batch 430/538 - Train Accuracy: 0.926, Validation Accuracy: 0.967, Loss: 0.049 Epoch 31 Batch 431/538 - Train Accuracy: 0.952, Validation Accuracy: 0.967, Loss: 0.043 Epoch 31 Batch 432/538 - Train Accuracy: 0.956, Validation Accuracy: 0.965, Loss: 0.046 Epoch 31 Batch 433/538 - Train Accuracy: 0.939, Validation Accuracy: 0.968, Loss: 0.070 Epoch 31 Batch 434/538 - Train Accuracy: 0.964, Validation Accuracy: 0.968, Loss: 0.040 Epoch 31 Batch 435/538 - Train Accuracy: 0.954, Validation Accuracy: 0.968, Loss: 0.040 Epoch 31 Batch 436/538 - Train Accuracy: 0.948, Validation Accuracy: 0.968, Loss: 0.049 Epoch 31 Batch 437/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.041 Epoch 31 Batch 438/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.041 Epoch 31 Batch 439/538 - Train Accuracy: 0.965, Validation Accuracy: 0.958, Loss: 0.051 Epoch 31 Batch 440/538 - Train Accuracy: 0.956, Validation Accuracy: 0.958, Loss: 0.051 Epoch 31 Batch 441/538 - Train Accuracy: 0.943, Validation Accuracy: 0.952, Loss: 0.060 Epoch 31 Batch 442/538 - Train Accuracy: 0.958, Validation Accuracy: 0.954, Loss: 0.036 Epoch 31 Batch 443/538 - Train Accuracy: 0.943, Validation Accuracy: 0.953, Loss: 0.046 Epoch 31 Batch 444/538 - Train Accuracy: 0.954, Validation Accuracy: 0.956, Loss: 0.050 Epoch 31 Batch 445/538 - Train Accuracy: 0.955, Validation Accuracy: 0.955, Loss: 0.041 Epoch 31 Batch 446/538 - Train Accuracy: 0.955, Validation Accuracy: 0.956, Loss: 0.042 Epoch 31 Batch 447/538 - Train Accuracy: 0.956, Validation Accuracy: 0.959, Loss: 0.046 Epoch 31 Batch 448/538 - Train Accuracy: 0.951, Validation Accuracy: 0.959, Loss: 0.040 Epoch 31 Batch 449/538 - Train Accuracy: 0.955, Validation Accuracy: 0.959, Loss: 0.051 Epoch 31 Batch 450/538 - Train Accuracy: 0.939, Validation Accuracy: 0.955, Loss: 0.057 Epoch 31 Batch 451/538 - Train Accuracy: 0.945, Validation Accuracy: 0.953, Loss: 0.046 Epoch 31 Batch 452/538 - Train Accuracy: 0.956, Validation Accuracy: 0.951, Loss: 0.049 Epoch 31 Batch 453/538 - Train Accuracy: 0.952, Validation Accuracy: 0.948, Loss: 0.051 Epoch 31 Batch 454/538 - Train Accuracy: 0.951, Validation Accuracy: 0.946, Loss: 0.046 Epoch 31 Batch 455/538 - Train Accuracy: 0.947, Validation Accuracy: 0.944, Loss: 0.051 Epoch 31 Batch 456/538 - Train Accuracy: 0.955, Validation Accuracy: 0.942, Loss: 0.080 Epoch 31 Batch 457/538 - Train Accuracy: 0.948, Validation Accuracy: 0.937, Loss: 0.048 Epoch 31 Batch 458/538 - Train Accuracy: 0.961, Validation Accuracy: 0.944, Loss: 0.044 Epoch 31 Batch 459/538 - Train Accuracy: 0.965, Validation Accuracy: 0.940, Loss: 0.040 Epoch 31 Batch 460/538 - Train Accuracy: 0.947, Validation Accuracy: 0.944, Loss: 0.050 Epoch 31 Batch 461/538 - Train Accuracy: 0.968, Validation Accuracy: 0.950, Loss: 0.052 Epoch 31 Batch 462/538 - Train Accuracy: 0.950, Validation Accuracy: 0.953, Loss: 0.048 Epoch 31 Batch 463/538 - Train Accuracy: 0.935, Validation Accuracy: 0.952, Loss: 0.059 Epoch 31 Batch 464/538 - Train Accuracy: 0.969, Validation Accuracy: 0.950, Loss: 0.045 Epoch 31 Batch 465/538 - Train Accuracy: 0.950, Validation Accuracy: 0.953, Loss: 0.044 Epoch 31 Batch 466/538 - Train Accuracy: 0.953, Validation Accuracy: 0.953, Loss: 0.047 Epoch 31 Batch 467/538 - Train Accuracy: 0.952, Validation Accuracy: 0.951, Loss: 0.052 Epoch 31 Batch 468/538 - Train Accuracy: 0.956, Validation Accuracy: 0.951, Loss: 0.059 Epoch 31 Batch 469/538 - Train Accuracy: 0.961, Validation Accuracy: 0.951, Loss: 0.052 Epoch 31 Batch 470/538 - Train Accuracy: 0.957, Validation Accuracy: 0.956, Loss: 0.045 Epoch 31 Batch 471/538 - Train Accuracy: 0.971, Validation Accuracy: 0.958, Loss: 0.043 Epoch 31 Batch 472/538 - Train Accuracy: 0.979, Validation Accuracy: 0.956, Loss: 0.036 Epoch 31 Batch 473/538 - Train Accuracy: 0.959, Validation Accuracy: 0.955, Loss: 0.048 Epoch 31 Batch 474/538 - Train Accuracy: 0.957, Validation Accuracy: 0.960, Loss: 0.041 Epoch 31 Batch 475/538 - Train Accuracy: 0.955, Validation Accuracy: 0.960, Loss: 0.045 Epoch 31 Batch 476/538 - Train Accuracy: 0.956, Validation Accuracy: 0.958, Loss: 0.048 Epoch 31 Batch 477/538 - Train Accuracy: 0.960, Validation Accuracy: 0.956, Loss: 0.049 Epoch 31 Batch 478/538 - Train Accuracy: 0.961, Validation Accuracy: 0.956, Loss: 0.036 Epoch 31 Batch 479/538 - Train Accuracy: 0.959, Validation Accuracy: 0.958, Loss: 0.044 Epoch 31 Batch 480/538 - Train Accuracy: 0.954, Validation Accuracy: 0.958, Loss: 0.048 Epoch 31 Batch 481/538 - Train Accuracy: 0.960, Validation Accuracy: 0.960, Loss: 0.050 Epoch 31 Batch 482/538 - Train Accuracy: 0.947, Validation Accuracy: 0.963, Loss: 0.042 Epoch 31 Batch 483/538 - Train Accuracy: 0.944, Validation Accuracy: 0.960, Loss: 0.058 Epoch 31 Batch 484/538 - Train Accuracy: 0.946, Validation Accuracy: 0.960, Loss: 0.054 Epoch 31 Batch 485/538 - Train Accuracy: 0.947, Validation Accuracy: 0.960, Loss: 0.054 Epoch 31 Batch 486/538 - Train Accuracy: 0.959, Validation Accuracy: 0.956, Loss: 0.038 Epoch 31 Batch 487/538 - Train Accuracy: 0.963, Validation Accuracy: 0.956, Loss: 0.033 Epoch 31 Batch 488/538 - Train Accuracy: 0.961, Validation Accuracy: 0.954, Loss: 0.043 Epoch 31 Batch 489/538 - Train Accuracy: 0.947, Validation Accuracy: 0.952, Loss: 0.048 Epoch 31 Batch 490/538 - Train Accuracy: 0.947, Validation Accuracy: 0.954, Loss: 0.056 Epoch 31 Batch 491/538 - Train Accuracy: 0.932, Validation Accuracy: 0.952, Loss: 0.050 Epoch 31 Batch 492/538 - Train Accuracy: 0.952, Validation Accuracy: 0.959, Loss: 0.047 Epoch 31 Batch 493/538 - Train Accuracy: 0.950, Validation Accuracy: 0.957, Loss: 0.046 Epoch 31 Batch 494/538 - Train Accuracy: 0.946, Validation Accuracy: 0.962, Loss: 0.062 Epoch 31 Batch 495/538 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.051 Epoch 31 Batch 496/538 - Train Accuracy: 0.958, Validation Accuracy: 0.962, Loss: 0.042 Epoch 31 Batch 497/538 - Train Accuracy: 0.953, Validation Accuracy: 0.962, Loss: 0.050 Epoch 31 Batch 498/538 - Train Accuracy: 0.943, Validation Accuracy: 0.958, Loss: 0.044 Epoch 31 Batch 499/538 - Train Accuracy: 0.954, Validation Accuracy: 0.958, Loss: 0.047 Epoch 31 Batch 500/538 - Train Accuracy: 0.970, Validation Accuracy: 0.954, Loss: 0.033 Epoch 31 Batch 501/538 - Train Accuracy: 0.958, Validation Accuracy: 0.954, Loss: 0.053 Epoch 31 Batch 502/538 - Train Accuracy: 0.940, Validation Accuracy: 0.953, Loss: 0.049 Epoch 31 Batch 503/538 - Train Accuracy: 0.961, Validation Accuracy: 0.955, Loss: 0.044 Epoch 31 Batch 504/538 - Train Accuracy: 0.970, Validation Accuracy: 0.953, Loss: 0.040 Epoch 31 Batch 505/538 - Train Accuracy: 0.962, Validation Accuracy: 0.955, Loss: 0.035 Epoch 31 Batch 506/538 - Train Accuracy: 0.951, Validation Accuracy: 0.955, Loss: 0.043 Epoch 31 Batch 507/538 - Train Accuracy: 0.948, Validation Accuracy: 0.957, Loss: 0.050 Epoch 31 Batch 508/538 - Train Accuracy: 0.947, Validation Accuracy: 0.953, Loss: 0.039 Epoch 31 Batch 509/538 - Train Accuracy: 0.950, Validation Accuracy: 0.951, Loss: 0.046 Epoch 31 Batch 510/538 - Train Accuracy: 0.947, Validation Accuracy: 0.950, Loss: 0.036 Epoch 31 Batch 511/538 - Train Accuracy: 0.946, Validation Accuracy: 0.950, Loss: 0.048 Epoch 31 Batch 512/538 - Train Accuracy: 0.954, Validation Accuracy: 0.951, Loss: 0.054 Epoch 31 Batch 513/538 - Train Accuracy: 0.941, Validation Accuracy: 0.953, Loss: 0.040 Epoch 31 Batch 514/538 - Train Accuracy: 0.960, Validation Accuracy: 0.953, Loss: 0.045 Epoch 31 Batch 515/538 - Train Accuracy: 0.951, Validation Accuracy: 0.952, Loss: 0.054 Epoch 31 Batch 516/538 - Train Accuracy: 0.951, Validation Accuracy: 0.953, Loss: 0.049 Epoch 31 Batch 517/538 - Train Accuracy: 0.962, Validation Accuracy: 0.953, Loss: 0.042 Epoch 31 Batch 518/538 - Train Accuracy: 0.940, Validation Accuracy: 0.953, Loss: 0.051 Epoch 31 Batch 519/538 - Train Accuracy: 0.961, Validation Accuracy: 0.954, Loss: 0.044 Epoch 31 Batch 520/538 - Train Accuracy: 0.955, Validation Accuracy: 0.955, Loss: 0.051 Epoch 31 Batch 521/538 - Train Accuracy: 0.951, Validation Accuracy: 0.955, Loss: 0.053 Epoch 31 Batch 522/538 - Train Accuracy: 0.956, Validation Accuracy: 0.956, Loss: 0.041 Epoch 31 Batch 523/538 - Train Accuracy: 0.959, Validation Accuracy: 0.951, Loss: 0.047 Epoch 31 Batch 524/538 - Train Accuracy: 0.950, Validation Accuracy: 0.951, Loss: 0.047 Epoch 31 Batch 525/538 - Train Accuracy: 0.959, Validation Accuracy: 0.952, Loss: 0.049 Epoch 31 Batch 526/538 - Train Accuracy: 0.949, Validation Accuracy: 0.952, Loss: 0.043 Epoch 31 Batch 527/538 - Train Accuracy: 0.960, Validation Accuracy: 0.950, Loss: 0.048 Epoch 31 Batch 528/538 - Train Accuracy: 0.956, Validation Accuracy: 0.950, Loss: 0.046 Epoch 31 Batch 529/538 - Train Accuracy: 0.944, Validation Accuracy: 0.950, Loss: 0.047 Epoch 31 Batch 530/538 - Train Accuracy: 0.950, Validation Accuracy: 0.951, Loss: 0.047 Epoch 31 Batch 531/538 - Train Accuracy: 0.958, Validation Accuracy: 0.949, Loss: 0.047 Epoch 31 Batch 532/538 - Train Accuracy: 0.941, Validation Accuracy: 0.947, Loss: 0.039 Epoch 31 Batch 533/538 - Train Accuracy: 0.960, Validation Accuracy: 0.947, Loss: 0.047 Epoch 31 Batch 534/538 - Train Accuracy: 0.954, Validation Accuracy: 0.956, Loss: 0.043 Epoch 31 Batch 535/538 - Train Accuracy: 0.956, Validation Accuracy: 0.953, Loss: 0.043 Epoch 31 Batch 536/538 - Train Accuracy: 0.962, Validation Accuracy: 0.951, Loss: 0.056 Epoch 32 Batch 0/538 - Train Accuracy: 0.958, Validation Accuracy: 0.953, Loss: 0.046 Epoch 32 Batch 1/538 - Train Accuracy: 0.963, Validation Accuracy: 0.951, Loss: 0.051 Epoch 32 Batch 2/538 - Train Accuracy: 0.959, Validation Accuracy: 0.952, Loss: 0.049 Epoch 32 Batch 3/538 - Train Accuracy: 0.949, Validation Accuracy: 0.947, Loss: 0.046 Epoch 32 Batch 4/538 - Train Accuracy: 0.960, Validation Accuracy: 0.945, Loss: 0.049 Epoch 32 Batch 5/538 - Train Accuracy: 0.951, Validation Accuracy: 0.942, Loss: 0.053 Epoch 32 Batch 6/538 - Train Accuracy: 0.956, Validation Accuracy: 0.939, Loss: 0.054 Epoch 32 Batch 7/538 - Train Accuracy: 0.944, Validation Accuracy: 0.930, Loss: 0.056 Epoch 32 Batch 8/538 - Train Accuracy: 0.953, Validation Accuracy: 0.933, Loss: 0.053 Epoch 32 Batch 9/538 - Train Accuracy: 0.933, Validation Accuracy: 0.940, Loss: 0.047 Epoch 32 Batch 10/538 - Train Accuracy: 0.946, Validation Accuracy: 0.940, Loss: 0.051 Epoch 32 Batch 11/538 - Train Accuracy: 0.950, Validation Accuracy: 0.937, Loss: 0.048 Epoch 32 Batch 12/538 - Train Accuracy: 0.952, Validation Accuracy: 0.944, Loss: 0.043 Epoch 32 Batch 13/538 - Train Accuracy: 0.957, Validation Accuracy: 0.959, Loss: 0.039 Epoch 32 Batch 14/538 - Train Accuracy: 0.946, Validation Accuracy: 0.960, Loss: 0.048 Epoch 32 Batch 15/538 - Train Accuracy: 0.958, Validation Accuracy: 0.957, Loss: 0.046 Epoch 32 Batch 16/538 - Train Accuracy: 0.955, Validation Accuracy: 0.955, Loss: 0.045 Epoch 32 Batch 17/538 - Train Accuracy: 0.948, Validation Accuracy: 0.955, Loss: 0.051 Epoch 32 Batch 18/538 - Train Accuracy: 0.962, Validation Accuracy: 0.953, Loss: 0.052 Epoch 32 Batch 19/538 - Train Accuracy: 0.944, Validation Accuracy: 0.949, Loss: 0.058 Epoch 32 Batch 20/538 - Train Accuracy: 0.946, Validation Accuracy: 0.949, Loss: 0.048 Epoch 32 Batch 21/538 - Train Accuracy: 0.972, Validation Accuracy: 0.948, Loss: 0.034 Epoch 32 Batch 22/538 - Train Accuracy: 0.954, Validation Accuracy: 0.954, Loss: 0.054 Epoch 32 Batch 23/538 - Train Accuracy: 0.958, Validation Accuracy: 0.954, Loss: 0.053 Epoch 32 Batch 24/538 - Train Accuracy: 0.960, Validation Accuracy: 0.962, Loss: 0.049 Epoch 32 Batch 25/538 - Train Accuracy: 0.956, Validation Accuracy: 0.963, Loss: 0.050 Epoch 32 Batch 26/538 - Train Accuracy: 0.953, Validation Accuracy: 0.960, Loss: 0.048 Epoch 32 Batch 27/538 - Train Accuracy: 0.966, Validation Accuracy: 0.956, Loss: 0.038 Epoch 32 Batch 28/538 - Train Accuracy: 0.953, Validation Accuracy: 0.959, Loss: 0.048 Epoch 32 Batch 29/538 - Train Accuracy: 0.954, Validation Accuracy: 0.959, Loss: 0.044 Epoch 32 Batch 30/538 - Train Accuracy: 0.950, Validation Accuracy: 0.959, Loss: 0.052 Epoch 32 Batch 31/538 - Train Accuracy: 0.964, Validation Accuracy: 0.957, Loss: 0.040 Epoch 32 Batch 32/538 - Train Accuracy: 0.951, Validation Accuracy: 0.960, Loss: 0.036 Epoch 32 Batch 33/538 - Train Accuracy: 0.950, Validation Accuracy: 0.950, Loss: 0.055 Epoch 32 Batch 34/538 - Train Accuracy: 0.934, Validation Accuracy: 0.948, Loss: 0.060 Epoch 32 Batch 35/538 - Train Accuracy: 0.957, Validation Accuracy: 0.952, Loss: 0.039 Epoch 32 Batch 36/538 - Train Accuracy: 0.957, Validation Accuracy: 0.952, Loss: 0.043 Epoch 32 Batch 37/538 - Train Accuracy: 0.952, Validation Accuracy: 0.952, Loss: 0.047 Epoch 32 Batch 38/538 - Train Accuracy: 0.942, Validation Accuracy: 0.952, Loss: 0.044 Epoch 32 Batch 39/538 - Train Accuracy: 0.951, Validation Accuracy: 0.960, Loss: 0.048 Epoch 32 Batch 40/538 - Train Accuracy: 0.961, Validation Accuracy: 0.956, Loss: 0.039 Epoch 32 Batch 41/538 - Train Accuracy: 0.967, Validation Accuracy: 0.956, Loss: 0.043 Epoch 32 Batch 42/538 - Train Accuracy: 0.951, Validation Accuracy: 0.951, Loss: 0.047 Epoch 32 Batch 43/538 - Train Accuracy: 0.943, Validation Accuracy: 0.953, Loss: 0.051 Epoch 32 Batch 44/538 - Train Accuracy: 0.948, Validation Accuracy: 0.953, Loss: 0.045 Epoch 32 Batch 45/538 - Train Accuracy: 0.961, Validation Accuracy: 0.950, Loss: 0.048 Epoch 32 Batch 46/538 - Train Accuracy: 0.954, Validation Accuracy: 0.947, Loss: 0.042 Epoch 32 Batch 47/538 - Train Accuracy: 0.958, Validation Accuracy: 0.948, Loss: 0.055 Epoch 32 Batch 48/538 - Train Accuracy: 0.951, Validation Accuracy: 0.947, Loss: 0.053 Epoch 32 Batch 49/538 - Train Accuracy: 0.957, Validation Accuracy: 0.946, Loss: 0.045 Epoch 32 Batch 50/538 - Train Accuracy: 0.951, Validation Accuracy: 0.948, Loss: 0.040 Epoch 32 Batch 51/538 - Train Accuracy: 0.954, Validation Accuracy: 0.946, Loss: 0.054 Epoch 32 Batch 52/538 - Train Accuracy: 0.953, Validation Accuracy: 0.947, Loss: 0.047 Epoch 32 Batch 53/538 - Train Accuracy: 0.925, Validation Accuracy: 0.949, Loss: 0.055 Epoch 32 Batch 54/538 - Train Accuracy: 0.965, Validation Accuracy: 0.952, Loss: 0.042 Epoch 32 Batch 55/538 - Train Accuracy: 0.957, Validation Accuracy: 0.954, Loss: 0.047 Epoch 32 Batch 56/538 - Train Accuracy: 0.960, Validation Accuracy: 0.957, Loss: 0.041 Epoch 32 Batch 57/538 - Train Accuracy: 0.945, Validation Accuracy: 0.960, Loss: 0.056 Epoch 32 Batch 58/538 - Train Accuracy: 0.946, Validation Accuracy: 0.960, Loss: 0.043 Epoch 32 Batch 59/538 - Train Accuracy: 0.948, Validation Accuracy: 0.962, Loss: 0.054 Epoch 32 Batch 60/538 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.046 Epoch 32 Batch 61/538 - Train Accuracy: 0.949, Validation Accuracy: 0.958, Loss: 0.043 Epoch 32 Batch 62/538 - Train Accuracy: 0.940, Validation Accuracy: 0.960, Loss: 0.049 Epoch 32 Batch 63/538 - Train Accuracy: 0.960, Validation Accuracy: 0.962, Loss: 0.040 Epoch 32 Batch 64/538 - Train Accuracy: 0.959, Validation Accuracy: 0.955, Loss: 0.046 Epoch 32 Batch 65/538 - Train Accuracy: 0.946, Validation Accuracy: 0.954, Loss: 0.050 Epoch 32 Batch 66/538 - Train Accuracy: 0.972, Validation Accuracy: 0.953, Loss: 0.034 Epoch 32 Batch 67/538 - Train Accuracy: 0.965, Validation Accuracy: 0.953, Loss: 0.042 Epoch 32 Batch 68/538 - Train Accuracy: 0.948, Validation Accuracy: 0.949, Loss: 0.039 Epoch 32 Batch 69/538 - Train Accuracy: 0.961, Validation Accuracy: 0.954, Loss: 0.042 Epoch 32 Batch 70/538 - Train Accuracy: 0.951, Validation Accuracy: 0.950, Loss: 0.045 Epoch 32 Batch 71/538 - Train Accuracy: 0.967, Validation Accuracy: 0.952, Loss: 0.056 Epoch 32 Batch 72/538 - Train Accuracy: 0.967, Validation Accuracy: 0.955, Loss: 0.067 Epoch 32 Batch 73/538 - Train Accuracy: 0.938, Validation Accuracy: 0.950, Loss: 0.056 Epoch 32 Batch 74/538 - Train Accuracy: 0.959, Validation Accuracy: 0.948, Loss: 0.046 Epoch 32 Batch 75/538 - Train Accuracy: 0.951, Validation Accuracy: 0.952, Loss: 0.042 Epoch 32 Batch 76/538 - Train Accuracy: 0.950, Validation Accuracy: 0.947, Loss: 0.049 Epoch 32 Batch 77/538 - Train Accuracy: 0.958, Validation Accuracy: 0.954, Loss: 0.038 Epoch 32 Batch 78/538 - Train Accuracy: 0.952, Validation Accuracy: 0.950, Loss: 0.055 Epoch 32 Batch 79/538 - Train Accuracy: 0.952, Validation Accuracy: 0.945, Loss: 0.042 Epoch 32 Batch 80/538 - Train Accuracy: 0.951, Validation Accuracy: 0.945, Loss: 0.051 Epoch 32 Batch 81/538 - Train Accuracy: 0.945, Validation Accuracy: 0.947, Loss: 0.050 Epoch 32 Batch 82/538 - Train Accuracy: 0.947, Validation Accuracy: 0.949, Loss: 0.045 Epoch 32 Batch 83/538 - Train Accuracy: 0.948, Validation Accuracy: 0.949, Loss: 0.041 Epoch 32 Batch 84/538 - Train Accuracy: 0.936, Validation Accuracy: 0.943, Loss: 0.049 Epoch 32 Batch 85/538 - Train Accuracy: 0.967, Validation Accuracy: 0.944, Loss: 0.045 Epoch 32 Batch 86/538 - Train Accuracy: 0.958, Validation Accuracy: 0.942, Loss: 0.038 Epoch 32 Batch 87/538 - Train Accuracy: 0.932, Validation Accuracy: 0.943, Loss: 0.047 Epoch 32 Batch 88/538 - Train Accuracy: 0.964, Validation Accuracy: 0.941, Loss: 0.042 Epoch 32 Batch 89/538 - Train Accuracy: 0.952, Validation Accuracy: 0.942, Loss: 0.040 Epoch 32 Batch 90/538 - Train Accuracy: 0.955, Validation Accuracy: 0.945, Loss: 0.051 Epoch 32 Batch 91/538 - Train Accuracy: 0.955, Validation Accuracy: 0.947, Loss: 0.046 Epoch 32 Batch 92/538 - Train Accuracy: 0.952, Validation Accuracy: 0.951, Loss: 0.049 Epoch 32 Batch 93/538 - Train Accuracy: 0.958, Validation Accuracy: 0.953, Loss: 0.042 Epoch 32 Batch 94/538 - Train Accuracy: 0.954, Validation Accuracy: 0.953, Loss: 0.045 Epoch 32 Batch 95/538 - Train Accuracy: 0.944, Validation Accuracy: 0.952, Loss: 0.042 Epoch 32 Batch 96/538 - Train Accuracy: 0.970, Validation Accuracy: 0.952, Loss: 0.042 Epoch 32 Batch 97/538 - Train Accuracy: 0.945, Validation Accuracy: 0.949, Loss: 0.041 Epoch 32 Batch 98/538 - Train Accuracy: 0.953, Validation Accuracy: 0.949, Loss: 0.050 Epoch 32 Batch 99/538 - Train Accuracy: 0.961, Validation Accuracy: 0.954, Loss: 0.047 Epoch 32 Batch 100/538 - Train Accuracy: 0.958, Validation Accuracy: 0.954, Loss: 0.039 Epoch 32 Batch 101/538 - Train Accuracy: 0.934, Validation Accuracy: 0.956, Loss: 0.060 Epoch 32 Batch 102/538 - Train Accuracy: 0.944, Validation Accuracy: 0.959, Loss: 0.051 Epoch 32 Batch 103/538 - Train Accuracy: 0.950, Validation Accuracy: 0.957, Loss: 0.042 Epoch 32 Batch 104/538 - Train Accuracy: 0.960, Validation Accuracy: 0.959, Loss: 0.040 Epoch 32 Batch 105/538 - Train Accuracy: 0.953, Validation Accuracy: 0.960, Loss: 0.039 Epoch 32 Batch 106/538 - Train Accuracy: 0.948, Validation Accuracy: 0.951, Loss: 0.041 Epoch 32 Batch 107/538 - Train Accuracy: 0.943, Validation Accuracy: 0.949, Loss: 0.054 Epoch 32 Batch 108/538 - Train Accuracy: 0.964, Validation Accuracy: 0.947, Loss: 0.041 Epoch 32 Batch 109/538 - Train Accuracy: 0.958, Validation Accuracy: 0.943, Loss: 0.042 Epoch 32 Batch 110/538 - Train Accuracy: 0.949, Validation Accuracy: 0.947, Loss: 0.047 Epoch 32 Batch 111/538 - Train Accuracy: 0.948, Validation Accuracy: 0.951, Loss: 0.045 Epoch 32 Batch 112/538 - Train Accuracy: 0.940, Validation Accuracy: 0.948, Loss: 0.047 Epoch 32 Batch 113/538 - Train Accuracy: 0.933, Validation Accuracy: 0.951, Loss: 0.044 Epoch 32 Batch 114/538 - Train Accuracy: 0.955, Validation Accuracy: 0.957, Loss: 0.040 Epoch 32 Batch 115/538 - Train Accuracy: 0.958, Validation Accuracy: 0.959, Loss: 0.046 Epoch 32 Batch 116/538 - Train Accuracy: 0.950, Validation Accuracy: 0.956, Loss: 0.058 Epoch 32 Batch 117/538 - Train Accuracy: 0.956, Validation Accuracy: 0.956, Loss: 0.045 Epoch 32 Batch 118/538 - Train Accuracy: 0.966, Validation Accuracy: 0.958, Loss: 0.040 Epoch 32 Batch 119/538 - Train Accuracy: 0.970, Validation Accuracy: 0.958, Loss: 0.036 Epoch 32 Batch 120/538 - Train Accuracy: 0.963, Validation Accuracy: 0.958, Loss: 0.036 Epoch 32 Batch 121/538 - Train Accuracy: 0.956, Validation Accuracy: 0.955, Loss: 0.045 Epoch 32 Batch 122/538 - Train Accuracy: 0.954, Validation Accuracy: 0.956, Loss: 0.041 Epoch 32 Batch 123/538 - Train Accuracy: 0.938, Validation Accuracy: 0.958, Loss: 0.039 Epoch 32 Batch 124/538 - Train Accuracy: 0.957, Validation Accuracy: 0.958, Loss: 0.042 Epoch 32 Batch 125/538 - Train Accuracy: 0.951, Validation Accuracy: 0.959, Loss: 0.052 Epoch 32 Batch 126/538 - Train Accuracy: 0.939, Validation Accuracy: 0.959, Loss: 0.048 Epoch 32 Batch 127/538 - Train Accuracy: 0.932, Validation Accuracy: 0.959, Loss: 0.048 Epoch 32 Batch 128/538 - Train Accuracy: 0.955, Validation Accuracy: 0.961, Loss: 0.041 Epoch 32 Batch 129/538 - Train Accuracy: 0.960, Validation Accuracy: 0.961, Loss: 0.033 Epoch 32 Batch 130/538 - Train Accuracy: 0.945, Validation Accuracy: 0.961, Loss: 0.037 Epoch 32 Batch 131/538 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.039 Epoch 32 Batch 132/538 - Train Accuracy: 0.953, Validation Accuracy: 0.958, Loss: 0.040 Epoch 32 Batch 133/538 - Train Accuracy: 0.943, Validation Accuracy: 0.960, Loss: 0.046 Epoch 32 Batch 134/538 - Train Accuracy: 0.932, Validation Accuracy: 0.960, Loss: 0.064 Epoch 32 Batch 135/538 - Train Accuracy: 0.954, Validation Accuracy: 0.960, Loss: 0.055 Epoch 32 Batch 136/538 - Train Accuracy: 0.953, Validation Accuracy: 0.951, Loss: 0.040 Epoch 32 Batch 137/538 - Train Accuracy: 0.957, Validation Accuracy: 0.950, Loss: 0.052 Epoch 32 Batch 138/538 - Train Accuracy: 0.953, Validation Accuracy: 0.947, Loss: 0.045 Epoch 32 Batch 139/538 - Train Accuracy: 0.951, Validation Accuracy: 0.947, Loss: 0.054 Epoch 32 Batch 140/538 - Train Accuracy: 0.939, Validation Accuracy: 0.951, Loss: 0.059 Epoch 32 Batch 141/538 - Train Accuracy: 0.965, Validation Accuracy: 0.958, Loss: 0.045 Epoch 32 Batch 142/538 - Train Accuracy: 0.961, Validation Accuracy: 0.956, Loss: 0.050 Epoch 32 Batch 143/538 - Train Accuracy: 0.962, Validation Accuracy: 0.955, Loss: 0.053 Epoch 32 Batch 144/538 - Train Accuracy: 0.954, Validation Accuracy: 0.958, Loss: 0.056 Epoch 32 Batch 145/538 - Train Accuracy: 0.950, Validation Accuracy: 0.956, Loss: 0.055 Epoch 32 Batch 146/538 - Train Accuracy: 0.952, Validation Accuracy: 0.954, Loss: 0.046 Epoch 32 Batch 147/538 - Train Accuracy: 0.956, Validation Accuracy: 0.949, Loss: 0.051 Epoch 32 Batch 148/538 - Train Accuracy: 0.939, Validation Accuracy: 0.951, Loss: 0.055 Epoch 32 Batch 149/538 - Train Accuracy: 0.961, Validation Accuracy: 0.949, Loss: 0.043 Epoch 32 Batch 150/538 - Train Accuracy: 0.970, Validation Accuracy: 0.950, Loss: 0.042 Epoch 32 Batch 151/538 - Train Accuracy: 0.953, Validation Accuracy: 0.950, Loss: 0.049 Epoch 32 Batch 152/538 - Train Accuracy: 0.952, Validation Accuracy: 0.955, Loss: 0.050 Epoch 32 Batch 153/538 - Train Accuracy: 0.960, Validation Accuracy: 0.957, Loss: 0.045 Epoch 32 Batch 154/538 - Train Accuracy: 0.963, Validation Accuracy: 0.959, Loss: 0.040 Epoch 32 Batch 155/538 - Train Accuracy: 0.948, Validation Accuracy: 0.959, Loss: 0.045 Epoch 32 Batch 156/538 - Train Accuracy: 0.961, Validation Accuracy: 0.956, Loss: 0.042 Epoch 32 Batch 157/538 - Train Accuracy: 0.967, Validation Accuracy: 0.958, Loss: 0.038 Epoch 32 Batch 158/538 - Train Accuracy: 0.962, Validation Accuracy: 0.958, Loss: 0.049 Epoch 32 Batch 159/538 - Train Accuracy: 0.947, Validation Accuracy: 0.958, Loss: 0.051 Epoch 32 Batch 160/538 - Train Accuracy: 0.935, Validation Accuracy: 0.957, Loss: 0.040 Epoch 32 Batch 161/538 - Train Accuracy: 0.956, Validation Accuracy: 0.956, Loss: 0.042 Epoch 32 Batch 162/538 - Train Accuracy: 0.966, Validation Accuracy: 0.952, Loss: 0.045 Epoch 32 Batch 163/538 - Train Accuracy: 0.953, Validation Accuracy: 0.955, Loss: 0.061 Epoch 32 Batch 164/538 - Train Accuracy: 0.939, Validation Accuracy: 0.953, Loss: 0.049 Epoch 32 Batch 165/538 - Train Accuracy: 0.954, Validation Accuracy: 0.954, Loss: 0.041 Epoch 32 Batch 166/538 - Train Accuracy: 0.969, Validation Accuracy: 0.956, Loss: 0.040 Epoch 32 Batch 167/538 - Train Accuracy: 0.960, Validation Accuracy: 0.956, Loss: 0.075 Epoch 32 Batch 168/538 - Train Accuracy: 0.933, Validation Accuracy: 0.954, Loss: 0.060 Epoch 32 Batch 169/538 - Train Accuracy: 0.963, Validation Accuracy: 0.947, Loss: 0.039 Epoch 32 Batch 170/538 - Train Accuracy: 0.959, Validation Accuracy: 0.953, Loss: 0.044 Epoch 32 Batch 171/538 - Train Accuracy: 0.947, Validation Accuracy: 0.953, Loss: 0.049 Epoch 32 Batch 172/538 - Train Accuracy: 0.959, Validation Accuracy: 0.955, Loss: 0.040 Epoch 32 Batch 173/538 - Train Accuracy: 0.965, Validation Accuracy: 0.952, Loss: 0.037 Epoch 32 Batch 174/538 - Train Accuracy: 0.950, Validation Accuracy: 0.951, Loss: 0.039 Epoch 32 Batch 175/538 - Train Accuracy: 0.962, Validation Accuracy: 0.951, Loss: 0.044 Epoch 32 Batch 176/538 - Train Accuracy: 0.950, Validation Accuracy: 0.948, Loss: 0.048 Epoch 32 Batch 177/538 - Train Accuracy: 0.966, Validation Accuracy: 0.952, Loss: 0.044 Epoch 32 Batch 178/538 - Train Accuracy: 0.941, Validation Accuracy: 0.952, Loss: 0.048 Epoch 32 Batch 179/538 - Train Accuracy: 0.958, Validation Accuracy: 0.952, Loss: 0.049 Epoch 32 Batch 180/538 - Train Accuracy: 0.945, Validation Accuracy: 0.954, Loss: 0.052 Epoch 32 Batch 181/538 - Train Accuracy: 0.943, Validation Accuracy: 0.954, Loss: 0.055 Epoch 32 Batch 182/538 - Train Accuracy: 0.959, Validation Accuracy: 0.956, Loss: 0.037 Epoch 32 Batch 183/538 - Train Accuracy: 0.964, Validation Accuracy: 0.957, Loss: 0.037 Epoch 32 Batch 184/538 - Train Accuracy: 0.957, Validation Accuracy: 0.955, Loss: 0.042 Epoch 32 Batch 185/538 - Train Accuracy: 0.971, Validation Accuracy: 0.955, Loss: 0.042 Epoch 32 Batch 186/538 - Train Accuracy: 0.954, Validation Accuracy: 0.951, Loss: 0.044 Epoch 32 Batch 187/538 - Train Accuracy: 0.953, Validation Accuracy: 0.953, Loss: 0.044 Epoch 32 Batch 188/538 - Train Accuracy: 0.949, Validation Accuracy: 0.953, Loss: 0.045 Epoch 32 Batch 189/538 - Train Accuracy: 0.957, Validation Accuracy: 0.950, Loss: 0.051 Epoch 32 Batch 190/538 - Train Accuracy: 0.929, Validation Accuracy: 0.950, Loss: 0.064 Epoch 32 Batch 191/538 - Train Accuracy: 0.959, Validation Accuracy: 0.951, Loss: 0.040 Epoch 32 Batch 192/538 - Train Accuracy: 0.956, Validation Accuracy: 0.950, Loss: 0.039 Epoch 32 Batch 193/538 - Train Accuracy: 0.944, Validation Accuracy: 0.955, Loss: 0.046 Epoch 32 Batch 194/538 - Train Accuracy: 0.945, Validation Accuracy: 0.950, Loss: 0.058 Epoch 32 Batch 195/538 - Train Accuracy: 0.967, Validation Accuracy: 0.949, Loss: 0.057 Epoch 32 Batch 196/538 - Train Accuracy: 0.941, Validation Accuracy: 0.952, Loss: 0.045 Epoch 32 Batch 197/538 - Train Accuracy: 0.961, Validation Accuracy: 0.948, Loss: 0.043 Epoch 32 Batch 198/538 - Train Accuracy: 0.951, Validation Accuracy: 0.946, Loss: 0.045 Epoch 32 Batch 199/538 - Train Accuracy: 0.948, Validation Accuracy: 0.951, Loss: 0.048 Epoch 32 Batch 200/538 - Train Accuracy: 0.966, Validation Accuracy: 0.952, Loss: 0.035 Epoch 32 Batch 201/538 - Train Accuracy: 0.957, Validation Accuracy: 0.954, Loss: 0.052 Epoch 32 Batch 202/538 - Train Accuracy: 0.958, Validation Accuracy: 0.955, Loss: 0.040 Epoch 32 Batch 203/538 - Train Accuracy: 0.952, Validation Accuracy: 0.954, Loss: 0.055 Epoch 32 Batch 204/538 - Train Accuracy: 0.943, Validation Accuracy: 0.954, Loss: 0.060 Epoch 32 Batch 205/538 - Train Accuracy: 0.951, Validation Accuracy: 0.954, Loss: 0.043 Epoch 32 Batch 206/538 - Train Accuracy: 0.959, Validation Accuracy: 0.957, Loss: 0.042 Epoch 32 Batch 207/538 - Train Accuracy: 0.962, Validation Accuracy: 0.956, Loss: 0.053 Epoch 32 Batch 208/538 - Train Accuracy: 0.964, Validation Accuracy: 0.957, Loss: 0.052 Epoch 32 Batch 209/538 - Train Accuracy: 0.955, Validation Accuracy: 0.955, Loss: 0.037 Epoch 32 Batch 210/538 - Train Accuracy: 0.949, Validation Accuracy: 0.952, Loss: 0.052 Epoch 32 Batch 211/538 - Train Accuracy: 0.958, Validation Accuracy: 0.952, Loss: 0.048 Epoch 32 Batch 212/538 - Train Accuracy: 0.954, Validation Accuracy: 0.953, Loss: 0.043 Epoch 32 Batch 213/538 - Train Accuracy: 0.962, Validation Accuracy: 0.955, Loss: 0.041 Epoch 32 Batch 214/538 - Train Accuracy: 0.958, Validation Accuracy: 0.955, Loss: 0.041 Epoch 32 Batch 215/538 - Train Accuracy: 0.953, Validation Accuracy: 0.957, Loss: 0.042 Epoch 32 Batch 216/538 - Train Accuracy: 0.954, Validation Accuracy: 0.957, Loss: 0.046 Epoch 32 Batch 217/538 - Train Accuracy: 0.960, Validation Accuracy: 0.957, Loss: 0.047 Epoch 32 Batch 218/538 - Train Accuracy: 0.957, Validation Accuracy: 0.956, Loss: 0.037 Epoch 32 Batch 219/538 - Train Accuracy: 0.940, Validation Accuracy: 0.955, Loss: 0.055 Epoch 32 Batch 220/538 - Train Accuracy: 0.940, Validation Accuracy: 0.950, Loss: 0.044 Epoch 32 Batch 221/538 - Train Accuracy: 0.955, Validation Accuracy: 0.945, Loss: 0.041 Epoch 32 Batch 222/538 - Train Accuracy: 0.942, Validation Accuracy: 0.938, Loss: 0.038 Epoch 32 Batch 223/538 - Train Accuracy: 0.955, Validation Accuracy: 0.944, Loss: 0.048 Epoch 32 Batch 224/538 - Train Accuracy: 0.947, Validation Accuracy: 0.941, Loss: 0.052 Epoch 32 Batch 225/538 - Train Accuracy: 0.961, Validation Accuracy: 0.949, Loss: 0.042 Epoch 32 Batch 226/538 - Train Accuracy: 0.957, Validation Accuracy: 0.948, Loss: 0.045 Epoch 32 Batch 227/538 - Train Accuracy: 0.943, Validation Accuracy: 0.950, Loss: 0.042 Epoch 32 Batch 228/538 - Train Accuracy: 0.945, Validation Accuracy: 0.954, Loss: 0.049 Epoch 32 Batch 229/538 - Train Accuracy: 0.953, Validation Accuracy: 0.948, Loss: 0.052 Epoch 32 Batch 230/538 - Train Accuracy: 0.943, Validation Accuracy: 0.952, Loss: 0.047 Epoch 32 Batch 231/538 - Train Accuracy: 0.945, Validation Accuracy: 0.950, Loss: 0.046 Epoch 32 Batch 232/538 - Train Accuracy: 0.960, Validation Accuracy: 0.944, Loss: 0.050 Epoch 32 Batch 233/538 - Train Accuracy: 0.957, Validation Accuracy: 0.952, Loss: 0.056 Epoch 32 Batch 234/538 - Train Accuracy: 0.963, Validation Accuracy: 0.951, Loss: 0.049 Epoch 32 Batch 235/538 - Train Accuracy: 0.954, Validation Accuracy: 0.947, Loss: 0.038 Epoch 32 Batch 236/538 - Train Accuracy: 0.946, Validation Accuracy: 0.949, Loss: 0.042 Epoch 32 Batch 237/538 - Train Accuracy: 0.960, Validation Accuracy: 0.947, Loss: 0.036 Epoch 32 Batch 238/538 - Train Accuracy: 0.954, Validation Accuracy: 0.947, Loss: 0.045 Epoch 32 Batch 239/538 - Train Accuracy: 0.950, Validation Accuracy: 0.951, Loss: 0.046 Epoch 32 Batch 240/538 - Train Accuracy: 0.945, Validation Accuracy: 0.951, Loss: 0.048 Epoch 32 Batch 241/538 - Train Accuracy: 0.928, Validation Accuracy: 0.956, Loss: 0.053 Epoch 32 Batch 242/538 - Train Accuracy: 0.965, Validation Accuracy: 0.958, Loss: 0.042 Epoch 32 Batch 243/538 - Train Accuracy: 0.950, Validation Accuracy: 0.963, Loss: 0.041 Epoch 32 Batch 244/538 - Train Accuracy: 0.939, Validation Accuracy: 0.963, Loss: 0.041 Epoch 32 Batch 245/538 - Train Accuracy: 0.946, Validation Accuracy: 0.963, Loss: 0.055 Epoch 32 Batch 246/538 - Train Accuracy: 0.956, Validation Accuracy: 0.956, Loss: 0.039 Epoch 32 Batch 247/538 - Train Accuracy: 0.960, Validation Accuracy: 0.955, Loss: 0.046 Epoch 32 Batch 248/538 - Train Accuracy: 0.949, Validation Accuracy: 0.955, Loss: 0.046 Epoch 32 Batch 249/538 - Train Accuracy: 0.959, Validation Accuracy: 0.950, Loss: 0.030 Epoch 32 Batch 250/538 - Train Accuracy: 0.951, Validation Accuracy: 0.948, Loss: 0.041 Epoch 32 Batch 251/538 - Train Accuracy: 0.953, Validation Accuracy: 0.948, Loss: 0.038 Epoch 32 Batch 252/538 - Train Accuracy: 0.941, Validation Accuracy: 0.954, Loss: 0.048 Epoch 32 Batch 253/538 - Train Accuracy: 0.950, Validation Accuracy: 0.957, Loss: 0.037 Epoch 32 Batch 254/538 - Train Accuracy: 0.949, Validation Accuracy: 0.962, Loss: 0.048 Epoch 32 Batch 255/538 - Train Accuracy: 0.962, Validation Accuracy: 0.961, Loss: 0.039 Epoch 32 Batch 256/538 - Train Accuracy: 0.943, Validation Accuracy: 0.961, Loss: 0.041 Epoch 32 Batch 257/538 - Train Accuracy: 0.962, Validation Accuracy: 0.961, Loss: 0.039 Epoch 32 Batch 258/538 - Train Accuracy: 0.957, Validation Accuracy: 0.959, Loss: 0.042 Epoch 32 Batch 259/538 - Train Accuracy: 0.973, Validation Accuracy: 0.959, Loss: 0.038 Epoch 32 Batch 260/538 - Train Accuracy: 0.934, Validation Accuracy: 0.961, Loss: 0.048 Epoch 32 Batch 261/538 - Train Accuracy: 0.949, Validation Accuracy: 0.958, Loss: 0.043 Epoch 32 Batch 262/538 - Train Accuracy: 0.967, Validation Accuracy: 0.958, Loss: 0.048 Epoch 32 Batch 263/538 - Train Accuracy: 0.938, Validation Accuracy: 0.955, Loss: 0.051 Epoch 32 Batch 264/538 - Train Accuracy: 0.950, Validation Accuracy: 0.955, Loss: 0.050 Epoch 32 Batch 265/538 - Train Accuracy: 0.941, Validation Accuracy: 0.952, Loss: 0.044 Epoch 32 Batch 266/538 - Train Accuracy: 0.945, Validation Accuracy: 0.951, Loss: 0.054 Epoch 32 Batch 267/538 - Train Accuracy: 0.942, Validation Accuracy: 0.956, Loss: 0.043 Epoch 32 Batch 268/538 - Train Accuracy: 0.953, Validation Accuracy: 0.956, Loss: 0.039 Epoch 32 Batch 269/538 - Train Accuracy: 0.953, Validation Accuracy: 0.953, Loss: 0.047 Epoch 32 Batch 270/538 - Train Accuracy: 0.943, Validation Accuracy: 0.952, Loss: 0.037 Epoch 32 Batch 271/538 - Train Accuracy: 0.954, Validation Accuracy: 0.945, Loss: 0.036 Epoch 32 Batch 272/538 - Train Accuracy: 0.956, Validation Accuracy: 0.945, Loss: 0.050 Epoch 32 Batch 273/538 - Train Accuracy: 0.949, Validation Accuracy: 0.948, Loss: 0.050 Epoch 32 Batch 274/538 - Train Accuracy: 0.924, Validation Accuracy: 0.950, Loss: 0.052 Epoch 32 Batch 275/538 - Train Accuracy: 0.951, Validation Accuracy: 0.950, Loss: 0.053 Epoch 32 Batch 276/538 - Train Accuracy: 0.946, Validation Accuracy: 0.951, Loss: 0.051 Epoch 32 Batch 277/538 - Train Accuracy: 0.957, Validation Accuracy: 0.951, Loss: 0.036 Epoch 32 Batch 278/538 - Train Accuracy: 0.952, Validation Accuracy: 0.950, Loss: 0.038 Epoch 32 Batch 279/538 - Train Accuracy: 0.949, Validation Accuracy: 0.948, Loss: 0.044 Epoch 32 Batch 280/538 - Train Accuracy: 0.970, Validation Accuracy: 0.951, Loss: 0.044 Epoch 32 Batch 281/538 - Train Accuracy: 0.954, Validation Accuracy: 0.951, Loss: 0.051 Epoch 32 Batch 282/538 - Train Accuracy: 0.954, Validation Accuracy: 0.950, Loss: 0.048 Epoch 32 Batch 283/538 - Train Accuracy: 0.957, Validation Accuracy: 0.947, Loss: 0.042 Epoch 32 Batch 284/538 - Train Accuracy: 0.944, Validation Accuracy: 0.950, Loss: 0.058 Epoch 32 Batch 285/538 - Train Accuracy: 0.956, Validation Accuracy: 0.950, Loss: 0.034 Epoch 32 Batch 286/538 - Train Accuracy: 0.945, Validation Accuracy: 0.954, Loss: 0.055 Epoch 32 Batch 287/538 - Train Accuracy: 0.970, Validation Accuracy: 0.954, Loss: 0.040 Epoch 32 Batch 288/538 - Train Accuracy: 0.952, Validation Accuracy: 0.957, Loss: 0.040 Epoch 32 Batch 289/538 - Train Accuracy: 0.952, Validation Accuracy: 0.958, Loss: 0.038 Epoch 32 Batch 290/538 - Train Accuracy: 0.959, Validation Accuracy: 0.962, Loss: 0.041 Epoch 32 Batch 291/538 - Train Accuracy: 0.958, Validation Accuracy: 0.959, Loss: 0.049 Epoch 32 Batch 292/538 - Train Accuracy: 0.962, Validation Accuracy: 0.956, Loss: 0.036 Epoch 32 Batch 293/538 - Train Accuracy: 0.950, Validation Accuracy: 0.954, Loss: 0.044 Epoch 32 Batch 294/538 - Train Accuracy: 0.955, Validation Accuracy: 0.952, Loss: 0.044 Epoch 32 Batch 295/538 - Train Accuracy: 0.963, Validation Accuracy: 0.953, Loss: 0.045 Epoch 32 Batch 296/538 - Train Accuracy: 0.944, Validation Accuracy: 0.953, Loss: 0.058 Epoch 32 Batch 297/538 - Train Accuracy: 0.966, Validation Accuracy: 0.951, Loss: 0.043 Epoch 32 Batch 298/538 - Train Accuracy: 0.948, Validation Accuracy: 0.955, Loss: 0.044 Epoch 32 Batch 299/538 - Train Accuracy: 0.951, Validation Accuracy: 0.955, Loss: 0.054 Epoch 32 Batch 300/538 - Train Accuracy: 0.955, Validation Accuracy: 0.956, Loss: 0.039 Epoch 32 Batch 301/538 - Train Accuracy: 0.955, Validation Accuracy: 0.957, Loss: 0.043 Epoch 32 Batch 302/538 - Train Accuracy: 0.966, Validation Accuracy: 0.959, Loss: 0.048 Epoch 32 Batch 303/538 - Train Accuracy: 0.958, Validation Accuracy: 0.959, Loss: 0.048 Epoch 32 Batch 304/538 - Train Accuracy: 0.949, Validation Accuracy: 0.959, Loss: 0.053 Epoch 32 Batch 305/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.041 Epoch 32 Batch 306/538 - Train Accuracy: 0.956, Validation Accuracy: 0.961, Loss: 0.042 Epoch 32 Batch 307/538 - Train Accuracy: 0.964, Validation Accuracy: 0.961, Loss: 0.038 Epoch 32 Batch 308/538 - Train Accuracy: 0.959, Validation Accuracy: 0.964, Loss: 0.041 Epoch 32 Batch 309/538 - Train Accuracy: 0.956, Validation Accuracy: 0.961, Loss: 0.037 Epoch 32 Batch 310/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.059 Epoch 32 Batch 311/538 - Train Accuracy: 0.948, Validation Accuracy: 0.964, Loss: 0.046 Epoch 32 Batch 312/538 - Train Accuracy: 0.956, Validation Accuracy: 0.964, Loss: 0.044 Epoch 32 Batch 313/538 - Train Accuracy: 0.959, Validation Accuracy: 0.964, Loss: 0.039 Epoch 32 Batch 314/538 - Train Accuracy: 0.957, Validation Accuracy: 0.960, Loss: 0.048 Epoch 32 Batch 315/538 - Train Accuracy: 0.960, Validation Accuracy: 0.965, Loss: 0.036 Epoch 32 Batch 316/538 - Train Accuracy: 0.946, Validation Accuracy: 0.966, Loss: 0.038 Epoch 32 Batch 317/538 - Train Accuracy: 0.950, Validation Accuracy: 0.966, Loss: 0.052 Epoch 32 Batch 318/538 - Train Accuracy: 0.947, Validation Accuracy: 0.962, Loss: 0.042 Epoch 32 Batch 319/538 - Train Accuracy: 0.956, Validation Accuracy: 0.964, Loss: 0.046 Epoch 32 Batch 320/538 - Train Accuracy: 0.967, Validation Accuracy: 0.964, Loss: 0.046 Epoch 32 Batch 321/538 - Train Accuracy: 0.947, Validation Accuracy: 0.966, Loss: 0.039 Epoch 32 Batch 322/538 - Train Accuracy: 0.961, Validation Accuracy: 0.968, Loss: 0.042 Epoch 32 Batch 323/538 - Train Accuracy: 0.960, Validation Accuracy: 0.968, Loss: 0.039 Epoch 32 Batch 324/538 - Train Accuracy: 0.953, Validation Accuracy: 0.967, Loss: 0.045 Epoch 32 Batch 325/538 - Train Accuracy: 0.963, Validation Accuracy: 0.965, Loss: 0.041 Epoch 32 Batch 326/538 - Train Accuracy: 0.954, Validation Accuracy: 0.964, Loss: 0.043 Epoch 32 Batch 327/538 - Train Accuracy: 0.954, Validation Accuracy: 0.964, Loss: 0.048 Epoch 32 Batch 328/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.035 Epoch 32 Batch 329/538 - Train Accuracy: 0.964, Validation Accuracy: 0.968, Loss: 0.041 Epoch 32 Batch 330/538 - Train Accuracy: 0.959, Validation Accuracy: 0.963, Loss: 0.038 Epoch 32 Batch 331/538 - Train Accuracy: 0.953, Validation Accuracy: 0.961, Loss: 0.042 Epoch 32 Batch 332/538 - Train Accuracy: 0.961, Validation Accuracy: 0.961, Loss: 0.043 Epoch 32 Batch 333/538 - Train Accuracy: 0.960, Validation Accuracy: 0.961, Loss: 0.047 Epoch 32 Batch 334/538 - Train Accuracy: 0.966, Validation Accuracy: 0.961, Loss: 0.041 Epoch 32 Batch 335/538 - Train Accuracy: 0.961, Validation Accuracy: 0.961, Loss: 0.046 Epoch 32 Batch 336/538 - Train Accuracy: 0.951, Validation Accuracy: 0.961, Loss: 0.043 Epoch 32 Batch 337/538 - Train Accuracy: 0.957, Validation Accuracy: 0.961, Loss: 0.042 Epoch 32 Batch 338/538 - Train Accuracy: 0.960, Validation Accuracy: 0.964, Loss: 0.044 Epoch 32 Batch 339/538 - Train Accuracy: 0.944, Validation Accuracy: 0.966, Loss: 0.049 Epoch 32 Batch 340/538 - Train Accuracy: 0.946, Validation Accuracy: 0.967, Loss: 0.048 Epoch 32 Batch 341/538 - Train Accuracy: 0.950, Validation Accuracy: 0.965, Loss: 0.038 Epoch 32 Batch 342/538 - Train Accuracy: 0.951, Validation Accuracy: 0.967, Loss: 0.049 Epoch 32 Batch 343/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.039 Epoch 32 Batch 344/538 - Train Accuracy: 0.955, Validation Accuracy: 0.962, Loss: 0.036 Epoch 32 Batch 345/538 - Train Accuracy: 0.954, Validation Accuracy: 0.957, Loss: 0.046 Epoch 32 Batch 346/538 - Train Accuracy: 0.954, Validation Accuracy: 0.955, Loss: 0.053 Epoch 32 Batch 347/538 - Train Accuracy: 0.964, Validation Accuracy: 0.954, Loss: 0.039 Epoch 32 Batch 348/538 - Train Accuracy: 0.946, Validation Accuracy: 0.953, Loss: 0.042 Epoch 32 Batch 349/538 - Train Accuracy: 0.959, Validation Accuracy: 0.954, Loss: 0.039 Epoch 32 Batch 350/538 - Train Accuracy: 0.948, Validation Accuracy: 0.956, Loss: 0.050 Epoch 32 Batch 351/538 - Train Accuracy: 0.955, Validation Accuracy: 0.956, Loss: 0.054 Epoch 32 Batch 352/538 - Train Accuracy: 0.945, Validation Accuracy: 0.957, Loss: 0.060 Epoch 32 Batch 353/538 - Train Accuracy: 0.938, Validation Accuracy: 0.957, Loss: 0.054 Epoch 32 Batch 354/538 - Train Accuracy: 0.942, Validation Accuracy: 0.958, Loss: 0.042 Epoch 32 Batch 355/538 - Train Accuracy: 0.963, Validation Accuracy: 0.963, Loss: 0.043 Epoch 32 Batch 356/538 - Train Accuracy: 0.961, Validation Accuracy: 0.964, Loss: 0.042 Epoch 32 Batch 357/538 - Train Accuracy: 0.957, Validation Accuracy: 0.964, Loss: 0.044 Epoch 32 Batch 358/538 - Train Accuracy: 0.961, Validation Accuracy: 0.966, Loss: 0.038 Epoch 32 Batch 359/538 - Train Accuracy: 0.953, Validation Accuracy: 0.968, Loss: 0.046 Epoch 32 Batch 360/538 - Train Accuracy: 0.954, Validation Accuracy: 0.968, Loss: 0.047 Epoch 32 Batch 361/538 - Train Accuracy: 0.960, Validation Accuracy: 0.964, Loss: 0.042 Epoch 32 Batch 362/538 - Train Accuracy: 0.963, Validation Accuracy: 0.966, Loss: 0.029 Epoch 32 Batch 363/538 - Train Accuracy: 0.958, Validation Accuracy: 0.961, Loss: 0.042 Epoch 32 Batch 364/538 - Train Accuracy: 0.951, Validation Accuracy: 0.959, Loss: 0.055 Epoch 32 Batch 365/538 - Train Accuracy: 0.955, Validation Accuracy: 0.957, Loss: 0.037 Epoch 32 Batch 366/538 - Train Accuracy: 0.963, Validation Accuracy: 0.957, Loss: 0.041 Epoch 32 Batch 367/538 - Train Accuracy: 0.953, Validation Accuracy: 0.957, Loss: 0.038 Epoch 32 Batch 368/538 - Train Accuracy: 0.965, Validation Accuracy: 0.955, Loss: 0.038 Epoch 32 Batch 369/538 - Train Accuracy: 0.961, Validation Accuracy: 0.956, Loss: 0.040 Epoch 32 Batch 370/538 - Train Accuracy: 0.950, Validation Accuracy: 0.959, Loss: 0.049 Epoch 32 Batch 371/538 - Train Accuracy: 0.968, Validation Accuracy: 0.956, Loss: 0.045 Epoch 32 Batch 372/538 - Train Accuracy: 0.957, Validation Accuracy: 0.953, Loss: 0.042 Epoch 32 Batch 373/538 - Train Accuracy: 0.941, Validation Accuracy: 0.958, Loss: 0.039 Epoch 32 Batch 374/538 - Train Accuracy: 0.964, Validation Accuracy: 0.958, Loss: 0.039 Epoch 32 Batch 375/538 - Train Accuracy: 0.960, Validation Accuracy: 0.960, Loss: 0.041 Epoch 32 Batch 376/538 - Train Accuracy: 0.961, Validation Accuracy: 0.961, Loss: 0.044 Epoch 32 Batch 377/538 - Train Accuracy: 0.957, Validation Accuracy: 0.961, Loss: 0.046 Epoch 32 Batch 378/538 - Train Accuracy: 0.953, Validation Accuracy: 0.961, Loss: 0.035 Epoch 32 Batch 379/538 - Train Accuracy: 0.962, Validation Accuracy: 0.960, Loss: 0.048 Epoch 32 Batch 380/538 - Train Accuracy: 0.955, Validation Accuracy: 0.960, Loss: 0.038 Epoch 32 Batch 381/538 - Train Accuracy: 0.965, Validation Accuracy: 0.953, Loss: 0.038 Epoch 32 Batch 382/538 - Train Accuracy: 0.942, Validation Accuracy: 0.951, Loss: 0.053 Epoch 32 Batch 383/538 - Train Accuracy: 0.952, Validation Accuracy: 0.952, Loss: 0.043 Epoch 32 Batch 384/538 - Train Accuracy: 0.945, Validation Accuracy: 0.958, Loss: 0.044 Epoch 32 Batch 385/538 - Train Accuracy: 0.957, Validation Accuracy: 0.960, Loss: 0.041 Epoch 32 Batch 386/538 - Train Accuracy: 0.964, Validation Accuracy: 0.962, Loss: 0.051 Epoch 32 Batch 387/538 - Train Accuracy: 0.952, Validation Accuracy: 0.959, Loss: 0.046 Epoch 32 Batch 388/538 - Train Accuracy: 0.949, Validation Accuracy: 0.961, Loss: 0.046 Epoch 32 Batch 389/538 - Train Accuracy: 0.951, Validation Accuracy: 0.963, Loss: 0.047 Epoch 32 Batch 390/538 - Train Accuracy: 0.967, Validation Accuracy: 0.965, Loss: 0.040 Epoch 32 Batch 391/538 - Train Accuracy: 0.956, Validation Accuracy: 0.958, Loss: 0.040 Epoch 32 Batch 392/538 - Train Accuracy: 0.952, Validation Accuracy: 0.959, Loss: 0.044 Epoch 32 Batch 393/538 - Train Accuracy: 0.955, Validation Accuracy: 0.953, Loss: 0.041 Epoch 32 Batch 394/538 - Train Accuracy: 0.934, Validation Accuracy: 0.948, Loss: 0.048 Epoch 32 Batch 395/538 - Train Accuracy: 0.946, Validation Accuracy: 0.953, Loss: 0.053 Epoch 32 Batch 396/538 - Train Accuracy: 0.958, Validation Accuracy: 0.955, Loss: 0.042 Epoch 32 Batch 397/538 - Train Accuracy: 0.957, Validation Accuracy: 0.959, Loss: 0.045 Epoch 32 Batch 398/538 - Train Accuracy: 0.952, Validation Accuracy: 0.961, Loss: 0.047 Epoch 32 Batch 399/538 - Train Accuracy: 0.958, Validation Accuracy: 0.964, Loss: 0.046 Epoch 32 Batch 400/538 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.045 Epoch 32 Batch 401/538 - Train Accuracy: 0.961, Validation Accuracy: 0.967, Loss: 0.041 Epoch 32 Batch 402/538 - Train Accuracy: 0.957, Validation Accuracy: 0.967, Loss: 0.044 Epoch 32 Batch 403/538 - Train Accuracy: 0.959, Validation Accuracy: 0.966, Loss: 0.046 Epoch 32 Batch 404/538 - Train Accuracy: 0.954, Validation Accuracy: 0.966, Loss: 0.045 Epoch 32 Batch 405/538 - Train Accuracy: 0.958, Validation Accuracy: 0.961, Loss: 0.046 Epoch 32 Batch 406/538 - Train Accuracy: 0.957, Validation Accuracy: 0.961, Loss: 0.046 Epoch 32 Batch 407/538 - Train Accuracy: 0.957, Validation Accuracy: 0.963, Loss: 0.049 Epoch 32 Batch 408/538 - Train Accuracy: 0.942, Validation Accuracy: 0.963, Loss: 0.053 Epoch 32 Batch 409/538 - Train Accuracy: 0.950, Validation Accuracy: 0.963, Loss: 0.053 Epoch 32 Batch 410/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.042 Epoch 32 Batch 411/538 - Train Accuracy: 0.953, Validation Accuracy: 0.960, Loss: 0.049 Epoch 32 Batch 412/538 - Train Accuracy: 0.965, Validation Accuracy: 0.958, Loss: 0.041 Epoch 32 Batch 413/538 - Train Accuracy: 0.966, Validation Accuracy: 0.957, Loss: 0.038 Epoch 32 Batch 414/538 - Train Accuracy: 0.925, Validation Accuracy: 0.957, Loss: 0.065 Epoch 32 Batch 415/538 - Train Accuracy: 0.944, Validation Accuracy: 0.961, Loss: 0.043 Epoch 32 Batch 416/538 - Train Accuracy: 0.963, Validation Accuracy: 0.968, Loss: 0.040 Epoch 32 Batch 417/538 - Train Accuracy: 0.968, Validation Accuracy: 0.965, Loss: 0.040 Epoch 32 Batch 418/538 - Train Accuracy: 0.950, Validation Accuracy: 0.965, Loss: 0.044 Epoch 32 Batch 419/538 - Train Accuracy: 0.961, Validation Accuracy: 0.965, Loss: 0.047 Epoch 32 Batch 420/538 - Train Accuracy: 0.944, Validation Accuracy: 0.964, Loss: 0.040 Epoch 32 Batch 421/538 - Train Accuracy: 0.958, Validation Accuracy: 0.962, Loss: 0.035 Epoch 32 Batch 422/538 - Train Accuracy: 0.952, Validation Accuracy: 0.960, Loss: 0.048 Epoch 32 Batch 423/538 - Train Accuracy: 0.964, Validation Accuracy: 0.958, Loss: 0.044 Epoch 32 Batch 424/538 - Train Accuracy: 0.956, Validation Accuracy: 0.959, Loss: 0.046 Epoch 32 Batch 425/538 - Train Accuracy: 0.953, Validation Accuracy: 0.964, Loss: 0.055 Epoch 32 Batch 426/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.041 Epoch 32 Batch 427/538 - Train Accuracy: 0.947, Validation Accuracy: 0.961, Loss: 0.045 Epoch 32 Batch 428/538 - Train Accuracy: 0.960, Validation Accuracy: 0.963, Loss: 0.033 Epoch 32 Batch 429/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.045 Epoch 32 Batch 430/538 - Train Accuracy: 0.945, Validation Accuracy: 0.964, Loss: 0.046 Epoch 32 Batch 431/538 - Train Accuracy: 0.948, Validation Accuracy: 0.966, Loss: 0.041 Epoch 32 Batch 432/538 - Train Accuracy: 0.951, Validation Accuracy: 0.969, Loss: 0.049 Epoch 32 Batch 433/538 - Train Accuracy: 0.938, Validation Accuracy: 0.966, Loss: 0.059 Epoch 32 Batch 434/538 - Train Accuracy: 0.962, Validation Accuracy: 0.963, Loss: 0.045 Epoch 32 Batch 435/538 - Train Accuracy: 0.955, Validation Accuracy: 0.963, Loss: 0.040 Epoch 32 Batch 436/538 - Train Accuracy: 0.949, Validation Accuracy: 0.966, Loss: 0.049 Epoch 32 Batch 437/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.043 Epoch 32 Batch 438/538 - Train Accuracy: 0.952, Validation Accuracy: 0.959, Loss: 0.036 Epoch 32 Batch 439/538 - Train Accuracy: 0.962, Validation Accuracy: 0.960, Loss: 0.039 Epoch 32 Batch 440/538 - Train Accuracy: 0.957, Validation Accuracy: 0.960, Loss: 0.044 Epoch 32 Batch 441/538 - Train Accuracy: 0.943, Validation Accuracy: 0.960, Loss: 0.055 Epoch 32 Batch 442/538 - Train Accuracy: 0.957, Validation Accuracy: 0.962, Loss: 0.038 Epoch 32 Batch 443/538 - Train Accuracy: 0.946, Validation Accuracy: 0.965, Loss: 0.049 Epoch 32 Batch 444/538 - Train Accuracy: 0.954, Validation Accuracy: 0.965, Loss: 0.045 Epoch 32 Batch 445/538 - Train Accuracy: 0.958, Validation Accuracy: 0.959, Loss: 0.039 Epoch 32 Batch 446/538 - Train Accuracy: 0.960, Validation Accuracy: 0.956, Loss: 0.041 Epoch 32 Batch 447/538 - Train Accuracy: 0.955, Validation Accuracy: 0.957, Loss: 0.038 Epoch 32 Batch 448/538 - Train Accuracy: 0.952, Validation Accuracy: 0.958, Loss: 0.034 Epoch 32 Batch 449/538 - Train Accuracy: 0.967, Validation Accuracy: 0.958, Loss: 0.047 Epoch 32 Batch 450/538 - Train Accuracy: 0.957, Validation Accuracy: 0.959, Loss: 0.051 Epoch 32 Batch 451/538 - Train Accuracy: 0.947, Validation Accuracy: 0.960, Loss: 0.045 Epoch 32 Batch 452/538 - Train Accuracy: 0.964, Validation Accuracy: 0.957, Loss: 0.036 Epoch 32 Batch 453/538 - Train Accuracy: 0.956, Validation Accuracy: 0.956, Loss: 0.054 Epoch 32 Batch 454/538 - Train Accuracy: 0.954, Validation Accuracy: 0.956, Loss: 0.049 Epoch 32 Batch 455/538 - Train Accuracy: 0.959, Validation Accuracy: 0.955, Loss: 0.048 Epoch 32 Batch 456/538 - Train Accuracy: 0.949, Validation Accuracy: 0.958, Loss: 0.080 Epoch 32 Batch 457/538 - Train Accuracy: 0.954, Validation Accuracy: 0.960, Loss: 0.040 Epoch 32 Batch 458/538 - Train Accuracy: 0.954, Validation Accuracy: 0.960, Loss: 0.046 Epoch 32 Batch 459/538 - Train Accuracy: 0.964, Validation Accuracy: 0.960, Loss: 0.037 Epoch 32 Batch 460/538 - Train Accuracy: 0.951, Validation Accuracy: 0.960, Loss: 0.052 Epoch 32 Batch 461/538 - Train Accuracy: 0.968, Validation Accuracy: 0.959, Loss: 0.044 Epoch 32 Batch 462/538 - Train Accuracy: 0.953, Validation Accuracy: 0.963, Loss: 0.046 Epoch 32 Batch 463/538 - Train Accuracy: 0.934, Validation Accuracy: 0.961, Loss: 0.047 Epoch 32 Batch 464/538 - Train Accuracy: 0.954, Validation Accuracy: 0.958, Loss: 0.040 Epoch 32 Batch 465/538 - Train Accuracy: 0.946, Validation Accuracy: 0.960, Loss: 0.043 Epoch 32 Batch 466/538 - Train Accuracy: 0.945, Validation Accuracy: 0.960, Loss: 0.046 Epoch 32 Batch 467/538 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.043 Epoch 32 Batch 468/538 - Train Accuracy: 0.964, Validation Accuracy: 0.961, Loss: 0.053 Epoch 32 Batch 469/538 - Train Accuracy: 0.948, Validation Accuracy: 0.963, Loss: 0.046 Epoch 32 Batch 470/538 - Train Accuracy: 0.957, Validation Accuracy: 0.967, Loss: 0.045 Epoch 32 Batch 471/538 - Train Accuracy: 0.963, Validation Accuracy: 0.967, Loss: 0.036 Epoch 32 Batch 472/538 - Train Accuracy: 0.981, Validation Accuracy: 0.968, Loss: 0.036 Epoch 32 Batch 473/538 - Train Accuracy: 0.951, Validation Accuracy: 0.966, Loss: 0.052 Epoch 32 Batch 474/538 - Train Accuracy: 0.956, Validation Accuracy: 0.961, Loss: 0.042 Epoch 32 Batch 475/538 - Train Accuracy: 0.956, Validation Accuracy: 0.959, Loss: 0.041 Epoch 32 Batch 476/538 - Train Accuracy: 0.962, Validation Accuracy: 0.962, Loss: 0.041 Epoch 32 Batch 477/538 - Train Accuracy: 0.954, Validation Accuracy: 0.960, Loss: 0.052 Epoch 32 Batch 478/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.039 Epoch 32 Batch 479/538 - Train Accuracy: 0.960, Validation Accuracy: 0.961, Loss: 0.042 Epoch 32 Batch 480/538 - Train Accuracy: 0.956, Validation Accuracy: 0.961, Loss: 0.053 Epoch 32 Batch 481/538 - Train Accuracy: 0.962, Validation Accuracy: 0.960, Loss: 0.044 Epoch 32 Batch 482/538 - Train Accuracy: 0.954, Validation Accuracy: 0.962, Loss: 0.040 Epoch 32 Batch 483/538 - Train Accuracy: 0.949, Validation Accuracy: 0.962, Loss: 0.056 Epoch 32 Batch 484/538 - Train Accuracy: 0.954, Validation Accuracy: 0.960, Loss: 0.050 Epoch 32 Batch 485/538 - Train Accuracy: 0.948, Validation Accuracy: 0.958, Loss: 0.048 Epoch 32 Batch 486/538 - Train Accuracy: 0.959, Validation Accuracy: 0.958, Loss: 0.043 Epoch 32 Batch 487/538 - Train Accuracy: 0.969, Validation Accuracy: 0.960, Loss: 0.035 Epoch 32 Batch 488/538 - Train Accuracy: 0.969, Validation Accuracy: 0.959, Loss: 0.039 Epoch 32 Batch 489/538 - Train Accuracy: 0.949, Validation Accuracy: 0.956, Loss: 0.046 Epoch 32 Batch 490/538 - Train Accuracy: 0.947, Validation Accuracy: 0.960, Loss: 0.050 Epoch 32 Batch 491/538 - Train Accuracy: 0.918, Validation Accuracy: 0.960, Loss: 0.053 Epoch 32 Batch 492/538 - Train Accuracy: 0.955, Validation Accuracy: 0.958, Loss: 0.045 Epoch 32 Batch 493/538 - Train Accuracy: 0.950, Validation Accuracy: 0.958, Loss: 0.043 Epoch 32 Batch 494/538 - Train Accuracy: 0.951, Validation Accuracy: 0.959, Loss: 0.050 Epoch 32 Batch 495/538 - Train Accuracy: 0.963, Validation Accuracy: 0.957, Loss: 0.046 Epoch 32 Batch 496/538 - Train Accuracy: 0.965, Validation Accuracy: 0.956, Loss: 0.040 Epoch 32 Batch 497/538 - Train Accuracy: 0.958, Validation Accuracy: 0.952, Loss: 0.044 Epoch 32 Batch 498/538 - Train Accuracy: 0.943, Validation Accuracy: 0.950, Loss: 0.051 Epoch 32 Batch 499/538 - Train Accuracy: 0.942, Validation Accuracy: 0.947, Loss: 0.049 Epoch 32 Batch 500/538 - Train Accuracy: 0.971, Validation Accuracy: 0.951, Loss: 0.030 Epoch 32 Batch 501/538 - Train Accuracy: 0.959, Validation Accuracy: 0.953, Loss: 0.043 Epoch 32 Batch 502/538 - Train Accuracy: 0.941, Validation Accuracy: 0.955, Loss: 0.040 Epoch 32 Batch 503/538 - Train Accuracy: 0.964, Validation Accuracy: 0.953, Loss: 0.042 Epoch 32 Batch 504/538 - Train Accuracy: 0.965, Validation Accuracy: 0.952, Loss: 0.037 Epoch 32 Batch 505/538 - Train Accuracy: 0.964, Validation Accuracy: 0.953, Loss: 0.033 Epoch 32 Batch 506/538 - Train Accuracy: 0.954, Validation Accuracy: 0.952, Loss: 0.042 Epoch 32 Batch 507/538 - Train Accuracy: 0.950, Validation Accuracy: 0.952, Loss: 0.050 Epoch 32 Batch 508/538 - Train Accuracy: 0.948, Validation Accuracy: 0.949, Loss: 0.046 Epoch 32 Batch 509/538 - Train Accuracy: 0.956, Validation Accuracy: 0.953, Loss: 0.051 Epoch 32 Batch 510/538 - Train Accuracy: 0.956, Validation Accuracy: 0.951, Loss: 0.049 Epoch 32 Batch 511/538 - Train Accuracy: 0.947, Validation Accuracy: 0.953, Loss: 0.052 Epoch 32 Batch 512/538 - Train Accuracy: 0.956, Validation Accuracy: 0.952, Loss: 0.044 Epoch 32 Batch 513/538 - Train Accuracy: 0.945, Validation Accuracy: 0.957, Loss: 0.047 Epoch 32 Batch 514/538 - Train Accuracy: 0.961, Validation Accuracy: 0.961, Loss: 0.040 Epoch 32 Batch 515/538 - Train Accuracy: 0.951, Validation Accuracy: 0.960, Loss: 0.049 Epoch 32 Batch 516/538 - Train Accuracy: 0.955, Validation Accuracy: 0.960, Loss: 0.041 Epoch 32 Batch 517/538 - Train Accuracy: 0.959, Validation Accuracy: 0.962, Loss: 0.042 Epoch 32 Batch 518/538 - Train Accuracy: 0.941, Validation Accuracy: 0.960, Loss: 0.051 Epoch 32 Batch 519/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.043 Epoch 32 Batch 520/538 - Train Accuracy: 0.948, Validation Accuracy: 0.961, Loss: 0.047 Epoch 32 Batch 521/538 - Train Accuracy: 0.951, Validation Accuracy: 0.961, Loss: 0.049 Epoch 32 Batch 522/538 - Train Accuracy: 0.948, Validation Accuracy: 0.958, Loss: 0.045 Epoch 32 Batch 523/538 - Train Accuracy: 0.952, Validation Accuracy: 0.965, Loss: 0.046 Epoch 32 Batch 524/538 - Train Accuracy: 0.954, Validation Accuracy: 0.967, Loss: 0.041 Epoch 32 Batch 525/538 - Train Accuracy: 0.957, Validation Accuracy: 0.967, Loss: 0.047 Epoch 32 Batch 526/538 - Train Accuracy: 0.955, Validation Accuracy: 0.967, Loss: 0.045 Epoch 32 Batch 527/538 - Train Accuracy: 0.956, Validation Accuracy: 0.967, Loss: 0.042 Epoch 32 Batch 528/538 - Train Accuracy: 0.964, Validation Accuracy: 0.967, Loss: 0.045 Epoch 32 Batch 529/538 - Train Accuracy: 0.943, Validation Accuracy: 0.964, Loss: 0.046 Epoch 32 Batch 530/538 - Train Accuracy: 0.957, Validation Accuracy: 0.964, Loss: 0.044 Epoch 32 Batch 531/538 - Train Accuracy: 0.958, Validation Accuracy: 0.963, Loss: 0.052 Epoch 32 Batch 532/538 - Train Accuracy: 0.953, Validation Accuracy: 0.963, Loss: 0.038 Epoch 32 Batch 533/538 - Train Accuracy: 0.963, Validation Accuracy: 0.961, Loss: 0.039 Epoch 32 Batch 534/538 - Train Accuracy: 0.951, Validation Accuracy: 0.956, Loss: 0.035 Epoch 32 Batch 535/538 - Train Accuracy: 0.952, Validation Accuracy: 0.956, Loss: 0.043 Epoch 32 Batch 536/538 - Train Accuracy: 0.968, Validation Accuracy: 0.956, Loss: 0.048 Epoch 33 Batch 0/538 - Train Accuracy: 0.963, Validation Accuracy: 0.954, Loss: 0.038 Epoch 33 Batch 1/538 - Train Accuracy: 0.959, Validation Accuracy: 0.954, Loss: 0.043 Epoch 33 Batch 2/538 - Train Accuracy: 0.959, Validation Accuracy: 0.952, Loss: 0.047 Epoch 33 Batch 3/538 - Train Accuracy: 0.949, Validation Accuracy: 0.952, Loss: 0.042 Epoch 33 Batch 4/538 - Train Accuracy: 0.958, Validation Accuracy: 0.952, Loss: 0.045 Epoch 33 Batch 5/538 - Train Accuracy: 0.955, Validation Accuracy: 0.952, Loss: 0.048 Epoch 33 Batch 6/538 - Train Accuracy: 0.947, Validation Accuracy: 0.952, Loss: 0.038 Epoch 33 Batch 7/538 - Train Accuracy: 0.962, Validation Accuracy: 0.952, Loss: 0.045 Epoch 33 Batch 8/538 - Train Accuracy: 0.962, Validation Accuracy: 0.952, Loss: 0.044 Epoch 33 Batch 9/538 - Train Accuracy: 0.949, Validation Accuracy: 0.952, Loss: 0.038 Epoch 33 Batch 10/538 - Train Accuracy: 0.949, Validation Accuracy: 0.954, Loss: 0.044 Epoch 33 Batch 11/538 - Train Accuracy: 0.958, Validation Accuracy: 0.952, Loss: 0.039 Epoch 33 Batch 12/538 - Train Accuracy: 0.956, Validation Accuracy: 0.952, Loss: 0.040 Epoch 33 Batch 13/538 - Train Accuracy: 0.958, Validation Accuracy: 0.946, Loss: 0.043 Epoch 33 Batch 14/538 - Train Accuracy: 0.949, Validation Accuracy: 0.946, Loss: 0.044 Epoch 33 Batch 15/538 - Train Accuracy: 0.951, Validation Accuracy: 0.949, Loss: 0.046 Epoch 33 Batch 16/538 - Train Accuracy: 0.953, Validation Accuracy: 0.949, Loss: 0.039 Epoch 33 Batch 17/538 - Train Accuracy: 0.967, Validation Accuracy: 0.952, Loss: 0.044 Epoch 33 Batch 18/538 - Train Accuracy: 0.969, Validation Accuracy: 0.955, Loss: 0.047 Epoch 33 Batch 19/538 - Train Accuracy: 0.957, Validation Accuracy: 0.960, Loss: 0.049 Epoch 33 Batch 20/538 - Train Accuracy: 0.958, Validation Accuracy: 0.962, Loss: 0.044 Epoch 33 Batch 21/538 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.030 Epoch 33 Batch 22/538 - Train Accuracy: 0.952, Validation Accuracy: 0.961, Loss: 0.048 Epoch 33 Batch 23/538 - Train Accuracy: 0.949, Validation Accuracy: 0.961, Loss: 0.055 Epoch 33 Batch 24/538 - Train Accuracy: 0.961, Validation Accuracy: 0.961, Loss: 0.046 Epoch 33 Batch 25/538 - Train Accuracy: 0.956, Validation Accuracy: 0.961, Loss: 0.045 Epoch 33 Batch 26/538 - Train Accuracy: 0.952, Validation Accuracy: 0.957, Loss: 0.050 Epoch 33 Batch 27/538 - Train Accuracy: 0.965, Validation Accuracy: 0.957, Loss: 0.036 Epoch 33 Batch 28/538 - Train Accuracy: 0.950, Validation Accuracy: 0.958, Loss: 0.046 Epoch 33 Batch 29/538 - Train Accuracy: 0.959, Validation Accuracy: 0.961, Loss: 0.033 Epoch 33 Batch 30/538 - Train Accuracy: 0.946, Validation Accuracy: 0.963, Loss: 0.043 Epoch 33 Batch 31/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.035 Epoch 33 Batch 32/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.033 Epoch 33 Batch 33/538 - Train Accuracy: 0.955, Validation Accuracy: 0.962, Loss: 0.051 Epoch 33 Batch 34/538 - Train Accuracy: 0.946, Validation Accuracy: 0.958, Loss: 0.057 Epoch 33 Batch 35/538 - Train Accuracy: 0.964, Validation Accuracy: 0.958, Loss: 0.040 Epoch 33 Batch 36/538 - Train Accuracy: 0.955, Validation Accuracy: 0.956, Loss: 0.040 Epoch 33 Batch 37/538 - Train Accuracy: 0.961, Validation Accuracy: 0.949, Loss: 0.046 Epoch 33 Batch 38/538 - Train Accuracy: 0.949, Validation Accuracy: 0.950, Loss: 0.038 Epoch 33 Batch 39/538 - Train Accuracy: 0.965, Validation Accuracy: 0.951, Loss: 0.041 Epoch 33 Batch 40/538 - Train Accuracy: 0.952, Validation Accuracy: 0.955, Loss: 0.039 Epoch 33 Batch 41/538 - Train Accuracy: 0.967, Validation Accuracy: 0.959, Loss: 0.039 Epoch 33 Batch 42/538 - Train Accuracy: 0.952, Validation Accuracy: 0.961, Loss: 0.044 Epoch 33 Batch 43/538 - Train Accuracy: 0.944, Validation Accuracy: 0.961, Loss: 0.051 Epoch 33 Batch 44/538 - Train Accuracy: 0.949, Validation Accuracy: 0.961, Loss: 0.042 Epoch 33 Batch 45/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.040 Epoch 33 Batch 46/538 - Train Accuracy: 0.956, Validation Accuracy: 0.961, Loss: 0.038 Epoch 33 Batch 47/538 - Train Accuracy: 0.960, Validation Accuracy: 0.961, Loss: 0.056 Epoch 33 Batch 48/538 - Train Accuracy: 0.956, Validation Accuracy: 0.961, Loss: 0.047 Epoch 33 Batch 49/538 - Train Accuracy: 0.953, Validation Accuracy: 0.957, Loss: 0.051 Epoch 33 Batch 50/538 - Train Accuracy: 0.955, Validation Accuracy: 0.956, Loss: 0.039 Epoch 33 Batch 51/538 - Train Accuracy: 0.956, Validation Accuracy: 0.956, Loss: 0.045 Epoch 33 Batch 52/538 - Train Accuracy: 0.960, Validation Accuracy: 0.956, Loss: 0.043 Epoch 33 Batch 53/538 - Train Accuracy: 0.934, Validation Accuracy: 0.956, Loss: 0.044 Epoch 33 Batch 54/538 - Train Accuracy: 0.957, Validation Accuracy: 0.955, Loss: 0.041 Epoch 33 Batch 55/538 - Train Accuracy: 0.955, Validation Accuracy: 0.953, Loss: 0.038 Epoch 33 Batch 56/538 - Train Accuracy: 0.945, Validation Accuracy: 0.954, Loss: 0.040 Epoch 33 Batch 57/538 - Train Accuracy: 0.941, Validation Accuracy: 0.953, Loss: 0.052 Epoch 33 Batch 58/538 - Train Accuracy: 0.950, Validation Accuracy: 0.955, Loss: 0.041 Epoch 33 Batch 59/538 - Train Accuracy: 0.947, Validation Accuracy: 0.959, Loss: 0.044 Epoch 33 Batch 60/538 - Train Accuracy: 0.963, Validation Accuracy: 0.957, Loss: 0.040 Epoch 33 Batch 61/538 - Train Accuracy: 0.952, Validation Accuracy: 0.959, Loss: 0.041 Epoch 33 Batch 62/538 - Train Accuracy: 0.939, Validation Accuracy: 0.963, Loss: 0.051 Epoch 33 Batch 63/538 - Train Accuracy: 0.957, Validation Accuracy: 0.965, Loss: 0.042 Epoch 33 Batch 64/538 - Train Accuracy: 0.951, Validation Accuracy: 0.963, Loss: 0.043 Epoch 33 Batch 65/538 - Train Accuracy: 0.954, Validation Accuracy: 0.957, Loss: 0.048 Epoch 33 Batch 66/538 - Train Accuracy: 0.972, Validation Accuracy: 0.958, Loss: 0.033 Epoch 33 Batch 67/538 - Train Accuracy: 0.968, Validation Accuracy: 0.958, Loss: 0.034 Epoch 33 Batch 68/538 - Train Accuracy: 0.951, Validation Accuracy: 0.959, Loss: 0.039 Epoch 33 Batch 69/538 - Train Accuracy: 0.956, Validation Accuracy: 0.959, Loss: 0.042 Epoch 33 Batch 70/538 - Train Accuracy: 0.946, Validation Accuracy: 0.959, Loss: 0.036 Epoch 33 Batch 71/538 - Train Accuracy: 0.960, Validation Accuracy: 0.956, Loss: 0.051 Epoch 33 Batch 72/538 - Train Accuracy: 0.961, Validation Accuracy: 0.962, Loss: 0.068 Epoch 33 Batch 73/538 - Train Accuracy: 0.942, Validation Accuracy: 0.962, Loss: 0.045 Epoch 33 Batch 74/538 - Train Accuracy: 0.965, Validation Accuracy: 0.962, Loss: 0.044 Epoch 33 Batch 75/538 - Train Accuracy: 0.954, Validation Accuracy: 0.964, Loss: 0.046 Epoch 33 Batch 76/538 - Train Accuracy: 0.952, Validation Accuracy: 0.965, Loss: 0.047 Epoch 33 Batch 77/538 - Train Accuracy: 0.955, Validation Accuracy: 0.952, Loss: 0.037 Epoch 33 Batch 78/538 - Train Accuracy: 0.947, Validation Accuracy: 0.957, Loss: 0.048 Epoch 33 Batch 79/538 - Train Accuracy: 0.951, Validation Accuracy: 0.955, Loss: 0.038 Epoch 33 Batch 80/538 - Train Accuracy: 0.957, Validation Accuracy: 0.954, Loss: 0.040 Epoch 33 Batch 81/538 - Train Accuracy: 0.951, Validation Accuracy: 0.956, Loss: 0.049 Epoch 33 Batch 82/538 - Train Accuracy: 0.961, Validation Accuracy: 0.956, Loss: 0.042 Epoch 33 Batch 83/538 - Train Accuracy: 0.953, Validation Accuracy: 0.959, Loss: 0.046 Epoch 33 Batch 84/538 - Train Accuracy: 0.945, Validation Accuracy: 0.955, Loss: 0.049 Epoch 33 Batch 85/538 - Train Accuracy: 0.967, Validation Accuracy: 0.955, Loss: 0.038 Epoch 33 Batch 86/538 - Train Accuracy: 0.959, Validation Accuracy: 0.952, Loss: 0.040 Epoch 33 Batch 87/538 - Train Accuracy: 0.944, Validation Accuracy: 0.955, Loss: 0.052 Epoch 33 Batch 88/538 - Train Accuracy: 0.963, Validation Accuracy: 0.949, Loss: 0.041 Epoch 33 Batch 89/538 - Train Accuracy: 0.954, Validation Accuracy: 0.952, Loss: 0.034 Epoch 33 Batch 90/538 - Train Accuracy: 0.962, Validation Accuracy: 0.954, Loss: 0.051 Epoch 33 Batch 91/538 - Train Accuracy: 0.955, Validation Accuracy: 0.952, Loss: 0.043 Epoch 33 Batch 92/538 - Train Accuracy: 0.955, Validation Accuracy: 0.954, Loss: 0.045 Epoch 33 Batch 93/538 - Train Accuracy: 0.963, Validation Accuracy: 0.954, Loss: 0.041 Epoch 33 Batch 94/538 - Train Accuracy: 0.947, Validation Accuracy: 0.958, Loss: 0.045 Epoch 33 Batch 95/538 - Train Accuracy: 0.946, Validation Accuracy: 0.956, Loss: 0.042 Epoch 33 Batch 96/538 - Train Accuracy: 0.966, Validation Accuracy: 0.949, Loss: 0.037 Epoch 33 Batch 97/538 - Train Accuracy: 0.954, Validation Accuracy: 0.945, Loss: 0.037 Epoch 33 Batch 98/538 - Train Accuracy: 0.956, Validation Accuracy: 0.945, Loss: 0.043 Epoch 33 Batch 99/538 - Train Accuracy: 0.958, Validation Accuracy: 0.949, Loss: 0.043 Epoch 33 Batch 100/538 - Train Accuracy: 0.960, Validation Accuracy: 0.957, Loss: 0.040 Epoch 33 Batch 101/538 - Train Accuracy: 0.939, Validation Accuracy: 0.956, Loss: 0.057 Epoch 33 Batch 102/538 - Train Accuracy: 0.945, Validation Accuracy: 0.959, Loss: 0.047 Epoch 33 Batch 103/538 - Train Accuracy: 0.951, Validation Accuracy: 0.959, Loss: 0.043 Epoch 33 Batch 104/538 - Train Accuracy: 0.958, Validation Accuracy: 0.958, Loss: 0.046 Epoch 33 Batch 105/538 - Train Accuracy: 0.956, Validation Accuracy: 0.956, Loss: 0.037 Epoch 33 Batch 106/538 - Train Accuracy: 0.957, Validation Accuracy: 0.951, Loss: 0.039 Epoch 33 Batch 107/538 - Train Accuracy: 0.942, Validation Accuracy: 0.945, Loss: 0.050 Epoch 33 Batch 108/538 - Train Accuracy: 0.958, Validation Accuracy: 0.945, Loss: 0.039 Epoch 33 Batch 109/538 - Train Accuracy: 0.966, Validation Accuracy: 0.937, Loss: 0.038 Epoch 33 Batch 110/538 - Train Accuracy: 0.958, Validation Accuracy: 0.941, Loss: 0.042 Epoch 33 Batch 111/538 - Train Accuracy: 0.942, Validation Accuracy: 0.943, Loss: 0.042 Epoch 33 Batch 112/538 - Train Accuracy: 0.957, Validation Accuracy: 0.950, Loss: 0.052 Epoch 33 Batch 113/538 - Train Accuracy: 0.941, Validation Accuracy: 0.951, Loss: 0.048 Epoch 33 Batch 114/538 - Train Accuracy: 0.962, Validation Accuracy: 0.956, Loss: 0.040 Epoch 33 Batch 115/538 - Train Accuracy: 0.954, Validation Accuracy: 0.962, Loss: 0.045 Epoch 33 Batch 116/538 - Train Accuracy: 0.958, Validation Accuracy: 0.964, Loss: 0.056 Epoch 33 Batch 117/538 - Train Accuracy: 0.951, Validation Accuracy: 0.964, Loss: 0.049 Epoch 33 Batch 118/538 - Train Accuracy: 0.963, Validation Accuracy: 0.965, Loss: 0.036 Epoch 33 Batch 119/538 - Train Accuracy: 0.966, Validation Accuracy: 0.965, Loss: 0.031 Epoch 33 Batch 120/538 - Train Accuracy: 0.959, Validation Accuracy: 0.965, Loss: 0.032 Epoch 33 Batch 121/538 - Train Accuracy: 0.958, Validation Accuracy: 0.962, Loss: 0.041 Epoch 33 Batch 122/538 - Train Accuracy: 0.949, Validation Accuracy: 0.962, Loss: 0.041 Epoch 33 Batch 123/538 - Train Accuracy: 0.939, Validation Accuracy: 0.957, Loss: 0.042 Epoch 33 Batch 124/538 - Train Accuracy: 0.950, Validation Accuracy: 0.955, Loss: 0.038 Epoch 33 Batch 125/538 - Train Accuracy: 0.954, Validation Accuracy: 0.956, Loss: 0.045 Epoch 33 Batch 126/538 - Train Accuracy: 0.945, Validation Accuracy: 0.959, Loss: 0.047 Epoch 33 Batch 127/538 - Train Accuracy: 0.941, Validation Accuracy: 0.963, Loss: 0.056 Epoch 33 Batch 128/538 - Train Accuracy: 0.956, Validation Accuracy: 0.965, Loss: 0.032 Epoch 33 Batch 129/538 - Train Accuracy: 0.954, Validation Accuracy: 0.962, Loss: 0.036 Epoch 33 Batch 130/538 - Train Accuracy: 0.951, Validation Accuracy: 0.962, Loss: 0.032 Epoch 33 Batch 131/538 - Train Accuracy: 0.973, Validation Accuracy: 0.962, Loss: 0.048 Epoch 33 Batch 132/538 - Train Accuracy: 0.952, Validation Accuracy: 0.962, Loss: 0.043 Epoch 33 Batch 133/538 - Train Accuracy: 0.947, Validation Accuracy: 0.963, Loss: 0.040 Epoch 33 Batch 134/538 - Train Accuracy: 0.943, Validation Accuracy: 0.961, Loss: 0.049 Epoch 33 Batch 135/538 - Train Accuracy: 0.961, Validation Accuracy: 0.954, Loss: 0.054 Epoch 33 Batch 136/538 - Train Accuracy: 0.954, Validation Accuracy: 0.946, Loss: 0.040 Epoch 33 Batch 137/538 - Train Accuracy: 0.956, Validation Accuracy: 0.946, Loss: 0.054 Epoch 33 Batch 138/538 - Train Accuracy: 0.946, Validation Accuracy: 0.946, Loss: 0.043 Epoch 33 Batch 139/538 - Train Accuracy: 0.950, Validation Accuracy: 0.949, Loss: 0.043 Epoch 33 Batch 140/538 - Train Accuracy: 0.945, Validation Accuracy: 0.952, Loss: 0.058 Epoch 33 Batch 141/538 - Train Accuracy: 0.965, Validation Accuracy: 0.959, Loss: 0.046 Epoch 33 Batch 142/538 - Train Accuracy: 0.961, Validation Accuracy: 0.959, Loss: 0.040 Epoch 33 Batch 143/538 - Train Accuracy: 0.961, Validation Accuracy: 0.961, Loss: 0.052 Epoch 33 Batch 144/538 - Train Accuracy: 0.948, Validation Accuracy: 0.962, Loss: 0.059 Epoch 33 Batch 145/538 - Train Accuracy: 0.945, Validation Accuracy: 0.962, Loss: 0.052 Epoch 33 Batch 146/538 - Train Accuracy: 0.949, Validation Accuracy: 0.963, Loss: 0.046 Epoch 33 Batch 147/538 - Train Accuracy: 0.959, Validation Accuracy: 0.958, Loss: 0.045 Epoch 33 Batch 148/538 - Train Accuracy: 0.939, Validation Accuracy: 0.956, Loss: 0.056 Epoch 33 Batch 149/538 - Train Accuracy: 0.956, Validation Accuracy: 0.951, Loss: 0.042 Epoch 33 Batch 150/538 - Train Accuracy: 0.960, Validation Accuracy: 0.942, Loss: 0.042 Epoch 33 Batch 151/538 - Train Accuracy: 0.945, Validation Accuracy: 0.941, Loss: 0.041 Epoch 33 Batch 152/538 - Train Accuracy: 0.943, Validation Accuracy: 0.941, Loss: 0.045 Epoch 33 Batch 153/538 - Train Accuracy: 0.951, Validation Accuracy: 0.952, Loss: 0.042 Epoch 33 Batch 154/538 - Train Accuracy: 0.963, Validation Accuracy: 0.957, Loss: 0.037 Epoch 33 Batch 155/538 - Train Accuracy: 0.941, Validation Accuracy: 0.959, Loss: 0.052 Epoch 33 Batch 156/538 - Train Accuracy: 0.965, Validation Accuracy: 0.962, Loss: 0.050 Epoch 33 Batch 157/538 - Train Accuracy: 0.966, Validation Accuracy: 0.961, Loss: 0.038 Epoch 33 Batch 158/538 - Train Accuracy: 0.964, Validation Accuracy: 0.957, Loss: 0.052 Epoch 33 Batch 159/538 - Train Accuracy: 0.945, Validation Accuracy: 0.957, Loss: 0.050 Epoch 33 Batch 160/538 - Train Accuracy: 0.932, Validation Accuracy: 0.954, Loss: 0.044 Epoch 33 Batch 161/538 - Train Accuracy: 0.963, Validation Accuracy: 0.958, Loss: 0.042 Epoch 33 Batch 162/538 - Train Accuracy: 0.973, Validation Accuracy: 0.953, Loss: 0.044 Epoch 33 Batch 163/538 - Train Accuracy: 0.952, Validation Accuracy: 0.953, Loss: 0.051 Epoch 33 Batch 164/538 - Train Accuracy: 0.939, Validation Accuracy: 0.957, Loss: 0.045 Epoch 33 Batch 165/538 - Train Accuracy: 0.957, Validation Accuracy: 0.955, Loss: 0.031 Epoch 33 Batch 166/538 - Train Accuracy: 0.967, Validation Accuracy: 0.956, Loss: 0.033 Epoch 33 Batch 167/538 - Train Accuracy: 0.956, Validation Accuracy: 0.956, Loss: 0.068 Epoch 33 Batch 168/538 - Train Accuracy: 0.935, Validation Accuracy: 0.963, Loss: 0.052 Epoch 33 Batch 169/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.038 Epoch 33 Batch 170/538 - Train Accuracy: 0.962, Validation Accuracy: 0.965, Loss: 0.043 Epoch 33 Batch 171/538 - Train Accuracy: 0.937, Validation Accuracy: 0.965, Loss: 0.048 Epoch 33 Batch 172/538 - Train Accuracy: 0.962, Validation Accuracy: 0.966, Loss: 0.043 Epoch 33 Batch 173/538 - Train Accuracy: 0.965, Validation Accuracy: 0.965, Loss: 0.032 Epoch 33 Batch 174/538 - Train Accuracy: 0.953, Validation Accuracy: 0.963, Loss: 0.044 Epoch 33 Batch 175/538 - Train Accuracy: 0.966, Validation Accuracy: 0.955, Loss: 0.038 Epoch 33 Batch 176/538 - Train Accuracy: 0.951, Validation Accuracy: 0.948, Loss: 0.046 Epoch 33 Batch 177/538 - Train Accuracy: 0.961, Validation Accuracy: 0.945, Loss: 0.047 Epoch 33 Batch 178/538 - Train Accuracy: 0.931, Validation Accuracy: 0.951, Loss: 0.047 Epoch 33 Batch 179/538 - Train Accuracy: 0.959, Validation Accuracy: 0.954, Loss: 0.044 Epoch 33 Batch 180/538 - Train Accuracy: 0.952, Validation Accuracy: 0.952, Loss: 0.042 Epoch 33 Batch 181/538 - Train Accuracy: 0.949, Validation Accuracy: 0.956, Loss: 0.054 Epoch 33 Batch 182/538 - Train Accuracy: 0.963, Validation Accuracy: 0.960, Loss: 0.040 Epoch 33 Batch 183/538 - Train Accuracy: 0.965, Validation Accuracy: 0.957, Loss: 0.040 Epoch 33 Batch 184/538 - Train Accuracy: 0.959, Validation Accuracy: 0.959, Loss: 0.036 Epoch 33 Batch 185/538 - Train Accuracy: 0.971, Validation Accuracy: 0.959, Loss: 0.040 Epoch 33 Batch 186/538 - Train Accuracy: 0.952, Validation Accuracy: 0.955, Loss: 0.042 Epoch 33 Batch 187/538 - Train Accuracy: 0.959, Validation Accuracy: 0.955, Loss: 0.043 Epoch 33 Batch 188/538 - Train Accuracy: 0.949, Validation Accuracy: 0.956, Loss: 0.037 Epoch 33 Batch 189/538 - Train Accuracy: 0.963, Validation Accuracy: 0.949, Loss: 0.052 Epoch 33 Batch 190/538 - Train Accuracy: 0.927, Validation Accuracy: 0.942, Loss: 0.060 Epoch 33 Batch 191/538 - Train Accuracy: 0.953, Validation Accuracy: 0.940, Loss: 0.037 Epoch 33 Batch 192/538 - Train Accuracy: 0.958, Validation Accuracy: 0.939, Loss: 0.041 Epoch 33 Batch 193/538 - Train Accuracy: 0.946, Validation Accuracy: 0.947, Loss: 0.043 Epoch 33 Batch 194/538 - Train Accuracy: 0.942, Validation Accuracy: 0.952, Loss: 0.056 Epoch 33 Batch 195/538 - Train Accuracy: 0.963, Validation Accuracy: 0.953, Loss: 0.050 Epoch 33 Batch 196/538 - Train Accuracy: 0.950, Validation Accuracy: 0.954, Loss: 0.036 Epoch 33 Batch 197/538 - Train Accuracy: 0.953, Validation Accuracy: 0.962, Loss: 0.041 Epoch 33 Batch 198/538 - Train Accuracy: 0.953, Validation Accuracy: 0.961, Loss: 0.045 Epoch 33 Batch 199/538 - Train Accuracy: 0.950, Validation Accuracy: 0.961, Loss: 0.046 Epoch 33 Batch 200/538 - Train Accuracy: 0.960, Validation Accuracy: 0.959, Loss: 0.037 Epoch 33 Batch 201/538 - Train Accuracy: 0.954, Validation Accuracy: 0.959, Loss: 0.051 Epoch 33 Batch 202/538 - Train Accuracy: 0.957, Validation Accuracy: 0.952, Loss: 0.047 Epoch 33 Batch 203/538 - Train Accuracy: 0.956, Validation Accuracy: 0.952, Loss: 0.049 Epoch 33 Batch 204/538 - Train Accuracy: 0.945, Validation Accuracy: 0.948, Loss: 0.047 Epoch 33 Batch 205/538 - Train Accuracy: 0.957, Validation Accuracy: 0.946, Loss: 0.042 Epoch 33 Batch 206/538 - Train Accuracy: 0.966, Validation Accuracy: 0.951, Loss: 0.041 Epoch 33 Batch 207/538 - Train Accuracy: 0.958, Validation Accuracy: 0.953, Loss: 0.052 Epoch 33 Batch 208/538 - Train Accuracy: 0.957, Validation Accuracy: 0.951, Loss: 0.053 Epoch 33 Batch 209/538 - Train Accuracy: 0.964, Validation Accuracy: 0.953, Loss: 0.039 Epoch 33 Batch 210/538 - Train Accuracy: 0.955, Validation Accuracy: 0.958, Loss: 0.045 Epoch 33 Batch 211/538 - Train Accuracy: 0.954, Validation Accuracy: 0.960, Loss: 0.049 Epoch 33 Batch 212/538 - Train Accuracy: 0.960, Validation Accuracy: 0.962, Loss: 0.044 Epoch 33 Batch 213/538 - Train Accuracy: 0.956, Validation Accuracy: 0.965, Loss: 0.035 Epoch 33 Batch 214/538 - Train Accuracy: 0.960, Validation Accuracy: 0.965, Loss: 0.035 Epoch 33 Batch 215/538 - Train Accuracy: 0.948, Validation Accuracy: 0.967, Loss: 0.042 Epoch 33 Batch 216/538 - Train Accuracy: 0.946, Validation Accuracy: 0.965, Loss: 0.045 Epoch 33 Batch 217/538 - Train Accuracy: 0.949, Validation Accuracy: 0.966, Loss: 0.047 Epoch 33 Batch 218/538 - Train Accuracy: 0.959, Validation Accuracy: 0.964, Loss: 0.043 Epoch 33 Batch 219/538 - Train Accuracy: 0.941, Validation Accuracy: 0.962, Loss: 0.047 Epoch 33 Batch 220/538 - Train Accuracy: 0.933, Validation Accuracy: 0.960, Loss: 0.045 Epoch 33 Batch 221/538 - Train Accuracy: 0.961, Validation Accuracy: 0.959, Loss: 0.036 Epoch 33 Batch 222/538 - Train Accuracy: 0.954, Validation Accuracy: 0.959, Loss: 0.042 Epoch 33 Batch 223/538 - Train Accuracy: 0.944, Validation Accuracy: 0.960, Loss: 0.051 Epoch 33 Batch 224/538 - Train Accuracy: 0.953, Validation Accuracy: 0.957, Loss: 0.049 Epoch 33 Batch 225/538 - Train Accuracy: 0.964, Validation Accuracy: 0.959, Loss: 0.043 Epoch 33 Batch 226/538 - Train Accuracy: 0.950, Validation Accuracy: 0.959, Loss: 0.043 Epoch 33 Batch 227/538 - Train Accuracy: 0.943, Validation Accuracy: 0.964, Loss: 0.046 Epoch 33 Batch 228/538 - Train Accuracy: 0.944, Validation Accuracy: 0.967, Loss: 0.042 Epoch 33 Batch 229/538 - Train Accuracy: 0.949, Validation Accuracy: 0.964, Loss: 0.050 Epoch 33 Batch 230/538 - Train Accuracy: 0.948, Validation Accuracy: 0.962, Loss: 0.039 Epoch 33 Batch 231/538 - Train Accuracy: 0.949, Validation Accuracy: 0.955, Loss: 0.047 Epoch 33 Batch 232/538 - Train Accuracy: 0.966, Validation Accuracy: 0.953, Loss: 0.045 Epoch 33 Batch 233/538 - Train Accuracy: 0.954, Validation Accuracy: 0.953, Loss: 0.045 Epoch 33 Batch 234/538 - Train Accuracy: 0.963, Validation Accuracy: 0.947, Loss: 0.040 Epoch 33 Batch 235/538 - Train Accuracy: 0.957, Validation Accuracy: 0.947, Loss: 0.037 Epoch 33 Batch 236/538 - Train Accuracy: 0.940, Validation Accuracy: 0.948, Loss: 0.044 Epoch 33 Batch 237/538 - Train Accuracy: 0.960, Validation Accuracy: 0.957, Loss: 0.035 Epoch 33 Batch 238/538 - Train Accuracy: 0.962, Validation Accuracy: 0.956, Loss: 0.043 Epoch 33 Batch 239/538 - Train Accuracy: 0.957, Validation Accuracy: 0.963, Loss: 0.043 Epoch 33 Batch 240/538 - Train Accuracy: 0.946, Validation Accuracy: 0.963, Loss: 0.046 Epoch 33 Batch 241/538 - Train Accuracy: 0.940, Validation Accuracy: 0.961, Loss: 0.043 Epoch 33 Batch 242/538 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.040 Epoch 33 Batch 243/538 - Train Accuracy: 0.964, Validation Accuracy: 0.960, Loss: 0.039 Epoch 33 Batch 244/538 - Train Accuracy: 0.950, Validation Accuracy: 0.953, Loss: 0.036 Epoch 33 Batch 245/538 - Train Accuracy: 0.953, Validation Accuracy: 0.951, Loss: 0.050 Epoch 33 Batch 246/538 - Train Accuracy: 0.957, Validation Accuracy: 0.950, Loss: 0.032 Epoch 33 Batch 247/538 - Train Accuracy: 0.955, Validation Accuracy: 0.952, Loss: 0.051 Epoch 33 Batch 248/538 - Train Accuracy: 0.952, Validation Accuracy: 0.953, Loss: 0.046 Epoch 33 Batch 249/538 - Train Accuracy: 0.962, Validation Accuracy: 0.950, Loss: 0.034 Epoch 33 Batch 250/538 - Train Accuracy: 0.959, Validation Accuracy: 0.947, Loss: 0.046 Epoch 33 Batch 251/538 - Train Accuracy: 0.951, Validation Accuracy: 0.952, Loss: 0.040 Epoch 33 Batch 252/538 - Train Accuracy: 0.954, Validation Accuracy: 0.960, Loss: 0.039 Epoch 33 Batch 253/538 - Train Accuracy: 0.938, Validation Accuracy: 0.957, Loss: 0.037 Epoch 33 Batch 254/538 - Train Accuracy: 0.947, Validation Accuracy: 0.957, Loss: 0.054 Epoch 33 Batch 255/538 - Train Accuracy: 0.964, Validation Accuracy: 0.960, Loss: 0.036 Epoch 33 Batch 256/538 - Train Accuracy: 0.948, Validation Accuracy: 0.960, Loss: 0.044 Epoch 33 Batch 257/538 - Train Accuracy: 0.969, Validation Accuracy: 0.959, Loss: 0.044 Epoch 33 Batch 258/538 - Train Accuracy: 0.957, Validation Accuracy: 0.959, Loss: 0.042 Epoch 33 Batch 259/538 - Train Accuracy: 0.972, Validation Accuracy: 0.954, Loss: 0.040 Epoch 33 Batch 260/538 - Train Accuracy: 0.952, Validation Accuracy: 0.950, Loss: 0.049 Epoch 33 Batch 261/538 - Train Accuracy: 0.951, Validation Accuracy: 0.945, Loss: 0.054 Epoch 33 Batch 262/538 - Train Accuracy: 0.967, Validation Accuracy: 0.945, Loss: 0.044 Epoch 33 Batch 263/538 - Train Accuracy: 0.950, Validation Accuracy: 0.948, Loss: 0.043 Epoch 33 Batch 264/538 - Train Accuracy: 0.955, Validation Accuracy: 0.950, Loss: 0.043 Epoch 33 Batch 265/538 - Train Accuracy: 0.942, Validation Accuracy: 0.955, Loss: 0.048 Epoch 33 Batch 266/538 - Train Accuracy: 0.955, Validation Accuracy: 0.962, Loss: 0.048 Epoch 33 Batch 267/538 - Train Accuracy: 0.949, Validation Accuracy: 0.962, Loss: 0.046 Epoch 33 Batch 268/538 - Train Accuracy: 0.949, Validation Accuracy: 0.962, Loss: 0.033 Epoch 33 Batch 269/538 - Train Accuracy: 0.954, Validation Accuracy: 0.962, Loss: 0.044 Epoch 33 Batch 270/538 - Train Accuracy: 0.942, Validation Accuracy: 0.962, Loss: 0.044 Epoch 33 Batch 271/538 - Train Accuracy: 0.962, Validation Accuracy: 0.962, Loss: 0.035 Epoch 33 Batch 272/538 - Train Accuracy: 0.953, Validation Accuracy: 0.963, Loss: 0.044 Epoch 33 Batch 273/538 - Train Accuracy: 0.951, Validation Accuracy: 0.961, Loss: 0.047 Epoch 33 Batch 274/538 - Train Accuracy: 0.927, Validation Accuracy: 0.952, Loss: 0.042 Epoch 33 Batch 275/538 - Train Accuracy: 0.947, Validation Accuracy: 0.954, Loss: 0.050 Epoch 33 Batch 276/538 - Train Accuracy: 0.943, Validation Accuracy: 0.952, Loss: 0.055 Epoch 33 Batch 277/538 - Train Accuracy: 0.954, Validation Accuracy: 0.953, Loss: 0.039 Epoch 33 Batch 278/538 - Train Accuracy: 0.955, Validation Accuracy: 0.953, Loss: 0.042 Epoch 33 Batch 279/538 - Train Accuracy: 0.951, Validation Accuracy: 0.957, Loss: 0.040 Epoch 33 Batch 280/538 - Train Accuracy: 0.960, Validation Accuracy: 0.962, Loss: 0.040 Epoch 33 Batch 281/538 - Train Accuracy: 0.954, Validation Accuracy: 0.962, Loss: 0.053 Epoch 33 Batch 282/538 - Train Accuracy: 0.949, Validation Accuracy: 0.960, Loss: 0.050 Epoch 33 Batch 283/538 - Train Accuracy: 0.963, Validation Accuracy: 0.958, Loss: 0.040 Epoch 33 Batch 284/538 - Train Accuracy: 0.947, Validation Accuracy: 0.955, Loss: 0.054 Epoch 33 Batch 285/538 - Train Accuracy: 0.953, Validation Accuracy: 0.955, Loss: 0.041 Epoch 33 Batch 286/538 - Train Accuracy: 0.941, Validation Accuracy: 0.953, Loss: 0.051 Epoch 33 Batch 287/538 - Train Accuracy: 0.955, Validation Accuracy: 0.953, Loss: 0.037 Epoch 33 Batch 288/538 - Train Accuracy: 0.947, Validation Accuracy: 0.951, Loss: 0.043 Epoch 33 Batch 289/538 - Train Accuracy: 0.956, Validation Accuracy: 0.953, Loss: 0.035 Epoch 33 Batch 290/538 - Train Accuracy: 0.964, Validation Accuracy: 0.951, Loss: 0.038 Epoch 33 Batch 291/538 - Train Accuracy: 0.965, Validation Accuracy: 0.951, Loss: 0.044 Epoch 33 Batch 292/538 - Train Accuracy: 0.957, Validation Accuracy: 0.956, Loss: 0.036 Epoch 33 Batch 293/538 - Train Accuracy: 0.952, Validation Accuracy: 0.959, Loss: 0.041 Epoch 33 Batch 294/538 - Train Accuracy: 0.961, Validation Accuracy: 0.955, Loss: 0.042 Epoch 33 Batch 295/538 - Train Accuracy: 0.960, Validation Accuracy: 0.955, Loss: 0.036 Epoch 33 Batch 296/538 - Train Accuracy: 0.941, Validation Accuracy: 0.961, Loss: 0.050 Epoch 33 Batch 297/538 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.043 Epoch 33 Batch 298/538 - Train Accuracy: 0.945, Validation Accuracy: 0.960, Loss: 0.047 Epoch 33 Batch 299/538 - Train Accuracy: 0.950, Validation Accuracy: 0.960, Loss: 0.050 Epoch 33 Batch 300/538 - Train Accuracy: 0.947, Validation Accuracy: 0.958, Loss: 0.042 Epoch 33 Batch 301/538 - Train Accuracy: 0.952, Validation Accuracy: 0.952, Loss: 0.046 Epoch 33 Batch 302/538 - Train Accuracy: 0.956, Validation Accuracy: 0.954, Loss: 0.051 Epoch 33 Batch 303/538 - Train Accuracy: 0.961, Validation Accuracy: 0.952, Loss: 0.043 Epoch 33 Batch 304/538 - Train Accuracy: 0.949, Validation Accuracy: 0.952, Loss: 0.055 Epoch 33 Batch 305/538 - Train Accuracy: 0.964, Validation Accuracy: 0.955, Loss: 0.038 Epoch 33 Batch 306/538 - Train Accuracy: 0.956, Validation Accuracy: 0.949, Loss: 0.045 Epoch 33 Batch 307/538 - Train Accuracy: 0.964, Validation Accuracy: 0.949, Loss: 0.041 Epoch 33 Batch 308/538 - Train Accuracy: 0.958, Validation Accuracy: 0.954, Loss: 0.041 Epoch 33 Batch 309/538 - Train Accuracy: 0.962, Validation Accuracy: 0.952, Loss: 0.037 Epoch 33 Batch 310/538 - Train Accuracy: 0.963, Validation Accuracy: 0.955, Loss: 0.050 Epoch 33 Batch 311/538 - Train Accuracy: 0.951, Validation Accuracy: 0.956, Loss: 0.051 Epoch 33 Batch 312/538 - Train Accuracy: 0.963, Validation Accuracy: 0.958, Loss: 0.042 Epoch 33 Batch 313/538 - Train Accuracy: 0.961, Validation Accuracy: 0.958, Loss: 0.037 Epoch 33 Batch 314/538 - Train Accuracy: 0.962, Validation Accuracy: 0.952, Loss: 0.045 Epoch 33 Batch 315/538 - Train Accuracy: 0.970, Validation Accuracy: 0.955, Loss: 0.037 Epoch 33 Batch 316/538 - Train Accuracy: 0.960, Validation Accuracy: 0.950, Loss: 0.037 Epoch 33 Batch 317/538 - Train Accuracy: 0.950, Validation Accuracy: 0.953, Loss: 0.046 Epoch 33 Batch 318/538 - Train Accuracy: 0.954, Validation Accuracy: 0.953, Loss: 0.043 Epoch 33 Batch 319/538 - Train Accuracy: 0.949, Validation Accuracy: 0.953, Loss: 0.048 Epoch 33 Batch 320/538 - Train Accuracy: 0.962, Validation Accuracy: 0.952, Loss: 0.043 Epoch 33 Batch 321/538 - Train Accuracy: 0.950, Validation Accuracy: 0.955, Loss: 0.041 Epoch 33 Batch 322/538 - Train Accuracy: 0.961, Validation Accuracy: 0.955, Loss: 0.043 Epoch 33 Batch 323/538 - Train Accuracy: 0.964, Validation Accuracy: 0.958, Loss: 0.037 Epoch 33 Batch 324/538 - Train Accuracy: 0.959, Validation Accuracy: 0.958, Loss: 0.038 Epoch 33 Batch 325/538 - Train Accuracy: 0.965, Validation Accuracy: 0.955, Loss: 0.042 Epoch 33 Batch 326/538 - Train Accuracy: 0.957, Validation Accuracy: 0.957, Loss: 0.038 Epoch 33 Batch 327/538 - Train Accuracy: 0.953, Validation Accuracy: 0.957, Loss: 0.050 Epoch 33 Batch 328/538 - Train Accuracy: 0.965, Validation Accuracy: 0.957, Loss: 0.032 Epoch 33 Batch 329/538 - Train Accuracy: 0.960, Validation Accuracy: 0.958, Loss: 0.044 Epoch 33 Batch 330/538 - Train Accuracy: 0.955, Validation Accuracy: 0.961, Loss: 0.036 Epoch 33 Batch 331/538 - Train Accuracy: 0.952, Validation Accuracy: 0.963, Loss: 0.041 Epoch 33 Batch 332/538 - Train Accuracy: 0.962, Validation Accuracy: 0.962, Loss: 0.046 Epoch 33 Batch 333/538 - Train Accuracy: 0.959, Validation Accuracy: 0.964, Loss: 0.041 Epoch 33 Batch 334/538 - Train Accuracy: 0.962, Validation Accuracy: 0.964, Loss: 0.038 Epoch 33 Batch 335/538 - Train Accuracy: 0.959, Validation Accuracy: 0.957, Loss: 0.040 Epoch 33 Batch 336/538 - Train Accuracy: 0.949, Validation Accuracy: 0.959, Loss: 0.040 Epoch 33 Batch 337/538 - Train Accuracy: 0.951, Validation Accuracy: 0.959, Loss: 0.046 Epoch 33 Batch 338/538 - Train Accuracy: 0.966, Validation Accuracy: 0.958, Loss: 0.043 Epoch 33 Batch 339/538 - Train Accuracy: 0.942, Validation Accuracy: 0.958, Loss: 0.040 Epoch 33 Batch 340/538 - Train Accuracy: 0.949, Validation Accuracy: 0.959, Loss: 0.040 Epoch 33 Batch 341/538 - Train Accuracy: 0.953, Validation Accuracy: 0.959, Loss: 0.036 Epoch 33 Batch 342/538 - Train Accuracy: 0.944, Validation Accuracy: 0.960, Loss: 0.047 Epoch 33 Batch 343/538 - Train Accuracy: 0.972, Validation Accuracy: 0.960, Loss: 0.043 Epoch 33 Batch 344/538 - Train Accuracy: 0.957, Validation Accuracy: 0.960, Loss: 0.037 Epoch 33 Batch 345/538 - Train Accuracy: 0.959, Validation Accuracy: 0.955, Loss: 0.044 Epoch 33 Batch 346/538 - Train Accuracy: 0.957, Validation Accuracy: 0.959, Loss: 0.044 Epoch 33 Batch 347/538 - Train Accuracy: 0.965, Validation Accuracy: 0.957, Loss: 0.042 Epoch 33 Batch 348/538 - Train Accuracy: 0.947, Validation Accuracy: 0.960, Loss: 0.044 Epoch 33 Batch 349/538 - Train Accuracy: 0.965, Validation Accuracy: 0.960, Loss: 0.034 Epoch 33 Batch 350/538 - Train Accuracy: 0.956, Validation Accuracy: 0.959, Loss: 0.055 Epoch 33 Batch 351/538 - Train Accuracy: 0.953, Validation Accuracy: 0.958, Loss: 0.048 Epoch 33 Batch 352/538 - Train Accuracy: 0.944, Validation Accuracy: 0.959, Loss: 0.065 Epoch 33 Batch 353/538 - Train Accuracy: 0.947, Validation Accuracy: 0.960, Loss: 0.048 Epoch 33 Batch 354/538 - Train Accuracy: 0.948, Validation Accuracy: 0.962, Loss: 0.042 Epoch 33 Batch 355/538 - Train Accuracy: 0.960, Validation Accuracy: 0.961, Loss: 0.047 Epoch 33 Batch 356/538 - Train Accuracy: 0.966, Validation Accuracy: 0.959, Loss: 0.034 Epoch 33 Batch 357/538 - Train Accuracy: 0.958, Validation Accuracy: 0.958, Loss: 0.044 Epoch 33 Batch 358/538 - Train Accuracy: 0.968, Validation Accuracy: 0.958, Loss: 0.038 Epoch 33 Batch 359/538 - Train Accuracy: 0.951, Validation Accuracy: 0.958, Loss: 0.047 Epoch 33 Batch 360/538 - Train Accuracy: 0.958, Validation Accuracy: 0.956, Loss: 0.041 Epoch 33 Batch 361/538 - Train Accuracy: 0.967, Validation Accuracy: 0.958, Loss: 0.045 Epoch 33 Batch 362/538 - Train Accuracy: 0.967, Validation Accuracy: 0.955, Loss: 0.039 Epoch 33 Batch 363/538 - Train Accuracy: 0.954, Validation Accuracy: 0.955, Loss: 0.041 Epoch 33 Batch 364/538 - Train Accuracy: 0.951, Validation Accuracy: 0.958, Loss: 0.051 Epoch 33 Batch 365/538 - Train Accuracy: 0.954, Validation Accuracy: 0.958, Loss: 0.039 Epoch 33 Batch 366/538 - Train Accuracy: 0.964, Validation Accuracy: 0.960, Loss: 0.040 Epoch 33 Batch 367/538 - Train Accuracy: 0.957, Validation Accuracy: 0.961, Loss: 0.038 Epoch 33 Batch 368/538 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.038 Epoch 33 Batch 369/538 - Train Accuracy: 0.964, Validation Accuracy: 0.961, Loss: 0.039 Epoch 33 Batch 370/538 - Train Accuracy: 0.947, Validation Accuracy: 0.963, Loss: 0.044 Epoch 33 Batch 371/538 - Train Accuracy: 0.967, Validation Accuracy: 0.964, Loss: 0.042 Epoch 33 Batch 372/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.037 Epoch 33 Batch 373/538 - Train Accuracy: 0.954, Validation Accuracy: 0.958, Loss: 0.032 Epoch 33 Batch 374/538 - Train Accuracy: 0.964, Validation Accuracy: 0.960, Loss: 0.040 Epoch 33 Batch 375/538 - Train Accuracy: 0.960, Validation Accuracy: 0.963, Loss: 0.040 Epoch 33 Batch 376/538 - Train Accuracy: 0.962, Validation Accuracy: 0.962, Loss: 0.041 Epoch 33 Batch 377/538 - Train Accuracy: 0.958, Validation Accuracy: 0.964, Loss: 0.046 Epoch 33 Batch 378/538 - Train Accuracy: 0.951, Validation Accuracy: 0.959, Loss: 0.040 Epoch 33 Batch 379/538 - Train Accuracy: 0.964, Validation Accuracy: 0.959, Loss: 0.042 Epoch 33 Batch 380/538 - Train Accuracy: 0.974, Validation Accuracy: 0.961, Loss: 0.037 Epoch 33 Batch 381/538 - Train Accuracy: 0.968, Validation Accuracy: 0.951, Loss: 0.035 Epoch 33 Batch 382/538 - Train Accuracy: 0.927, Validation Accuracy: 0.950, Loss: 0.049 Epoch 33 Batch 383/538 - Train Accuracy: 0.951, Validation Accuracy: 0.952, Loss: 0.042 Epoch 33 Batch 384/538 - Train Accuracy: 0.950, Validation Accuracy: 0.954, Loss: 0.037 Epoch 33 Batch 385/538 - Train Accuracy: 0.957, Validation Accuracy: 0.961, Loss: 0.046 Epoch 33 Batch 386/538 - Train Accuracy: 0.964, Validation Accuracy: 0.965, Loss: 0.042 Epoch 33 Batch 387/538 - Train Accuracy: 0.948, Validation Accuracy: 0.960, Loss: 0.040 Epoch 33 Batch 388/538 - Train Accuracy: 0.944, Validation Accuracy: 0.960, Loss: 0.043 Epoch 33 Batch 389/538 - Train Accuracy: 0.952, Validation Accuracy: 0.963, Loss: 0.053 Epoch 33 Batch 390/538 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.039 Epoch 33 Batch 391/538 - Train Accuracy: 0.953, Validation Accuracy: 0.963, Loss: 0.041 Epoch 33 Batch 392/538 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.041 Epoch 33 Batch 393/538 - Train Accuracy: 0.955, Validation Accuracy: 0.951, Loss: 0.036 Epoch 33 Batch 394/538 - Train Accuracy: 0.938, Validation Accuracy: 0.951, Loss: 0.046 Epoch 33 Batch 395/538 - Train Accuracy: 0.936, Validation Accuracy: 0.945, Loss: 0.046 Epoch 33 Batch 396/538 - Train Accuracy: 0.950, Validation Accuracy: 0.947, Loss: 0.037 Epoch 33 Batch 397/538 - Train Accuracy: 0.965, Validation Accuracy: 0.949, Loss: 0.043 Epoch 33 Batch 398/538 - Train Accuracy: 0.948, Validation Accuracy: 0.956, Loss: 0.045 Epoch 33 Batch 399/538 - Train Accuracy: 0.959, Validation Accuracy: 0.957, Loss: 0.044 Epoch 33 Batch 400/538 - Train Accuracy: 0.968, Validation Accuracy: 0.955, Loss: 0.046 Epoch 33 Batch 401/538 - Train Accuracy: 0.965, Validation Accuracy: 0.955, Loss: 0.042 Epoch 33 Batch 402/538 - Train Accuracy: 0.947, Validation Accuracy: 0.961, Loss: 0.036 Epoch 33 Batch 403/538 - Train Accuracy: 0.958, Validation Accuracy: 0.958, Loss: 0.047 Epoch 33 Batch 404/538 - Train Accuracy: 0.959, Validation Accuracy: 0.956, Loss: 0.049 Epoch 33 Batch 405/538 - Train Accuracy: 0.956, Validation Accuracy: 0.958, Loss: 0.046 Epoch 33 Batch 406/538 - Train Accuracy: 0.953, Validation Accuracy: 0.956, Loss: 0.042 Epoch 33 Batch 407/538 - Train Accuracy: 0.960, Validation Accuracy: 0.956, Loss: 0.044 Epoch 33 Batch 408/538 - Train Accuracy: 0.935, Validation Accuracy: 0.952, Loss: 0.049 Epoch 33 Batch 409/538 - Train Accuracy: 0.953, Validation Accuracy: 0.954, Loss: 0.045 Epoch 33 Batch 410/538 - Train Accuracy: 0.973, Validation Accuracy: 0.958, Loss: 0.038 Epoch 33 Batch 411/538 - Train Accuracy: 0.955, Validation Accuracy: 0.957, Loss: 0.042 Epoch 33 Batch 412/538 - Train Accuracy: 0.964, Validation Accuracy: 0.956, Loss: 0.040 Epoch 33 Batch 413/538 - Train Accuracy: 0.963, Validation Accuracy: 0.952, Loss: 0.042 Epoch 33 Batch 414/538 - Train Accuracy: 0.914, Validation Accuracy: 0.951, Loss: 0.053 Epoch 33 Batch 415/538 - Train Accuracy: 0.943, Validation Accuracy: 0.956, Loss: 0.051 Epoch 33 Batch 416/538 - Train Accuracy: 0.955, Validation Accuracy: 0.958, Loss: 0.045 Epoch 33 Batch 417/538 - Train Accuracy: 0.957, Validation Accuracy: 0.963, Loss: 0.043 Epoch 33 Batch 418/538 - Train Accuracy: 0.950, Validation Accuracy: 0.964, Loss: 0.045 Epoch 33 Batch 419/538 - Train Accuracy: 0.957, Validation Accuracy: 0.964, Loss: 0.038 Epoch 33 Batch 420/538 - Train Accuracy: 0.955, Validation Accuracy: 0.967, Loss: 0.046 Epoch 33 Batch 421/538 - Train Accuracy: 0.964, Validation Accuracy: 0.965, Loss: 0.042 Epoch 33 Batch 422/538 - Train Accuracy: 0.959, Validation Accuracy: 0.961, Loss: 0.045 Epoch 33 Batch 423/538 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.043 Epoch 33 Batch 424/538 - Train Accuracy: 0.960, Validation Accuracy: 0.958, Loss: 0.045 Epoch 33 Batch 425/538 - Train Accuracy: 0.944, Validation Accuracy: 0.960, Loss: 0.059 Epoch 33 Batch 426/538 - Train Accuracy: 0.964, Validation Accuracy: 0.962, Loss: 0.045 Epoch 33 Batch 427/538 - Train Accuracy: 0.938, Validation Accuracy: 0.962, Loss: 0.045 Epoch 33 Batch 428/538 - Train Accuracy: 0.954, Validation Accuracy: 0.963, Loss: 0.039 Epoch 33 Batch 429/538 - Train Accuracy: 0.975, Validation Accuracy: 0.965, Loss: 0.037 Epoch 33 Batch 430/538 - Train Accuracy: 0.936, Validation Accuracy: 0.964, Loss: 0.042 Epoch 33 Batch 431/538 - Train Accuracy: 0.956, Validation Accuracy: 0.965, Loss: 0.035 Epoch 33 Batch 432/538 - Train Accuracy: 0.952, Validation Accuracy: 0.960, Loss: 0.047 Epoch 33 Batch 433/538 - Train Accuracy: 0.946, Validation Accuracy: 0.960, Loss: 0.061 Epoch 33 Batch 434/538 - Train Accuracy: 0.954, Validation Accuracy: 0.960, Loss: 0.041 Epoch 33 Batch 435/538 - Train Accuracy: 0.956, Validation Accuracy: 0.960, Loss: 0.045 Epoch 33 Batch 436/538 - Train Accuracy: 0.949, Validation Accuracy: 0.962, Loss: 0.042 Epoch 33 Batch 437/538 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.045 Epoch 33 Batch 438/538 - Train Accuracy: 0.956, Validation Accuracy: 0.961, Loss: 0.033 Epoch 33 Batch 439/538 - Train Accuracy: 0.967, Validation Accuracy: 0.957, Loss: 0.042 Epoch 33 Batch 440/538 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.042 Epoch 33 Batch 441/538 - Train Accuracy: 0.946, Validation Accuracy: 0.958, Loss: 0.049 Epoch 33 Batch 442/538 - Train Accuracy: 0.955, Validation Accuracy: 0.960, Loss: 0.040 Epoch 33 Batch 443/538 - Train Accuracy: 0.948, Validation Accuracy: 0.958, Loss: 0.045 Epoch 33 Batch 444/538 - Train Accuracy: 0.959, Validation Accuracy: 0.956, Loss: 0.042 Epoch 33 Batch 445/538 - Train Accuracy: 0.966, Validation Accuracy: 0.955, Loss: 0.040 Epoch 33 Batch 446/538 - Train Accuracy: 0.960, Validation Accuracy: 0.954, Loss: 0.034 Epoch 33 Batch 447/538 - Train Accuracy: 0.954, Validation Accuracy: 0.954, Loss: 0.042 Epoch 33 Batch 448/538 - Train Accuracy: 0.947, Validation Accuracy: 0.956, Loss: 0.042 Epoch 33 Batch 449/538 - Train Accuracy: 0.963, Validation Accuracy: 0.956, Loss: 0.041 Epoch 33 Batch 450/538 - Train Accuracy: 0.954, Validation Accuracy: 0.956, Loss: 0.049 Epoch 33 Batch 451/538 - Train Accuracy: 0.951, Validation Accuracy: 0.955, Loss: 0.042 Epoch 33 Batch 452/538 - Train Accuracy: 0.961, Validation Accuracy: 0.956, Loss: 0.039 Epoch 33 Batch 453/538 - Train Accuracy: 0.954, Validation Accuracy: 0.955, Loss: 0.045 Epoch 33 Batch 454/538 - Train Accuracy: 0.955, Validation Accuracy: 0.955, Loss: 0.049 Epoch 33 Batch 455/538 - Train Accuracy: 0.958, Validation Accuracy: 0.955, Loss: 0.054 Epoch 33 Batch 456/538 - Train Accuracy: 0.952, Validation Accuracy: 0.952, Loss: 0.070 Epoch 33 Batch 457/538 - Train Accuracy: 0.949, Validation Accuracy: 0.954, Loss: 0.042 Epoch 33 Batch 458/538 - Train Accuracy: 0.961, Validation Accuracy: 0.953, Loss: 0.041 Epoch 33 Batch 459/538 - Train Accuracy: 0.954, Validation Accuracy: 0.953, Loss: 0.041 Epoch 33 Batch 460/538 - Train Accuracy: 0.955, Validation Accuracy: 0.956, Loss: 0.045 Epoch 33 Batch 461/538 - Train Accuracy: 0.973, Validation Accuracy: 0.959, Loss: 0.043 Epoch 33 Batch 462/538 - Train Accuracy: 0.947, Validation Accuracy: 0.958, Loss: 0.044 Epoch 33 Batch 463/538 - Train Accuracy: 0.933, Validation Accuracy: 0.956, Loss: 0.050 Epoch 33 Batch 464/538 - Train Accuracy: 0.967, Validation Accuracy: 0.958, Loss: 0.036 Epoch 33 Batch 465/538 - Train Accuracy: 0.950, Validation Accuracy: 0.958, Loss: 0.044 Epoch 33 Batch 466/538 - Train Accuracy: 0.959, Validation Accuracy: 0.957, Loss: 0.036 Epoch 33 Batch 467/538 - Train Accuracy: 0.955, Validation Accuracy: 0.957, Loss: 0.047 Epoch 33 Batch 468/538 - Train Accuracy: 0.969, Validation Accuracy: 0.955, Loss: 0.052 Epoch 33 Batch 469/538 - Train Accuracy: 0.957, Validation Accuracy: 0.956, Loss: 0.039 Epoch 33 Batch 470/538 - Train Accuracy: 0.956, Validation Accuracy: 0.956, Loss: 0.039 Epoch 33 Batch 471/538 - Train Accuracy: 0.970, Validation Accuracy: 0.955, Loss: 0.033 Epoch 33 Batch 472/538 - Train Accuracy: 0.981, Validation Accuracy: 0.955, Loss: 0.031 Epoch 33 Batch 473/538 - Train Accuracy: 0.951, Validation Accuracy: 0.957, Loss: 0.041 Epoch 33 Batch 474/538 - Train Accuracy: 0.962, Validation Accuracy: 0.957, Loss: 0.041 Epoch 33 Batch 475/538 - Train Accuracy: 0.955, Validation Accuracy: 0.957, Loss: 0.045 Epoch 33 Batch 476/538 - Train Accuracy: 0.959, Validation Accuracy: 0.959, Loss: 0.041 Epoch 33 Batch 477/538 - Train Accuracy: 0.961, Validation Accuracy: 0.964, Loss: 0.047 Epoch 33 Batch 478/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.038 Epoch 33 Batch 479/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.039 Epoch 33 Batch 480/538 - Train Accuracy: 0.950, Validation Accuracy: 0.966, Loss: 0.043 Epoch 33 Batch 481/538 - Train Accuracy: 0.967, Validation Accuracy: 0.964, Loss: 0.042 Epoch 33 Batch 482/538 - Train Accuracy: 0.948, Validation Accuracy: 0.965, Loss: 0.040 Epoch 33 Batch 483/538 - Train Accuracy: 0.942, Validation Accuracy: 0.964, Loss: 0.050 Epoch 33 Batch 484/538 - Train Accuracy: 0.939, Validation Accuracy: 0.962, Loss: 0.055 Epoch 33 Batch 485/538 - Train Accuracy: 0.955, Validation Accuracy: 0.960, Loss: 0.052 Epoch 33 Batch 486/538 - Train Accuracy: 0.959, Validation Accuracy: 0.958, Loss: 0.039 Epoch 33 Batch 487/538 - Train Accuracy: 0.966, Validation Accuracy: 0.957, Loss: 0.036 Epoch 33 Batch 488/538 - Train Accuracy: 0.964, Validation Accuracy: 0.957, Loss: 0.035 Epoch 33 Batch 489/538 - Train Accuracy: 0.956, Validation Accuracy: 0.957, Loss: 0.042 Epoch 33 Batch 490/538 - Train Accuracy: 0.947, Validation Accuracy: 0.962, Loss: 0.044 Epoch 33 Batch 491/538 - Train Accuracy: 0.938, Validation Accuracy: 0.962, Loss: 0.047 Epoch 33 Batch 492/538 - Train Accuracy: 0.957, Validation Accuracy: 0.960, Loss: 0.039 Epoch 33 Batch 493/538 - Train Accuracy: 0.946, Validation Accuracy: 0.960, Loss: 0.044 Epoch 33 Batch 494/538 - Train Accuracy: 0.952, Validation Accuracy: 0.955, Loss: 0.049 Epoch 33 Batch 495/538 - Train Accuracy: 0.960, Validation Accuracy: 0.955, Loss: 0.044 Epoch 33 Batch 496/538 - Train Accuracy: 0.960, Validation Accuracy: 0.958, Loss: 0.038 Epoch 33 Batch 497/538 - Train Accuracy: 0.958, Validation Accuracy: 0.960, Loss: 0.040 Epoch 33 Batch 498/538 - Train Accuracy: 0.948, Validation Accuracy: 0.958, Loss: 0.044 Epoch 33 Batch 499/538 - Train Accuracy: 0.949, Validation Accuracy: 0.956, Loss: 0.044 Epoch 33 Batch 500/538 - Train Accuracy: 0.967, Validation Accuracy: 0.953, Loss: 0.029 Epoch 33 Batch 501/538 - Train Accuracy: 0.960, Validation Accuracy: 0.956, Loss: 0.045 Epoch 33 Batch 502/538 - Train Accuracy: 0.947, Validation Accuracy: 0.956, Loss: 0.046 Epoch 33 Batch 503/538 - Train Accuracy: 0.963, Validation Accuracy: 0.953, Loss: 0.042 Epoch 33 Batch 504/538 - Train Accuracy: 0.974, Validation Accuracy: 0.953, Loss: 0.032 Epoch 33 Batch 505/538 - Train Accuracy: 0.965, Validation Accuracy: 0.952, Loss: 0.031 Epoch 33 Batch 506/538 - Train Accuracy: 0.953, Validation Accuracy: 0.949, Loss: 0.036 Epoch 33 Batch 507/538 - Train Accuracy: 0.958, Validation Accuracy: 0.950, Loss: 0.044 Epoch 33 Batch 508/538 - Train Accuracy: 0.955, Validation Accuracy: 0.949, Loss: 0.043 Epoch 33 Batch 509/538 - Train Accuracy: 0.956, Validation Accuracy: 0.948, Loss: 0.047 Epoch 33 Batch 510/538 - Train Accuracy: 0.960, Validation Accuracy: 0.949, Loss: 0.038 Epoch 33 Batch 511/538 - Train Accuracy: 0.949, Validation Accuracy: 0.952, Loss: 0.045 Epoch 33 Batch 512/538 - Train Accuracy: 0.956, Validation Accuracy: 0.953, Loss: 0.044 Epoch 33 Batch 513/538 - Train Accuracy: 0.947, Validation Accuracy: 0.953, Loss: 0.044 Epoch 33 Batch 514/538 - Train Accuracy: 0.970, Validation Accuracy: 0.953, Loss: 0.039 Epoch 33 Batch 515/538 - Train Accuracy: 0.956, Validation Accuracy: 0.954, Loss: 0.048 Epoch 33 Batch 516/538 - Train Accuracy: 0.964, Validation Accuracy: 0.952, Loss: 0.042 Epoch 33 Batch 517/538 - Train Accuracy: 0.965, Validation Accuracy: 0.952, Loss: 0.037 Epoch 33 Batch 518/538 - Train Accuracy: 0.941, Validation Accuracy: 0.952, Loss: 0.053 Epoch 33 Batch 519/538 - Train Accuracy: 0.968, Validation Accuracy: 0.954, Loss: 0.040 Epoch 33 Batch 520/538 - Train Accuracy: 0.946, Validation Accuracy: 0.961, Loss: 0.045 Epoch 33 Batch 521/538 - Train Accuracy: 0.957, Validation Accuracy: 0.961, Loss: 0.046 Epoch 33 Batch 522/538 - Train Accuracy: 0.955, Validation Accuracy: 0.962, Loss: 0.045 Epoch 33 Batch 523/538 - Train Accuracy: 0.958, Validation Accuracy: 0.962, Loss: 0.043 Epoch 33 Batch 524/538 - Train Accuracy: 0.954, Validation Accuracy: 0.962, Loss: 0.045 Epoch 33 Batch 525/538 - Train Accuracy: 0.962, Validation Accuracy: 0.962, Loss: 0.050 Epoch 33 Batch 526/538 - Train Accuracy: 0.953, Validation Accuracy: 0.961, Loss: 0.037 Epoch 33 Batch 527/538 - Train Accuracy: 0.958, Validation Accuracy: 0.954, Loss: 0.039 Epoch 33 Batch 528/538 - Train Accuracy: 0.959, Validation Accuracy: 0.956, Loss: 0.053 Epoch 33 Batch 529/538 - Train Accuracy: 0.943, Validation Accuracy: 0.956, Loss: 0.046 Epoch 33 Batch 530/538 - Train Accuracy: 0.960, Validation Accuracy: 0.956, Loss: 0.044 Epoch 33 Batch 531/538 - Train Accuracy: 0.959, Validation Accuracy: 0.958, Loss: 0.043 Epoch 33 Batch 532/538 - Train Accuracy: 0.944, Validation Accuracy: 0.956, Loss: 0.037 Epoch 33 Batch 533/538 - Train Accuracy: 0.961, Validation Accuracy: 0.956, Loss: 0.046 Epoch 33 Batch 534/538 - Train Accuracy: 0.948, Validation Accuracy: 0.957, Loss: 0.036 Epoch 33 Batch 535/538 - Train Accuracy: 0.961, Validation Accuracy: 0.956, Loss: 0.046 Epoch 33 Batch 536/538 - Train Accuracy: 0.967, Validation Accuracy: 0.957, Loss: 0.050 Epoch 34 Batch 0/538 - Train Accuracy: 0.974, Validation Accuracy: 0.955, Loss: 0.033 Epoch 34 Batch 1/538 - Train Accuracy: 0.962, Validation Accuracy: 0.956, Loss: 0.046 Epoch 34 Batch 2/538 - Train Accuracy: 0.961, Validation Accuracy: 0.956, Loss: 0.053 Epoch 34 Batch 3/538 - Train Accuracy: 0.957, Validation Accuracy: 0.954, Loss: 0.037 Epoch 34 Batch 4/538 - Train Accuracy: 0.960, Validation Accuracy: 0.956, Loss: 0.038 Epoch 34 Batch 5/538 - Train Accuracy: 0.947, Validation Accuracy: 0.955, Loss: 0.046 Epoch 34 Batch 6/538 - Train Accuracy: 0.952, Validation Accuracy: 0.952, Loss: 0.046 Epoch 34 Batch 7/538 - Train Accuracy: 0.964, Validation Accuracy: 0.953, Loss: 0.045 Epoch 34 Batch 8/538 - Train Accuracy: 0.961, Validation Accuracy: 0.950, Loss: 0.046 Epoch 34 Batch 9/538 - Train Accuracy: 0.957, Validation Accuracy: 0.950, Loss: 0.040 Epoch 34 Batch 10/538 - Train Accuracy: 0.959, Validation Accuracy: 0.952, Loss: 0.044 Epoch 34 Batch 11/538 - Train Accuracy: 0.959, Validation Accuracy: 0.957, Loss: 0.041 Epoch 34 Batch 12/538 - Train Accuracy: 0.962, Validation Accuracy: 0.952, Loss: 0.040 Epoch 34 Batch 13/538 - Train Accuracy: 0.961, Validation Accuracy: 0.952, Loss: 0.040 Epoch 34 Batch 14/538 - Train Accuracy: 0.955, Validation Accuracy: 0.956, Loss: 0.044 Epoch 34 Batch 15/538 - Train Accuracy: 0.956, Validation Accuracy: 0.954, Loss: 0.040 Epoch 34 Batch 16/538 - Train Accuracy: 0.961, Validation Accuracy: 0.954, Loss: 0.040 Epoch 34 Batch 17/538 - Train Accuracy: 0.961, Validation Accuracy: 0.951, Loss: 0.039 Epoch 34 Batch 18/538 - Train Accuracy: 0.970, Validation Accuracy: 0.951, Loss: 0.052 Epoch 34 Batch 19/538 - Train Accuracy: 0.962, Validation Accuracy: 0.952, Loss: 0.045 Epoch 34 Batch 20/538 - Train Accuracy: 0.954, Validation Accuracy: 0.956, Loss: 0.049 Epoch 34 Batch 21/538 - Train Accuracy: 0.970, Validation Accuracy: 0.956, Loss: 0.032 Epoch 34 Batch 22/538 - Train Accuracy: 0.946, Validation Accuracy: 0.956, Loss: 0.045 Epoch 34 Batch 23/538 - Train Accuracy: 0.949, Validation Accuracy: 0.958, Loss: 0.054 Epoch 34 Batch 24/538 - Train Accuracy: 0.954, Validation Accuracy: 0.958, Loss: 0.048 Epoch 34 Batch 25/538 - Train Accuracy: 0.954, Validation Accuracy: 0.958, Loss: 0.043 Epoch 34 Batch 26/538 - Train Accuracy: 0.942, Validation Accuracy: 0.955, Loss: 0.043 Epoch 34 Batch 27/538 - Train Accuracy: 0.963, Validation Accuracy: 0.957, Loss: 0.032 Epoch 34 Batch 28/538 - Train Accuracy: 0.960, Validation Accuracy: 0.953, Loss: 0.044 Epoch 34 Batch 29/538 - Train Accuracy: 0.959, Validation Accuracy: 0.951, Loss: 0.036 Epoch 34 Batch 30/538 - Train Accuracy: 0.954, Validation Accuracy: 0.951, Loss: 0.048 Epoch 34 Batch 31/538 - Train Accuracy: 0.962, Validation Accuracy: 0.950, Loss: 0.033 Epoch 34 Batch 32/538 - Train Accuracy: 0.966, Validation Accuracy: 0.952, Loss: 0.030 Epoch 34 Batch 33/538 - Train Accuracy: 0.946, Validation Accuracy: 0.954, Loss: 0.048 Epoch 34 Batch 34/538 - Train Accuracy: 0.941, Validation Accuracy: 0.958, Loss: 0.055 Epoch 34 Batch 35/538 - Train Accuracy: 0.963, Validation Accuracy: 0.955, Loss: 0.033 Epoch 34 Batch 36/538 - Train Accuracy: 0.958, Validation Accuracy: 0.955, Loss: 0.042 Epoch 34 Batch 37/538 - Train Accuracy: 0.957, Validation Accuracy: 0.960, Loss: 0.037 Epoch 34 Batch 38/538 - Train Accuracy: 0.955, Validation Accuracy: 0.957, Loss: 0.037 Epoch 34 Batch 39/538 - Train Accuracy: 0.957, Validation Accuracy: 0.957, Loss: 0.039 Epoch 34 Batch 40/538 - Train Accuracy: 0.951, Validation Accuracy: 0.955, Loss: 0.034 Epoch 34 Batch 41/538 - Train Accuracy: 0.964, Validation Accuracy: 0.953, Loss: 0.037 Epoch 34 Batch 42/538 - Train Accuracy: 0.945, Validation Accuracy: 0.953, Loss: 0.039 Epoch 34 Batch 43/538 - Train Accuracy: 0.940, Validation Accuracy: 0.953, Loss: 0.052 Epoch 34 Batch 44/538 - Train Accuracy: 0.948, Validation Accuracy: 0.953, Loss: 0.040 Epoch 34 Batch 45/538 - Train Accuracy: 0.969, Validation Accuracy: 0.953, Loss: 0.041 Epoch 34 Batch 46/538 - Train Accuracy: 0.963, Validation Accuracy: 0.956, Loss: 0.032 Epoch 34 Batch 47/538 - Train Accuracy: 0.965, Validation Accuracy: 0.956, Loss: 0.050 Epoch 34 Batch 48/538 - Train Accuracy: 0.954, Validation Accuracy: 0.956, Loss: 0.046 Epoch 34 Batch 49/538 - Train Accuracy: 0.959, Validation Accuracy: 0.955, Loss: 0.042 Epoch 34 Batch 50/538 - Train Accuracy: 0.953, Validation Accuracy: 0.956, Loss: 0.037 Epoch 34 Batch 51/538 - Train Accuracy: 0.953, Validation Accuracy: 0.956, Loss: 0.054 Epoch 34 Batch 52/538 - Train Accuracy: 0.956, Validation Accuracy: 0.955, Loss: 0.035 Epoch 34 Batch 53/538 - Train Accuracy: 0.936, Validation Accuracy: 0.955, Loss: 0.043 Epoch 34 Batch 54/538 - Train Accuracy: 0.952, Validation Accuracy: 0.955, Loss: 0.042 Epoch 34 Batch 55/538 - Train Accuracy: 0.958, Validation Accuracy: 0.953, Loss: 0.039 Epoch 34 Batch 56/538 - Train Accuracy: 0.956, Validation Accuracy: 0.955, Loss: 0.037 Epoch 34 Batch 57/538 - Train Accuracy: 0.946, Validation Accuracy: 0.958, Loss: 0.049 Epoch 34 Batch 58/538 - Train Accuracy: 0.945, Validation Accuracy: 0.960, Loss: 0.038 Epoch 34 Batch 59/538 - Train Accuracy: 0.960, Validation Accuracy: 0.958, Loss: 0.045 Epoch 34 Batch 60/538 - Train Accuracy: 0.965, Validation Accuracy: 0.959, Loss: 0.046 Epoch 34 Batch 61/538 - Train Accuracy: 0.954, Validation Accuracy: 0.960, Loss: 0.040 Epoch 34 Batch 62/538 - Train Accuracy: 0.954, Validation Accuracy: 0.958, Loss: 0.045 Epoch 34 Batch 63/538 - Train Accuracy: 0.960, Validation Accuracy: 0.959, Loss: 0.042 Epoch 34 Batch 64/538 - Train Accuracy: 0.959, Validation Accuracy: 0.955, Loss: 0.043 Epoch 34 Batch 65/538 - Train Accuracy: 0.941, Validation Accuracy: 0.958, Loss: 0.046 Epoch 34 Batch 66/538 - Train Accuracy: 0.975, Validation Accuracy: 0.956, Loss: 0.037 Epoch 34 Batch 67/538 - Train Accuracy: 0.968, Validation Accuracy: 0.958, Loss: 0.043 Epoch 34 Batch 68/538 - Train Accuracy: 0.954, Validation Accuracy: 0.956, Loss: 0.037 Epoch 34 Batch 69/538 - Train Accuracy: 0.964, Validation Accuracy: 0.961, Loss: 0.041 Epoch 34 Batch 70/538 - Train Accuracy: 0.961, Validation Accuracy: 0.960, Loss: 0.036 Epoch 34 Batch 71/538 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.047 Epoch 34 Batch 72/538 - Train Accuracy: 0.962, Validation Accuracy: 0.966, Loss: 0.064 Epoch 34 Batch 73/538 - Train Accuracy: 0.948, Validation Accuracy: 0.962, Loss: 0.046 Epoch 34 Batch 74/538 - Train Accuracy: 0.964, Validation Accuracy: 0.965, Loss: 0.042 Epoch 34 Batch 75/538 - Train Accuracy: 0.945, Validation Accuracy: 0.964, Loss: 0.041 Epoch 34 Batch 76/538 - Train Accuracy: 0.955, Validation Accuracy: 0.961, Loss: 0.045 Epoch 34 Batch 77/538 - Train Accuracy: 0.963, Validation Accuracy: 0.959, Loss: 0.034 Epoch 34 Batch 78/538 - Train Accuracy: 0.952, Validation Accuracy: 0.954, Loss: 0.050 Epoch 34 Batch 79/538 - Train Accuracy: 0.950, Validation Accuracy: 0.955, Loss: 0.038 Epoch 34 Batch 80/538 - Train Accuracy: 0.962, Validation Accuracy: 0.956, Loss: 0.048 Epoch 34 Batch 81/538 - Train Accuracy: 0.950, Validation Accuracy: 0.956, Loss: 0.040 Epoch 34 Batch 82/538 - Train Accuracy: 0.952, Validation Accuracy: 0.963, Loss: 0.046 Epoch 34 Batch 83/538 - Train Accuracy: 0.962, Validation Accuracy: 0.965, Loss: 0.043 Epoch 34 Batch 84/538 - Train Accuracy: 0.950, Validation Accuracy: 0.961, Loss: 0.042 Epoch 34 Batch 85/538 - Train Accuracy: 0.962, Validation Accuracy: 0.960, Loss: 0.037 Epoch 34 Batch 86/538 - Train Accuracy: 0.961, Validation Accuracy: 0.960, Loss: 0.037 Epoch 34 Batch 87/538 - Train Accuracy: 0.947, Validation Accuracy: 0.954, Loss: 0.044 Epoch 34 Batch 88/538 - Train Accuracy: 0.957, Validation Accuracy: 0.956, Loss: 0.044 Epoch 34 Batch 89/538 - Train Accuracy: 0.956, Validation Accuracy: 0.954, Loss: 0.036 Epoch 34 Batch 90/538 - Train Accuracy: 0.961, Validation Accuracy: 0.951, Loss: 0.046 Epoch 34 Batch 91/538 - Train Accuracy: 0.952, Validation Accuracy: 0.951, Loss: 0.042 Epoch 34 Batch 92/538 - Train Accuracy: 0.955, Validation Accuracy: 0.948, Loss: 0.046 Epoch 34 Batch 93/538 - Train Accuracy: 0.959, Validation Accuracy: 0.953, Loss: 0.039 Epoch 34 Batch 94/538 - Train Accuracy: 0.956, Validation Accuracy: 0.950, Loss: 0.043 Epoch 34 Batch 95/538 - Train Accuracy: 0.952, Validation Accuracy: 0.950, Loss: 0.039 Epoch 34 Batch 96/538 - Train Accuracy: 0.968, Validation Accuracy: 0.952, Loss: 0.036 Epoch 34 Batch 97/538 - Train Accuracy: 0.956, Validation Accuracy: 0.951, Loss: 0.035 Epoch 34 Batch 98/538 - Train Accuracy: 0.958, Validation Accuracy: 0.953, Loss: 0.046 Epoch 34 Batch 99/538 - Train Accuracy: 0.961, Validation Accuracy: 0.955, Loss: 0.036 Epoch 34 Batch 100/538 - Train Accuracy: 0.959, Validation Accuracy: 0.955, Loss: 0.038 Epoch 34 Batch 101/538 - Train Accuracy: 0.939, Validation Accuracy: 0.957, Loss: 0.055 Epoch 34 Batch 102/538 - Train Accuracy: 0.955, Validation Accuracy: 0.958, Loss: 0.045 Epoch 34 Batch 103/538 - Train Accuracy: 0.955, Validation Accuracy: 0.960, Loss: 0.041 Epoch 34 Batch 104/538 - Train Accuracy: 0.959, Validation Accuracy: 0.959, Loss: 0.036 Epoch 34 Batch 105/538 - Train Accuracy: 0.951, Validation Accuracy: 0.959, Loss: 0.035 Epoch 34 Batch 106/538 - Train Accuracy: 0.953, Validation Accuracy: 0.958, Loss: 0.035 Epoch 34 Batch 107/538 - Train Accuracy: 0.945, Validation Accuracy: 0.956, Loss: 0.048 Epoch 34 Batch 108/538 - Train Accuracy: 0.967, Validation Accuracy: 0.954, Loss: 0.043 Epoch 34 Batch 109/538 - Train Accuracy: 0.969, Validation Accuracy: 0.951, Loss: 0.036 Epoch 34 Batch 110/538 - Train Accuracy: 0.963, Validation Accuracy: 0.951, Loss: 0.043 Epoch 34 Batch 111/538 - Train Accuracy: 0.951, Validation Accuracy: 0.951, Loss: 0.038 Epoch 34 Batch 112/538 - Train Accuracy: 0.946, Validation Accuracy: 0.956, Loss: 0.044 Epoch 34 Batch 113/538 - Train Accuracy: 0.945, Validation Accuracy: 0.958, Loss: 0.043 Epoch 34 Batch 114/538 - Train Accuracy: 0.954, Validation Accuracy: 0.958, Loss: 0.039 Epoch 34 Batch 115/538 - Train Accuracy: 0.956, Validation Accuracy: 0.958, Loss: 0.048 Epoch 34 Batch 116/538 - Train Accuracy: 0.949, Validation Accuracy: 0.960, Loss: 0.053 Epoch 34 Batch 117/538 - Train Accuracy: 0.960, Validation Accuracy: 0.959, Loss: 0.048 Epoch 34 Batch 118/538 - Train Accuracy: 0.965, Validation Accuracy: 0.960, Loss: 0.031 Epoch 34 Batch 119/538 - Train Accuracy: 0.965, Validation Accuracy: 0.960, Loss: 0.033 Epoch 34 Batch 120/538 - Train Accuracy: 0.961, Validation Accuracy: 0.960, Loss: 0.034 Epoch 34 Batch 121/538 - Train Accuracy: 0.955, Validation Accuracy: 0.961, Loss: 0.043 Epoch 34 Batch 122/538 - Train Accuracy: 0.943, Validation Accuracy: 0.962, Loss: 0.040 Epoch 34 Batch 123/538 - Train Accuracy: 0.944, Validation Accuracy: 0.961, Loss: 0.040 Epoch 34 Batch 124/538 - Train Accuracy: 0.954, Validation Accuracy: 0.961, Loss: 0.042 Epoch 34 Batch 125/538 - Train Accuracy: 0.948, Validation Accuracy: 0.957, Loss: 0.045 Epoch 34 Batch 126/538 - Train Accuracy: 0.948, Validation Accuracy: 0.959, Loss: 0.046 Epoch 34 Batch 127/538 - Train Accuracy: 0.938, Validation Accuracy: 0.963, Loss: 0.052 Epoch 34 Batch 128/538 - Train Accuracy: 0.957, Validation Accuracy: 0.961, Loss: 0.036 Epoch 34 Batch 129/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.032 Epoch 34 Batch 130/538 - Train Accuracy: 0.951, Validation Accuracy: 0.964, Loss: 0.032 Epoch 34 Batch 131/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.034 Epoch 34 Batch 132/538 - Train Accuracy: 0.945, Validation Accuracy: 0.966, Loss: 0.040 Epoch 34 Batch 133/538 - Train Accuracy: 0.945, Validation Accuracy: 0.966, Loss: 0.042 Epoch 34 Batch 134/538 - Train Accuracy: 0.953, Validation Accuracy: 0.966, Loss: 0.049 Epoch 34 Batch 135/538 - Train Accuracy: 0.952, Validation Accuracy: 0.963, Loss: 0.056 Epoch 34 Batch 136/538 - Train Accuracy: 0.962, Validation Accuracy: 0.955, Loss: 0.041 Epoch 34 Batch 137/538 - Train Accuracy: 0.950, Validation Accuracy: 0.955, Loss: 0.045 Epoch 34 Batch 138/538 - Train Accuracy: 0.955, Validation Accuracy: 0.953, Loss: 0.044 Epoch 34 Batch 139/538 - Train Accuracy: 0.950, Validation Accuracy: 0.952, Loss: 0.039 Epoch 34 Batch 140/538 - Train Accuracy: 0.940, Validation Accuracy: 0.953, Loss: 0.052 Epoch 34 Batch 141/538 - Train Accuracy: 0.963, Validation Accuracy: 0.953, Loss: 0.053 Epoch 34 Batch 142/538 - Train Accuracy: 0.958, Validation Accuracy: 0.956, Loss: 0.043 Epoch 34 Batch 143/538 - Train Accuracy: 0.964, Validation Accuracy: 0.959, Loss: 0.053 Epoch 34 Batch 144/538 - Train Accuracy: 0.948, Validation Accuracy: 0.959, Loss: 0.055 Epoch 34 Batch 145/538 - Train Accuracy: 0.952, Validation Accuracy: 0.958, Loss: 0.053 Epoch 34 Batch 146/538 - Train Accuracy: 0.951, Validation Accuracy: 0.958, Loss: 0.039 Epoch 34 Batch 147/538 - Train Accuracy: 0.949, Validation Accuracy: 0.958, Loss: 0.041 Epoch 34 Batch 148/538 - Train Accuracy: 0.941, Validation Accuracy: 0.956, Loss: 0.051 Epoch 34 Batch 149/538 - Train Accuracy: 0.964, Validation Accuracy: 0.952, Loss: 0.042 Epoch 34 Batch 150/538 - Train Accuracy: 0.974, Validation Accuracy: 0.954, Loss: 0.038 Epoch 34 Batch 151/538 - Train Accuracy: 0.949, Validation Accuracy: 0.954, Loss: 0.040 Epoch 34 Batch 152/538 - Train Accuracy: 0.958, Validation Accuracy: 0.953, Loss: 0.046 Epoch 34 Batch 153/538 - Train Accuracy: 0.953, Validation Accuracy: 0.955, Loss: 0.041 Epoch 34 Batch 154/538 - Train Accuracy: 0.967, Validation Accuracy: 0.952, Loss: 0.038 Epoch 34 Batch 155/538 - Train Accuracy: 0.955, Validation Accuracy: 0.953, Loss: 0.055 Epoch 34 Batch 156/538 - Train Accuracy: 0.960, Validation Accuracy: 0.954, Loss: 0.040 Epoch 34 Batch 157/538 - Train Accuracy: 0.965, Validation Accuracy: 0.957, Loss: 0.034 Epoch 34 Batch 158/538 - Train Accuracy: 0.966, Validation Accuracy: 0.959, Loss: 0.045 Epoch 34 Batch 159/538 - Train Accuracy: 0.945, Validation Accuracy: 0.956, Loss: 0.051 Epoch 34 Batch 160/538 - Train Accuracy: 0.940, Validation Accuracy: 0.959, Loss: 0.035 Epoch 34 Batch 161/538 - Train Accuracy: 0.948, Validation Accuracy: 0.959, Loss: 0.039 Epoch 34 Batch 162/538 - Train Accuracy: 0.973, Validation Accuracy: 0.958, Loss: 0.037 Epoch 34 Batch 163/538 - Train Accuracy: 0.962, Validation Accuracy: 0.956, Loss: 0.052 Epoch 34 Batch 164/538 - Train Accuracy: 0.943, Validation Accuracy: 0.959, Loss: 0.043 Epoch 34 Batch 165/538 - Train Accuracy: 0.961, Validation Accuracy: 0.958, Loss: 0.033 Epoch 34 Batch 166/538 - Train Accuracy: 0.968, Validation Accuracy: 0.959, Loss: 0.039 Epoch 34 Batch 167/538 - Train Accuracy: 0.957, Validation Accuracy: 0.957, Loss: 0.062 Epoch 34 Batch 168/538 - Train Accuracy: 0.937, Validation Accuracy: 0.953, Loss: 0.047 Epoch 34 Batch 169/538 - Train Accuracy: 0.967, Validation Accuracy: 0.956, Loss: 0.036 Epoch 34 Batch 170/538 - Train Accuracy: 0.963, Validation Accuracy: 0.958, Loss: 0.044 Epoch 34 Batch 171/538 - Train Accuracy: 0.935, Validation Accuracy: 0.957, Loss: 0.050 Epoch 34 Batch 172/538 - Train Accuracy: 0.963, Validation Accuracy: 0.955, Loss: 0.037 Epoch 34 Batch 173/538 - Train Accuracy: 0.976, Validation Accuracy: 0.957, Loss: 0.031 Epoch 34 Batch 174/538 - Train Accuracy: 0.941, Validation Accuracy: 0.959, Loss: 0.042 Epoch 34 Batch 175/538 - Train Accuracy: 0.959, Validation Accuracy: 0.953, Loss: 0.039 Epoch 34 Batch 176/538 - Train Accuracy: 0.956, Validation Accuracy: 0.953, Loss: 0.050 Epoch 34 Batch 177/538 - Train Accuracy: 0.958, Validation Accuracy: 0.952, Loss: 0.040 Epoch 34 Batch 178/538 - Train Accuracy: 0.951, Validation Accuracy: 0.956, Loss: 0.046 Epoch 34 Batch 179/538 - Train Accuracy: 0.959, Validation Accuracy: 0.950, Loss: 0.043 Epoch 34 Batch 180/538 - Train Accuracy: 0.951, Validation Accuracy: 0.961, Loss: 0.045 Epoch 34 Batch 181/538 - Train Accuracy: 0.950, Validation Accuracy: 0.961, Loss: 0.049 Epoch 34 Batch 182/538 - Train Accuracy: 0.960, Validation Accuracy: 0.959, Loss: 0.043 Epoch 34 Batch 183/538 - Train Accuracy: 0.967, Validation Accuracy: 0.956, Loss: 0.037 Epoch 34 Batch 184/538 - Train Accuracy: 0.961, Validation Accuracy: 0.955, Loss: 0.040 Epoch 34 Batch 185/538 - Train Accuracy: 0.976, Validation Accuracy: 0.953, Loss: 0.034 Epoch 34 Batch 186/538 - Train Accuracy: 0.961, Validation Accuracy: 0.953, Loss: 0.045 Epoch 34 Batch 187/538 - Train Accuracy: 0.967, Validation Accuracy: 0.955, Loss: 0.043 Epoch 34 Batch 188/538 - Train Accuracy: 0.960, Validation Accuracy: 0.955, Loss: 0.038 Epoch 34 Batch 189/538 - Train Accuracy: 0.967, Validation Accuracy: 0.950, Loss: 0.047 Epoch 34 Batch 190/538 - Train Accuracy: 0.937, Validation Accuracy: 0.953, Loss: 0.052 Epoch 34 Batch 191/538 - Train Accuracy: 0.958, Validation Accuracy: 0.956, Loss: 0.040 Epoch 34 Batch 192/538 - Train Accuracy: 0.961, Validation Accuracy: 0.955, Loss: 0.038 Epoch 34 Batch 193/538 - Train Accuracy: 0.958, Validation Accuracy: 0.960, Loss: 0.041 Epoch 34 Batch 194/538 - Train Accuracy: 0.947, Validation Accuracy: 0.956, Loss: 0.053 Epoch 34 Batch 195/538 - Train Accuracy: 0.966, Validation Accuracy: 0.959, Loss: 0.049 Epoch 34 Batch 196/538 - Train Accuracy: 0.949, Validation Accuracy: 0.959, Loss: 0.038 Epoch 34 Batch 197/538 - Train Accuracy: 0.967, Validation Accuracy: 0.959, Loss: 0.042 Epoch 34 Batch 198/538 - Train Accuracy: 0.956, Validation Accuracy: 0.961, Loss: 0.042 Epoch 34 Batch 199/538 - Train Accuracy: 0.947, Validation Accuracy: 0.963, Loss: 0.046 Epoch 34 Batch 200/538 - Train Accuracy: 0.962, Validation Accuracy: 0.959, Loss: 0.037 Epoch 34 Batch 201/538 - Train Accuracy: 0.950, Validation Accuracy: 0.957, Loss: 0.048 Epoch 34 Batch 202/538 - Train Accuracy: 0.961, Validation Accuracy: 0.955, Loss: 0.038 Epoch 34 Batch 203/538 - Train Accuracy: 0.958, Validation Accuracy: 0.953, Loss: 0.049 Epoch 34 Batch 204/538 - Train Accuracy: 0.950, Validation Accuracy: 0.953, Loss: 0.052 Epoch 34 Batch 205/538 - Train Accuracy: 0.949, Validation Accuracy: 0.954, Loss: 0.039 Epoch 34 Batch 206/538 - Train Accuracy: 0.957, Validation Accuracy: 0.952, Loss: 0.041 Epoch 34 Batch 207/538 - Train Accuracy: 0.959, Validation Accuracy: 0.955, Loss: 0.053 Epoch 34 Batch 208/538 - Train Accuracy: 0.960, Validation Accuracy: 0.958, Loss: 0.051 Epoch 34 Batch 209/538 - Train Accuracy: 0.957, Validation Accuracy: 0.958, Loss: 0.034 Epoch 34 Batch 210/538 - Train Accuracy: 0.954, Validation Accuracy: 0.961, Loss: 0.049 Epoch 34 Batch 211/538 - Train Accuracy: 0.953, Validation Accuracy: 0.961, Loss: 0.042 Epoch 34 Batch 212/538 - Train Accuracy: 0.960, Validation Accuracy: 0.961, Loss: 0.039 Epoch 34 Batch 213/538 - Train Accuracy: 0.959, Validation Accuracy: 0.961, Loss: 0.039 Epoch 34 Batch 214/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.036 Epoch 34 Batch 215/538 - Train Accuracy: 0.956, Validation Accuracy: 0.963, Loss: 0.040 Epoch 34 Batch 216/538 - Train Accuracy: 0.952, Validation Accuracy: 0.962, Loss: 0.040 Epoch 34 Batch 217/538 - Train Accuracy: 0.960, Validation Accuracy: 0.962, Loss: 0.045 Epoch 34 Batch 218/538 - Train Accuracy: 0.965, Validation Accuracy: 0.959, Loss: 0.038 Epoch 34 Batch 219/538 - Train Accuracy: 0.951, Validation Accuracy: 0.961, Loss: 0.053 Epoch 34 Batch 220/538 - Train Accuracy: 0.939, Validation Accuracy: 0.962, Loss: 0.045 Epoch 34 Batch 221/538 - Train Accuracy: 0.965, Validation Accuracy: 0.956, Loss: 0.037 Epoch 34 Batch 222/538 - Train Accuracy: 0.953, Validation Accuracy: 0.953, Loss: 0.040 Epoch 34 Batch 223/538 - Train Accuracy: 0.950, Validation Accuracy: 0.952, Loss: 0.047 Epoch 34 Batch 224/538 - Train Accuracy: 0.954, Validation Accuracy: 0.952, Loss: 0.049 Epoch 34 Batch 225/538 - Train Accuracy: 0.965, Validation Accuracy: 0.952, Loss: 0.037 Epoch 34 Batch 226/538 - Train Accuracy: 0.940, Validation Accuracy: 0.954, Loss: 0.040 Epoch 34 Batch 227/538 - Train Accuracy: 0.955, Validation Accuracy: 0.960, Loss: 0.045 Epoch 34 Batch 228/538 - Train Accuracy: 0.946, Validation Accuracy: 0.960, Loss: 0.046 Epoch 34 Batch 229/538 - Train Accuracy: 0.955, Validation Accuracy: 0.963, Loss: 0.050 Epoch 34 Batch 230/538 - Train Accuracy: 0.945, Validation Accuracy: 0.965, Loss: 0.045 Epoch 34 Batch 231/538 - Train Accuracy: 0.948, Validation Accuracy: 0.962, Loss: 0.045 Epoch 34 Batch 232/538 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.042 Epoch 34 Batch 233/538 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.049 Epoch 34 Batch 234/538 - Train Accuracy: 0.956, Validation Accuracy: 0.955, Loss: 0.045 Epoch 34 Batch 235/538 - Train Accuracy: 0.960, Validation Accuracy: 0.953, Loss: 0.040 Epoch 34 Batch 236/538 - Train Accuracy: 0.951, Validation Accuracy: 0.950, Loss: 0.045 Epoch 34 Batch 237/538 - Train Accuracy: 0.955, Validation Accuracy: 0.950, Loss: 0.038 Epoch 34 Batch 238/538 - Train Accuracy: 0.963, Validation Accuracy: 0.947, Loss: 0.033 Epoch 34 Batch 239/538 - Train Accuracy: 0.952, Validation Accuracy: 0.954, Loss: 0.051 Epoch 34 Batch 240/538 - Train Accuracy: 0.953, Validation Accuracy: 0.956, Loss: 0.043 Epoch 34 Batch 241/538 - Train Accuracy: 0.947, Validation Accuracy: 0.961, Loss: 0.049 Epoch 34 Batch 242/538 - Train Accuracy: 0.963, Validation Accuracy: 0.966, Loss: 0.039 Epoch 34 Batch 243/538 - Train Accuracy: 0.962, Validation Accuracy: 0.968, Loss: 0.039 Epoch 34 Batch 244/538 - Train Accuracy: 0.947, Validation Accuracy: 0.962, Loss: 0.037 Epoch 34 Batch 245/538 - Train Accuracy: 0.946, Validation Accuracy: 0.963, Loss: 0.057 Epoch 34 Batch 246/538 - Train Accuracy: 0.957, Validation Accuracy: 0.964, Loss: 0.031 Epoch 34 Batch 247/538 - Train Accuracy: 0.948, Validation Accuracy: 0.960, Loss: 0.037 Epoch 34 Batch 248/538 - Train Accuracy: 0.956, Validation Accuracy: 0.955, Loss: 0.048 Epoch 34 Batch 249/538 - Train Accuracy: 0.961, Validation Accuracy: 0.955, Loss: 0.031 Epoch 34 Batch 250/538 - Train Accuracy: 0.959, Validation Accuracy: 0.958, Loss: 0.039 Epoch 34 Batch 251/538 - Train Accuracy: 0.957, Validation Accuracy: 0.958, Loss: 0.032 Epoch 34 Batch 252/538 - Train Accuracy: 0.951, Validation Accuracy: 0.958, Loss: 0.038 Epoch 34 Batch 253/538 - Train Accuracy: 0.950, Validation Accuracy: 0.961, Loss: 0.037 Epoch 34 Batch 254/538 - Train Accuracy: 0.946, Validation Accuracy: 0.959, Loss: 0.051 Epoch 34 Batch 255/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.037 Epoch 34 Batch 256/538 - Train Accuracy: 0.950, Validation Accuracy: 0.965, Loss: 0.046 Epoch 34 Batch 257/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.042 Epoch 34 Batch 258/538 - Train Accuracy: 0.959, Validation Accuracy: 0.966, Loss: 0.041 Epoch 34 Batch 259/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.035 Epoch 34 Batch 260/538 - Train Accuracy: 0.937, Validation Accuracy: 0.968, Loss: 0.043 Epoch 34 Batch 261/538 - Train Accuracy: 0.961, Validation Accuracy: 0.956, Loss: 0.041 Epoch 34 Batch 262/538 - Train Accuracy: 0.963, Validation Accuracy: 0.954, Loss: 0.042 Epoch 34 Batch 263/538 - Train Accuracy: 0.934, Validation Accuracy: 0.954, Loss: 0.043 Epoch 34 Batch 264/538 - Train Accuracy: 0.948, Validation Accuracy: 0.954, Loss: 0.046 Epoch 34 Batch 265/538 - Train Accuracy: 0.939, Validation Accuracy: 0.952, Loss: 0.048 Epoch 34 Batch 266/538 - Train Accuracy: 0.948, Validation Accuracy: 0.954, Loss: 0.051 Epoch 34 Batch 267/538 - Train Accuracy: 0.951, Validation Accuracy: 0.956, Loss: 0.038 Epoch 34 Batch 268/538 - Train Accuracy: 0.958, Validation Accuracy: 0.961, Loss: 0.040 Epoch 34 Batch 269/538 - Train Accuracy: 0.954, Validation Accuracy: 0.962, Loss: 0.048 Epoch 34 Batch 270/538 - Train Accuracy: 0.958, Validation Accuracy: 0.961, Loss: 0.041 Epoch 34 Batch 271/538 - Train Accuracy: 0.958, Validation Accuracy: 0.961, Loss: 0.038 Epoch 34 Batch 272/538 - Train Accuracy: 0.947, Validation Accuracy: 0.963, Loss: 0.046 Epoch 34 Batch 273/538 - Train Accuracy: 0.959, Validation Accuracy: 0.963, Loss: 0.041 Epoch 34 Batch 274/538 - Train Accuracy: 0.928, Validation Accuracy: 0.963, Loss: 0.048 Epoch 34 Batch 275/538 - Train Accuracy: 0.958, Validation Accuracy: 0.959, Loss: 0.051 Epoch 34 Batch 276/538 - Train Accuracy: 0.955, Validation Accuracy: 0.959, Loss: 0.057 Epoch 34 Batch 277/538 - Train Accuracy: 0.962, Validation Accuracy: 0.959, Loss: 0.037 Epoch 34 Batch 278/538 - Train Accuracy: 0.955, Validation Accuracy: 0.961, Loss: 0.039 Epoch 34 Batch 279/538 - Train Accuracy: 0.953, Validation Accuracy: 0.963, Loss: 0.038 Epoch 34 Batch 280/538 - Train Accuracy: 0.956, Validation Accuracy: 0.961, Loss: 0.040 Epoch 34 Batch 281/538 - Train Accuracy: 0.949, Validation Accuracy: 0.961, Loss: 0.047 Epoch 34 Batch 282/538 - Train Accuracy: 0.951, Validation Accuracy: 0.957, Loss: 0.046 Epoch 34 Batch 283/538 - Train Accuracy: 0.970, Validation Accuracy: 0.955, Loss: 0.042 Epoch 34 Batch 284/538 - Train Accuracy: 0.947, Validation Accuracy: 0.954, Loss: 0.043 Epoch 34 Batch 285/538 - Train Accuracy: 0.953, Validation Accuracy: 0.959, Loss: 0.038 Epoch 34 Batch 286/538 - Train Accuracy: 0.950, Validation Accuracy: 0.959, Loss: 0.050 Epoch 34 Batch 287/538 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.033 Epoch 34 Batch 288/538 - Train Accuracy: 0.951, Validation Accuracy: 0.959, Loss: 0.044 Epoch 34 Batch 289/538 - Train Accuracy: 0.958, Validation Accuracy: 0.959, Loss: 0.032 Epoch 34 Batch 290/538 - Train Accuracy: 0.963, Validation Accuracy: 0.961, Loss: 0.038 Epoch 34 Batch 291/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.040 Epoch 34 Batch 292/538 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.031 Epoch 34 Batch 293/538 - Train Accuracy: 0.949, Validation Accuracy: 0.963, Loss: 0.040 Epoch 34 Batch 294/538 - Train Accuracy: 0.957, Validation Accuracy: 0.961, Loss: 0.046 Epoch 34 Batch 295/538 - Train Accuracy: 0.961, Validation Accuracy: 0.959, Loss: 0.041 Epoch 34 Batch 296/538 - Train Accuracy: 0.944, Validation Accuracy: 0.959, Loss: 0.053 Epoch 34 Batch 297/538 - Train Accuracy: 0.970, Validation Accuracy: 0.959, Loss: 0.042 Epoch 34 Batch 298/538 - Train Accuracy: 0.955, Validation Accuracy: 0.960, Loss: 0.044 Epoch 34 Batch 299/538 - Train Accuracy: 0.955, Validation Accuracy: 0.961, Loss: 0.053 Epoch 34 Batch 300/538 - Train Accuracy: 0.950, Validation Accuracy: 0.961, Loss: 0.042 Epoch 34 Batch 301/538 - Train Accuracy: 0.959, Validation Accuracy: 0.963, Loss: 0.038 Epoch 34 Batch 302/538 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.045 Epoch 34 Batch 303/538 - Train Accuracy: 0.961, Validation Accuracy: 0.963, Loss: 0.044 Epoch 34 Batch 304/538 - Train Accuracy: 0.948, Validation Accuracy: 0.961, Loss: 0.048 Epoch 34 Batch 305/538 - Train Accuracy: 0.962, Validation Accuracy: 0.960, Loss: 0.039 Epoch 34 Batch 306/538 - Train Accuracy: 0.952, Validation Accuracy: 0.962, Loss: 0.042 Epoch 34 Batch 307/538 - Train Accuracy: 0.968, Validation Accuracy: 0.962, Loss: 0.040 Epoch 34 Batch 308/538 - Train Accuracy: 0.966, Validation Accuracy: 0.962, Loss: 0.039 Epoch 34 Batch 309/538 - Train Accuracy: 0.961, Validation Accuracy: 0.966, Loss: 0.035 Epoch 34 Batch 310/538 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.048 Epoch 34 Batch 311/538 - Train Accuracy: 0.950, Validation Accuracy: 0.964, Loss: 0.043 Epoch 34 Batch 312/538 - Train Accuracy: 0.958, Validation Accuracy: 0.961, Loss: 0.036 Epoch 34 Batch 313/538 - Train Accuracy: 0.958, Validation Accuracy: 0.962, Loss: 0.038 Epoch 34 Batch 314/538 - Train Accuracy: 0.951, Validation Accuracy: 0.961, Loss: 0.046 Epoch 34 Batch 315/538 - Train Accuracy: 0.958, Validation Accuracy: 0.961, Loss: 0.038 Epoch 34 Batch 316/538 - Train Accuracy: 0.953, Validation Accuracy: 0.962, Loss: 0.037 Epoch 34 Batch 317/538 - Train Accuracy: 0.955, Validation Accuracy: 0.965, Loss: 0.046 Epoch 34 Batch 318/538 - Train Accuracy: 0.955, Validation Accuracy: 0.964, Loss: 0.040 Epoch 34 Batch 319/538 - Train Accuracy: 0.953, Validation Accuracy: 0.965, Loss: 0.041 Epoch 34 Batch 320/538 - Train Accuracy: 0.964, Validation Accuracy: 0.971, Loss: 0.037 Epoch 34 Batch 321/538 - Train Accuracy: 0.949, Validation Accuracy: 0.969, Loss: 0.036 Epoch 34 Batch 322/538 - Train Accuracy: 0.963, Validation Accuracy: 0.967, Loss: 0.035 Epoch 34 Batch 323/538 - Train Accuracy: 0.959, Validation Accuracy: 0.967, Loss: 0.037 Epoch 34 Batch 324/538 - Train Accuracy: 0.956, Validation Accuracy: 0.967, Loss: 0.046 Epoch 34 Batch 325/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.038 Epoch 34 Batch 326/538 - Train Accuracy: 0.958, Validation Accuracy: 0.962, Loss: 0.035 Epoch 34 Batch 327/538 - Train Accuracy: 0.950, Validation Accuracy: 0.963, Loss: 0.042 Epoch 34 Batch 328/538 - Train Accuracy: 0.965, Validation Accuracy: 0.965, Loss: 0.032 Epoch 34 Batch 329/538 - Train Accuracy: 0.961, Validation Accuracy: 0.963, Loss: 0.043 Epoch 34 Batch 330/538 - Train Accuracy: 0.962, Validation Accuracy: 0.963, Loss: 0.034 Epoch 34 Batch 331/538 - Train Accuracy: 0.955, Validation Accuracy: 0.963, Loss: 0.040 Epoch 34 Batch 332/538 - Train Accuracy: 0.957, Validation Accuracy: 0.963, Loss: 0.045 Epoch 34 Batch 333/538 - Train Accuracy: 0.966, Validation Accuracy: 0.961, Loss: 0.039 Epoch 34 Batch 334/538 - Train Accuracy: 0.961, Validation Accuracy: 0.961, Loss: 0.040 Epoch 34 Batch 335/538 - Train Accuracy: 0.966, Validation Accuracy: 0.961, Loss: 0.039 Epoch 34 Batch 336/538 - Train Accuracy: 0.950, Validation Accuracy: 0.964, Loss: 0.042 Epoch 34 Batch 337/538 - Train Accuracy: 0.944, Validation Accuracy: 0.961, Loss: 0.044 Epoch 34 Batch 338/538 - Train Accuracy: 0.963, Validation Accuracy: 0.959, Loss: 0.045 Epoch 34 Batch 339/538 - Train Accuracy: 0.948, Validation Accuracy: 0.960, Loss: 0.038 Epoch 34 Batch 340/538 - Train Accuracy: 0.951, Validation Accuracy: 0.965, Loss: 0.043 Epoch 34 Batch 341/538 - Train Accuracy: 0.961, Validation Accuracy: 0.967, Loss: 0.037 Epoch 34 Batch 342/538 - Train Accuracy: 0.949, Validation Accuracy: 0.967, Loss: 0.045 Epoch 34 Batch 343/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.041 Epoch 34 Batch 344/538 - Train Accuracy: 0.959, Validation Accuracy: 0.968, Loss: 0.036 Epoch 34 Batch 345/538 - Train Accuracy: 0.952, Validation Accuracy: 0.968, Loss: 0.043 Epoch 34 Batch 346/538 - Train Accuracy: 0.951, Validation Accuracy: 0.968, Loss: 0.049 Epoch 34 Batch 347/538 - Train Accuracy: 0.962, Validation Accuracy: 0.960, Loss: 0.039 Epoch 34 Batch 348/538 - Train Accuracy: 0.959, Validation Accuracy: 0.959, Loss: 0.043 Epoch 34 Batch 349/538 - Train Accuracy: 0.962, Validation Accuracy: 0.954, Loss: 0.031 Epoch 34 Batch 350/538 - Train Accuracy: 0.949, Validation Accuracy: 0.956, Loss: 0.055 Epoch 34 Batch 351/538 - Train Accuracy: 0.956, Validation Accuracy: 0.958, Loss: 0.044 Epoch 34 Batch 352/538 - Train Accuracy: 0.951, Validation Accuracy: 0.958, Loss: 0.061 Epoch 34 Batch 353/538 - Train Accuracy: 0.944, Validation Accuracy: 0.960, Loss: 0.043 Epoch 34 Batch 354/538 - Train Accuracy: 0.943, Validation Accuracy: 0.962, Loss: 0.050 Epoch 34 Batch 355/538 - Train Accuracy: 0.961, Validation Accuracy: 0.962, Loss: 0.041 Epoch 34 Batch 356/538 - Train Accuracy: 0.965, Validation Accuracy: 0.960, Loss: 0.036 Epoch 34 Batch 357/538 - Train Accuracy: 0.958, Validation Accuracy: 0.962, Loss: 0.038 Epoch 34 Batch 358/538 - Train Accuracy: 0.965, Validation Accuracy: 0.964, Loss: 0.037 Epoch 34 Batch 359/538 - Train Accuracy: 0.955, Validation Accuracy: 0.966, Loss: 0.043 Epoch 34 Batch 360/538 - Train Accuracy: 0.962, Validation Accuracy: 0.965, Loss: 0.036 Epoch 34 Batch 361/538 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.041 Epoch 34 Batch 362/538 - Train Accuracy: 0.960, Validation Accuracy: 0.963, Loss: 0.036 Epoch 34 Batch 363/538 - Train Accuracy: 0.952, Validation Accuracy: 0.963, Loss: 0.043 Epoch 34 Batch 364/538 - Train Accuracy: 0.945, Validation Accuracy: 0.961, Loss: 0.052 Epoch 34 Batch 365/538 - Train Accuracy: 0.967, Validation Accuracy: 0.959, Loss: 0.042 Epoch 34 Batch 366/538 - Train Accuracy: 0.963, Validation Accuracy: 0.959, Loss: 0.042 Epoch 34 Batch 367/538 - Train Accuracy: 0.962, Validation Accuracy: 0.959, Loss: 0.038 Epoch 34 Batch 368/538 - Train Accuracy: 0.972, Validation Accuracy: 0.959, Loss: 0.033 Epoch 34 Batch 369/538 - Train Accuracy: 0.962, Validation Accuracy: 0.957, Loss: 0.040 Epoch 34 Batch 370/538 - Train Accuracy: 0.944, Validation Accuracy: 0.957, Loss: 0.039 Epoch 34 Batch 371/538 - Train Accuracy: 0.967, Validation Accuracy: 0.954, Loss: 0.050 Epoch 34 Batch 372/538 - Train Accuracy: 0.961, Validation Accuracy: 0.956, Loss: 0.043 Epoch 34 Batch 373/538 - Train Accuracy: 0.953, Validation Accuracy: 0.956, Loss: 0.034 Epoch 34 Batch 374/538 - Train Accuracy: 0.956, Validation Accuracy: 0.958, Loss: 0.037 Epoch 34 Batch 375/538 - Train Accuracy: 0.958, Validation Accuracy: 0.956, Loss: 0.040 Epoch 34 Batch 376/538 - Train Accuracy: 0.955, Validation Accuracy: 0.956, Loss: 0.044 Epoch 34 Batch 377/538 - Train Accuracy: 0.957, Validation Accuracy: 0.955, Loss: 0.043 Epoch 34 Batch 378/538 - Train Accuracy: 0.948, Validation Accuracy: 0.954, Loss: 0.033 Epoch 34 Batch 379/538 - Train Accuracy: 0.970, Validation Accuracy: 0.958, Loss: 0.037 Epoch 34 Batch 380/538 - Train Accuracy: 0.954, Validation Accuracy: 0.956, Loss: 0.034 Epoch 34 Batch 381/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.038 Epoch 34 Batch 382/538 - Train Accuracy: 0.941, Validation Accuracy: 0.960, Loss: 0.049 Epoch 34 Batch 383/538 - Train Accuracy: 0.955, Validation Accuracy: 0.958, Loss: 0.036 Epoch 34 Batch 384/538 - Train Accuracy: 0.946, Validation Accuracy: 0.958, Loss: 0.043 Epoch 34 Batch 385/538 - Train Accuracy: 0.948, Validation Accuracy: 0.958, Loss: 0.041 Epoch 34 Batch 386/538 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.040 Epoch 34 Batch 387/538 - Train Accuracy: 0.956, Validation Accuracy: 0.962, Loss: 0.041 Epoch 34 Batch 388/538 - Train Accuracy: 0.957, Validation Accuracy: 0.964, Loss: 0.035 Epoch 34 Batch 389/538 - Train Accuracy: 0.955, Validation Accuracy: 0.959, Loss: 0.054 Epoch 34 Batch 390/538 - Train Accuracy: 0.967, Validation Accuracy: 0.957, Loss: 0.035 Epoch 34 Batch 391/538 - Train Accuracy: 0.961, Validation Accuracy: 0.956, Loss: 0.042 Epoch 34 Batch 392/538 - Train Accuracy: 0.959, Validation Accuracy: 0.958, Loss: 0.043 Epoch 34 Batch 393/538 - Train Accuracy: 0.959, Validation Accuracy: 0.951, Loss: 0.038 Epoch 34 Batch 394/538 - Train Accuracy: 0.948, Validation Accuracy: 0.951, Loss: 0.040 Epoch 34 Batch 395/538 - Train Accuracy: 0.942, Validation Accuracy: 0.952, Loss: 0.056 Epoch 34 Batch 396/538 - Train Accuracy: 0.950, Validation Accuracy: 0.954, Loss: 0.038 Epoch 34 Batch 397/538 - Train Accuracy: 0.957, Validation Accuracy: 0.953, Loss: 0.046 Epoch 34 Batch 398/538 - Train Accuracy: 0.946, Validation Accuracy: 0.955, Loss: 0.045 Epoch 34 Batch 399/538 - Train Accuracy: 0.958, Validation Accuracy: 0.958, Loss: 0.048 Epoch 34 Batch 400/538 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.043 Epoch 34 Batch 401/538 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.042 Epoch 34 Batch 402/538 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.043 Epoch 34 Batch 403/538 - Train Accuracy: 0.959, Validation Accuracy: 0.962, Loss: 0.045 Epoch 34 Batch 404/538 - Train Accuracy: 0.958, Validation Accuracy: 0.962, Loss: 0.047 Epoch 34 Batch 405/538 - Train Accuracy: 0.961, Validation Accuracy: 0.964, Loss: 0.043 Epoch 34 Batch 406/538 - Train Accuracy: 0.956, Validation Accuracy: 0.959, Loss: 0.043 Epoch 34 Batch 407/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.038 Epoch 34 Batch 408/538 - Train Accuracy: 0.935, Validation Accuracy: 0.963, Loss: 0.052 Epoch 34 Batch 409/538 - Train Accuracy: 0.944, Validation Accuracy: 0.964, Loss: 0.042 Epoch 34 Batch 410/538 - Train Accuracy: 0.962, Validation Accuracy: 0.962, Loss: 0.042 Epoch 34 Batch 411/538 - Train Accuracy: 0.961, Validation Accuracy: 0.963, Loss: 0.048 Epoch 34 Batch 412/538 - Train Accuracy: 0.966, Validation Accuracy: 0.961, Loss: 0.032 Epoch 34 Batch 413/538 - Train Accuracy: 0.962, Validation Accuracy: 0.961, Loss: 0.039 Epoch 34 Batch 414/538 - Train Accuracy: 0.927, Validation Accuracy: 0.956, Loss: 0.058 Epoch 34 Batch 415/538 - Train Accuracy: 0.947, Validation Accuracy: 0.961, Loss: 0.045 Epoch 34 Batch 416/538 - Train Accuracy: 0.959, Validation Accuracy: 0.966, Loss: 0.041 Epoch 34 Batch 417/538 - Train Accuracy: 0.960, Validation Accuracy: 0.964, Loss: 0.037 Epoch 34 Batch 418/538 - Train Accuracy: 0.961, Validation Accuracy: 0.963, Loss: 0.042 Epoch 34 Batch 419/538 - Train Accuracy: 0.961, Validation Accuracy: 0.963, Loss: 0.038 Epoch 34 Batch 420/538 - Train Accuracy: 0.956, Validation Accuracy: 0.963, Loss: 0.041 Epoch 34 Batch 421/538 - Train Accuracy: 0.962, Validation Accuracy: 0.958, Loss: 0.035 Epoch 34 Batch 422/538 - Train Accuracy: 0.952, Validation Accuracy: 0.958, Loss: 0.044 Epoch 34 Batch 423/538 - Train Accuracy: 0.965, Validation Accuracy: 0.958, Loss: 0.042 Epoch 34 Batch 424/538 - Train Accuracy: 0.950, Validation Accuracy: 0.961, Loss: 0.048 Epoch 34 Batch 425/538 - Train Accuracy: 0.957, Validation Accuracy: 0.962, Loss: 0.057 Epoch 34 Batch 426/538 - Train Accuracy: 0.959, Validation Accuracy: 0.964, Loss: 0.045 Epoch 34 Batch 427/538 - Train Accuracy: 0.944, Validation Accuracy: 0.967, Loss: 0.049 Epoch 34 Batch 428/538 - Train Accuracy: 0.961, Validation Accuracy: 0.967, Loss: 0.035 Epoch 34 Batch 429/538 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.042 Epoch 34 Batch 430/538 - Train Accuracy: 0.935, Validation Accuracy: 0.969, Loss: 0.040 Epoch 34 Batch 431/538 - Train Accuracy: 0.951, Validation Accuracy: 0.967, Loss: 0.039 Epoch 34 Batch 432/538 - Train Accuracy: 0.957, Validation Accuracy: 0.966, Loss: 0.046 Epoch 34 Batch 433/538 - Train Accuracy: 0.947, Validation Accuracy: 0.960, Loss: 0.058 Epoch 34 Batch 434/538 - Train Accuracy: 0.960, Validation Accuracy: 0.959, Loss: 0.037 Epoch 34 Batch 435/538 - Train Accuracy: 0.956, Validation Accuracy: 0.959, Loss: 0.043 Epoch 34 Batch 436/538 - Train Accuracy: 0.946, Validation Accuracy: 0.959, Loss: 0.053 Epoch 34 Batch 437/538 - Train Accuracy: 0.966, Validation Accuracy: 0.957, Loss: 0.039 Epoch 34 Batch 438/538 - Train Accuracy: 0.963, Validation Accuracy: 0.955, Loss: 0.035 Epoch 34 Batch 439/538 - Train Accuracy: 0.964, Validation Accuracy: 0.955, Loss: 0.043 Epoch 34 Batch 440/538 - Train Accuracy: 0.966, Validation Accuracy: 0.953, Loss: 0.042 Epoch 34 Batch 441/538 - Train Accuracy: 0.944, Validation Accuracy: 0.963, Loss: 0.053 Epoch 34 Batch 442/538 - Train Accuracy: 0.959, Validation Accuracy: 0.965, Loss: 0.041 Epoch 34 Batch 443/538 - Train Accuracy: 0.951, Validation Accuracy: 0.965, Loss: 0.039 Epoch 34 Batch 444/538 - Train Accuracy: 0.964, Validation Accuracy: 0.968, Loss: 0.041 Epoch 34 Batch 445/538 - Train Accuracy: 0.954, Validation Accuracy: 0.968, Loss: 0.040 Epoch 34 Batch 446/538 - Train Accuracy: 0.954, Validation Accuracy: 0.964, Loss: 0.039 Epoch 34 Batch 447/538 - Train Accuracy: 0.954, Validation Accuracy: 0.961, Loss: 0.042 Epoch 34 Batch 448/538 - Train Accuracy: 0.945, Validation Accuracy: 0.961, Loss: 0.039 Epoch 34 Batch 449/538 - Train Accuracy: 0.967, Validation Accuracy: 0.959, Loss: 0.043 Epoch 34 Batch 450/538 - Train Accuracy: 0.951, Validation Accuracy: 0.956, Loss: 0.058 Epoch 34 Batch 451/538 - Train Accuracy: 0.949, Validation Accuracy: 0.954, Loss: 0.039 Epoch 34 Batch 452/538 - Train Accuracy: 0.962, Validation Accuracy: 0.954, Loss: 0.037 Epoch 34 Batch 453/538 - Train Accuracy: 0.955, Validation Accuracy: 0.954, Loss: 0.054 Epoch 34 Batch 454/538 - Train Accuracy: 0.957, Validation Accuracy: 0.952, Loss: 0.049 Epoch 34 Batch 455/538 - Train Accuracy: 0.953, Validation Accuracy: 0.952, Loss: 0.044 Epoch 34 Batch 456/538 - Train Accuracy: 0.954, Validation Accuracy: 0.955, Loss: 0.069 Epoch 34 Batch 457/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.038 Epoch 34 Batch 458/538 - Train Accuracy: 0.961, Validation Accuracy: 0.955, Loss: 0.038 Epoch 34 Batch 459/538 - Train Accuracy: 0.967, Validation Accuracy: 0.955, Loss: 0.045 Epoch 34 Batch 460/538 - Train Accuracy: 0.954, Validation Accuracy: 0.962, Loss: 0.046 Epoch 34 Batch 461/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.044 Epoch 34 Batch 462/538 - Train Accuracy: 0.953, Validation Accuracy: 0.968, Loss: 0.043 Epoch 34 Batch 463/538 - Train Accuracy: 0.935, Validation Accuracy: 0.967, Loss: 0.044 Epoch 34 Batch 464/538 - Train Accuracy: 0.971, Validation Accuracy: 0.961, Loss: 0.036 Epoch 34 Batch 465/538 - Train Accuracy: 0.945, Validation Accuracy: 0.960, Loss: 0.040 Epoch 34 Batch 466/538 - Train Accuracy: 0.955, Validation Accuracy: 0.963, Loss: 0.037 Epoch 34 Batch 467/538 - Train Accuracy: 0.960, Validation Accuracy: 0.962, Loss: 0.045 Epoch 34 Batch 468/538 - Train Accuracy: 0.964, Validation Accuracy: 0.962, Loss: 0.053 Epoch 34 Batch 469/538 - Train Accuracy: 0.960, Validation Accuracy: 0.963, Loss: 0.040 Epoch 34 Batch 470/538 - Train Accuracy: 0.962, Validation Accuracy: 0.965, Loss: 0.040 Epoch 34 Batch 471/538 - Train Accuracy: 0.970, Validation Accuracy: 0.961, Loss: 0.034 Epoch 34 Batch 472/538 - Train Accuracy: 0.982, Validation Accuracy: 0.957, Loss: 0.031 Epoch 34 Batch 473/538 - Train Accuracy: 0.959, Validation Accuracy: 0.957, Loss: 0.042 Epoch 34 Batch 474/538 - Train Accuracy: 0.962, Validation Accuracy: 0.960, Loss: 0.039 Epoch 34 Batch 475/538 - Train Accuracy: 0.959, Validation Accuracy: 0.964, Loss: 0.036 Epoch 34 Batch 476/538 - Train Accuracy: 0.961, Validation Accuracy: 0.964, Loss: 0.040 Epoch 34 Batch 477/538 - Train Accuracy: 0.958, Validation Accuracy: 0.964, Loss: 0.048 Epoch 34 Batch 478/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.035 Epoch 34 Batch 479/538 - Train Accuracy: 0.956, Validation Accuracy: 0.959, Loss: 0.035 Epoch 34 Batch 480/538 - Train Accuracy: 0.956, Validation Accuracy: 0.959, Loss: 0.040 Epoch 34 Batch 481/538 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.041 Epoch 34 Batch 482/538 - Train Accuracy: 0.944, Validation Accuracy: 0.963, Loss: 0.039 Epoch 34 Batch 483/538 - Train Accuracy: 0.949, Validation Accuracy: 0.963, Loss: 0.050 Epoch 34 Batch 484/538 - Train Accuracy: 0.944, Validation Accuracy: 0.965, Loss: 0.055 Epoch 34 Batch 485/538 - Train Accuracy: 0.954, Validation Accuracy: 0.963, Loss: 0.040 Epoch 34 Batch 486/538 - Train Accuracy: 0.962, Validation Accuracy: 0.959, Loss: 0.032 Epoch 34 Batch 487/538 - Train Accuracy: 0.961, Validation Accuracy: 0.957, Loss: 0.034 Epoch 34 Batch 488/538 - Train Accuracy: 0.970, Validation Accuracy: 0.957, Loss: 0.039 Epoch 34 Batch 489/538 - Train Accuracy: 0.948, Validation Accuracy: 0.957, Loss: 0.046 Epoch 34 Batch 490/538 - Train Accuracy: 0.947, Validation Accuracy: 0.957, Loss: 0.045 Epoch 34 Batch 491/538 - Train Accuracy: 0.943, Validation Accuracy: 0.961, Loss: 0.044 Epoch 34 Batch 492/538 - Train Accuracy: 0.959, Validation Accuracy: 0.961, Loss: 0.038 Epoch 34 Batch 493/538 - Train Accuracy: 0.951, Validation Accuracy: 0.961, Loss: 0.039 Epoch 34 Batch 494/538 - Train Accuracy: 0.959, Validation Accuracy: 0.959, Loss: 0.046 Epoch 34 Batch 495/538 - Train Accuracy: 0.963, Validation Accuracy: 0.959, Loss: 0.049 Epoch 34 Batch 496/538 - Train Accuracy: 0.964, Validation Accuracy: 0.961, Loss: 0.035 Epoch 34 Batch 497/538 - Train Accuracy: 0.960, Validation Accuracy: 0.961, Loss: 0.044 Epoch 34 Batch 498/538 - Train Accuracy: 0.950, Validation Accuracy: 0.963, Loss: 0.043 Epoch 34 Batch 499/538 - Train Accuracy: 0.949, Validation Accuracy: 0.961, Loss: 0.044 Epoch 34 Batch 500/538 - Train Accuracy: 0.966, Validation Accuracy: 0.959, Loss: 0.029 Epoch 34 Batch 501/538 - Train Accuracy: 0.960, Validation Accuracy: 0.957, Loss: 0.036 Epoch 34 Batch 502/538 - Train Accuracy: 0.941, Validation Accuracy: 0.956, Loss: 0.037 Epoch 34 Batch 503/538 - Train Accuracy: 0.964, Validation Accuracy: 0.952, Loss: 0.038 Epoch 34 Batch 504/538 - Train Accuracy: 0.969, Validation Accuracy: 0.952, Loss: 0.030 Epoch 34 Batch 505/538 - Train Accuracy: 0.962, Validation Accuracy: 0.952, Loss: 0.030 Epoch 34 Batch 506/538 - Train Accuracy: 0.954, Validation Accuracy: 0.951, Loss: 0.034 Epoch 34 Batch 507/538 - Train Accuracy: 0.958, Validation Accuracy: 0.954, Loss: 0.039 Epoch 34 Batch 508/538 - Train Accuracy: 0.949, Validation Accuracy: 0.955, Loss: 0.043 Epoch 34 Batch 509/538 - Train Accuracy: 0.956, Validation Accuracy: 0.955, Loss: 0.038 Epoch 34 Batch 510/538 - Train Accuracy: 0.961, Validation Accuracy: 0.957, Loss: 0.033 Epoch 34 Batch 511/538 - Train Accuracy: 0.952, Validation Accuracy: 0.957, Loss: 0.045 Epoch 34 Batch 512/538 - Train Accuracy: 0.959, Validation Accuracy: 0.955, Loss: 0.039 Epoch 34 Batch 513/538 - Train Accuracy: 0.940, Validation Accuracy: 0.956, Loss: 0.041 Epoch 34 Batch 514/538 - Train Accuracy: 0.960, Validation Accuracy: 0.955, Loss: 0.034 Epoch 34 Batch 515/538 - Train Accuracy: 0.952, Validation Accuracy: 0.953, Loss: 0.039 Epoch 34 Batch 516/538 - Train Accuracy: 0.959, Validation Accuracy: 0.955, Loss: 0.037 Epoch 34 Batch 517/538 - Train Accuracy: 0.963, Validation Accuracy: 0.953, Loss: 0.038 Epoch 34 Batch 518/538 - Train Accuracy: 0.942, Validation Accuracy: 0.952, Loss: 0.046 Epoch 34 Batch 519/538 - Train Accuracy: 0.970, Validation Accuracy: 0.957, Loss: 0.034 Epoch 34 Batch 520/538 - Train Accuracy: 0.956, Validation Accuracy: 0.955, Loss: 0.047 Epoch 34 Batch 521/538 - Train Accuracy: 0.964, Validation Accuracy: 0.958, Loss: 0.049 Epoch 34 Batch 522/538 - Train Accuracy: 0.962, Validation Accuracy: 0.953, Loss: 0.040 Epoch 34 Batch 523/538 - Train Accuracy: 0.961, Validation Accuracy: 0.958, Loss: 0.041 Epoch 34 Batch 524/538 - Train Accuracy: 0.959, Validation Accuracy: 0.957, Loss: 0.039 Epoch 34 Batch 525/538 - Train Accuracy: 0.959, Validation Accuracy: 0.962, Loss: 0.045 Epoch 34 Batch 526/538 - Train Accuracy: 0.955, Validation Accuracy: 0.963, Loss: 0.039 Epoch 34 Batch 527/538 - Train Accuracy: 0.967, Validation Accuracy: 0.960, Loss: 0.038 Epoch 34 Batch 528/538 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.044 Epoch 34 Batch 529/538 - Train Accuracy: 0.949, Validation Accuracy: 0.960, Loss: 0.043 Epoch 34 Batch 530/538 - Train Accuracy: 0.953, Validation Accuracy: 0.958, Loss: 0.046 Epoch 34 Batch 531/538 - Train Accuracy: 0.958, Validation Accuracy: 0.958, Loss: 0.047 Epoch 34 Batch 532/538 - Train Accuracy: 0.953, Validation Accuracy: 0.956, Loss: 0.041 Epoch 34 Batch 533/538 - Train Accuracy: 0.956, Validation Accuracy: 0.956, Loss: 0.042 Epoch 34 Batch 534/538 - Train Accuracy: 0.953, Validation Accuracy: 0.961, Loss: 0.032 Epoch 34 Batch 535/538 - Train Accuracy: 0.960, Validation Accuracy: 0.959, Loss: 0.035 Epoch 34 Batch 536/538 - Train Accuracy: 0.967, Validation Accuracy: 0.960, Loss: 0.046 Epoch 35 Batch 0/538 - Train Accuracy: 0.975, Validation Accuracy: 0.957, Loss: 0.033 Epoch 35 Batch 1/538 - Train Accuracy: 0.965, Validation Accuracy: 0.955, Loss: 0.039 Epoch 35 Batch 2/538 - Train Accuracy: 0.960, Validation Accuracy: 0.954, Loss: 0.049 Epoch 35 Batch 3/538 - Train Accuracy: 0.950, Validation Accuracy: 0.949, Loss: 0.035 Epoch 35 Batch 4/538 - Train Accuracy: 0.961, Validation Accuracy: 0.947, Loss: 0.035 Epoch 35 Batch 5/538 - Train Accuracy: 0.953, Validation Accuracy: 0.949, Loss: 0.038 Epoch 35 Batch 6/538 - Train Accuracy: 0.953, Validation Accuracy: 0.949, Loss: 0.041 Epoch 35 Batch 7/538 - Train Accuracy: 0.970, Validation Accuracy: 0.953, Loss: 0.038 Epoch 35 Batch 8/538 - Train Accuracy: 0.966, Validation Accuracy: 0.956, Loss: 0.036 Epoch 35 Batch 9/538 - Train Accuracy: 0.958, Validation Accuracy: 0.956, Loss: 0.032 Epoch 35 Batch 10/538 - Train Accuracy: 0.958, Validation Accuracy: 0.953, Loss: 0.038 Epoch 35 Batch 11/538 - Train Accuracy: 0.960, Validation Accuracy: 0.955, Loss: 0.039 Epoch 35 Batch 12/538 - Train Accuracy: 0.958, Validation Accuracy: 0.958, Loss: 0.036 Epoch 35 Batch 13/538 - Train Accuracy: 0.962, Validation Accuracy: 0.954, Loss: 0.040 Epoch 35 Batch 14/538 - Train Accuracy: 0.953, Validation Accuracy: 0.954, Loss: 0.043 Epoch 35 Batch 15/538 - Train Accuracy: 0.963, Validation Accuracy: 0.956, Loss: 0.041 Epoch 35 Batch 16/538 - Train Accuracy: 0.957, Validation Accuracy: 0.953, Loss: 0.043 Epoch 35 Batch 17/538 - Train Accuracy: 0.959, Validation Accuracy: 0.953, Loss: 0.042 Epoch 35 Batch 18/538 - Train Accuracy: 0.969, Validation Accuracy: 0.952, Loss: 0.043 Epoch 35 Batch 19/538 - Train Accuracy: 0.968, Validation Accuracy: 0.954, Loss: 0.035 Epoch 35 Batch 20/538 - Train Accuracy: 0.958, Validation Accuracy: 0.959, Loss: 0.042 Epoch 35 Batch 21/538 - Train Accuracy: 0.964, Validation Accuracy: 0.962, Loss: 0.025 Epoch 35 Batch 22/538 - Train Accuracy: 0.948, Validation Accuracy: 0.960, Loss: 0.043 Epoch 35 Batch 23/538 - Train Accuracy: 0.954, Validation Accuracy: 0.961, Loss: 0.048 Epoch 35 Batch 24/538 - Train Accuracy: 0.961, Validation Accuracy: 0.956, Loss: 0.040 Epoch 35 Batch 25/538 - Train Accuracy: 0.949, Validation Accuracy: 0.958, Loss: 0.042 Epoch 35 Batch 26/538 - Train Accuracy: 0.947, Validation Accuracy: 0.958, Loss: 0.051 Epoch 35 Batch 27/538 - Train Accuracy: 0.962, Validation Accuracy: 0.958, Loss: 0.033 Epoch 35 Batch 28/538 - Train Accuracy: 0.954, Validation Accuracy: 0.955, Loss: 0.042 Epoch 35 Batch 29/538 - Train Accuracy: 0.964, Validation Accuracy: 0.960, Loss: 0.032 Epoch 35 Batch 30/538 - Train Accuracy: 0.956, Validation Accuracy: 0.962, Loss: 0.046 Epoch 35 Batch 31/538 - Train Accuracy: 0.974, Validation Accuracy: 0.959, Loss: 0.034 Epoch 35 Batch 32/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.028 Epoch 35 Batch 33/538 - Train Accuracy: 0.949, Validation Accuracy: 0.961, Loss: 0.047 Epoch 35 Batch 34/538 - Train Accuracy: 0.951, Validation Accuracy: 0.961, Loss: 0.055 Epoch 35 Batch 35/538 - Train Accuracy: 0.965, Validation Accuracy: 0.960, Loss: 0.040 Epoch 35 Batch 36/538 - Train Accuracy: 0.956, Validation Accuracy: 0.958, Loss: 0.041 Epoch 35 Batch 37/538 - Train Accuracy: 0.960, Validation Accuracy: 0.958, Loss: 0.043 Epoch 35 Batch 38/538 - Train Accuracy: 0.949, Validation Accuracy: 0.958, Loss: 0.034 Epoch 35 Batch 39/538 - Train Accuracy: 0.961, Validation Accuracy: 0.955, Loss: 0.043 Epoch 35 Batch 40/538 - Train Accuracy: 0.960, Validation Accuracy: 0.957, Loss: 0.030 Epoch 35 Batch 41/538 - Train Accuracy: 0.968, Validation Accuracy: 0.956, Loss: 0.038 Epoch 35 Batch 42/538 - Train Accuracy: 0.946, Validation Accuracy: 0.961, Loss: 0.039 Epoch 35 Batch 43/538 - Train Accuracy: 0.947, Validation Accuracy: 0.956, Loss: 0.049 Epoch 35 Batch 44/538 - Train Accuracy: 0.956, Validation Accuracy: 0.954, Loss: 0.040 Epoch 35 Batch 45/538 - Train Accuracy: 0.962, Validation Accuracy: 0.955, Loss: 0.038 Epoch 35 Batch 46/538 - Train Accuracy: 0.963, Validation Accuracy: 0.953, Loss: 0.035 Epoch 35 Batch 47/538 - Train Accuracy: 0.959, Validation Accuracy: 0.953, Loss: 0.046 Epoch 35 Batch 48/538 - Train Accuracy: 0.957, Validation Accuracy: 0.954, Loss: 0.042 Epoch 35 Batch 49/538 - Train Accuracy: 0.963, Validation Accuracy: 0.956, Loss: 0.038 Epoch 35 Batch 50/538 - Train Accuracy: 0.949, Validation Accuracy: 0.956, Loss: 0.038 Epoch 35 Batch 51/538 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.050 Epoch 35 Batch 52/538 - Train Accuracy: 0.949, Validation Accuracy: 0.960, Loss: 0.036 Epoch 35 Batch 53/538 - Train Accuracy: 0.929, Validation Accuracy: 0.959, Loss: 0.048 Epoch 35 Batch 54/538 - Train Accuracy: 0.963, Validation Accuracy: 0.959, Loss: 0.043 Epoch 35 Batch 55/538 - Train Accuracy: 0.961, Validation Accuracy: 0.959, Loss: 0.040 Epoch 35 Batch 56/538 - Train Accuracy: 0.949, Validation Accuracy: 0.959, Loss: 0.038 Epoch 35 Batch 57/538 - Train Accuracy: 0.947, Validation Accuracy: 0.958, Loss: 0.055 Epoch 35 Batch 58/538 - Train Accuracy: 0.952, Validation Accuracy: 0.959, Loss: 0.040 Epoch 35 Batch 59/538 - Train Accuracy: 0.958, Validation Accuracy: 0.964, Loss: 0.045 Epoch 35 Batch 60/538 - Train Accuracy: 0.965, Validation Accuracy: 0.964, Loss: 0.043 Epoch 35 Batch 61/538 - Train Accuracy: 0.954, Validation Accuracy: 0.962, Loss: 0.040 Epoch 35 Batch 62/538 - Train Accuracy: 0.957, Validation Accuracy: 0.958, Loss: 0.046 Epoch 35 Batch 63/538 - Train Accuracy: 0.964, Validation Accuracy: 0.956, Loss: 0.039 Epoch 35 Batch 64/538 - Train Accuracy: 0.953, Validation Accuracy: 0.952, Loss: 0.039 Epoch 35 Batch 65/538 - Train Accuracy: 0.947, Validation Accuracy: 0.955, Loss: 0.042 Epoch 35 Batch 66/538 - Train Accuracy: 0.969, Validation Accuracy: 0.952, Loss: 0.032 Epoch 35 Batch 67/538 - Train Accuracy: 0.969, Validation Accuracy: 0.951, Loss: 0.035 Epoch 35 Batch 68/538 - Train Accuracy: 0.945, Validation Accuracy: 0.952, Loss: 0.038 Epoch 35 Batch 69/538 - Train Accuracy: 0.956, Validation Accuracy: 0.952, Loss: 0.044 Epoch 35 Batch 70/538 - Train Accuracy: 0.953, Validation Accuracy: 0.955, Loss: 0.037 Epoch 35 Batch 71/538 - Train Accuracy: 0.956, Validation Accuracy: 0.956, Loss: 0.047 Epoch 35 Batch 72/538 - Train Accuracy: 0.960, Validation Accuracy: 0.954, Loss: 0.059 Epoch 35 Batch 73/538 - Train Accuracy: 0.953, Validation Accuracy: 0.959, Loss: 0.044 Epoch 35 Batch 74/538 - Train Accuracy: 0.971, Validation Accuracy: 0.956, Loss: 0.041 Epoch 35 Batch 75/538 - Train Accuracy: 0.959, Validation Accuracy: 0.958, Loss: 0.042 Epoch 35 Batch 76/538 - Train Accuracy: 0.946, Validation Accuracy: 0.958, Loss: 0.041 Epoch 35 Batch 77/538 - Train Accuracy: 0.955, Validation Accuracy: 0.959, Loss: 0.039 Epoch 35 Batch 78/538 - Train Accuracy: 0.943, Validation Accuracy: 0.956, Loss: 0.044 Epoch 35 Batch 79/538 - Train Accuracy: 0.956, Validation Accuracy: 0.954, Loss: 0.033 Epoch 35 Batch 80/538 - Train Accuracy: 0.960, Validation Accuracy: 0.954, Loss: 0.045 Epoch 35 Batch 81/538 - Train Accuracy: 0.951, Validation Accuracy: 0.952, Loss: 0.045 Epoch 35 Batch 82/538 - Train Accuracy: 0.959, Validation Accuracy: 0.952, Loss: 0.041 Epoch 35 Batch 83/538 - Train Accuracy: 0.947, Validation Accuracy: 0.953, Loss: 0.042 Epoch 35 Batch 84/538 - Train Accuracy: 0.949, Validation Accuracy: 0.953, Loss: 0.045 Epoch 35 Batch 85/538 - Train Accuracy: 0.966, Validation Accuracy: 0.953, Loss: 0.033 Epoch 35 Batch 86/538 - Train Accuracy: 0.962, Validation Accuracy: 0.956, Loss: 0.037 Epoch 35 Batch 87/538 - Train Accuracy: 0.936, Validation Accuracy: 0.955, Loss: 0.048 Epoch 35 Batch 88/538 - Train Accuracy: 0.971, Validation Accuracy: 0.956, Loss: 0.041 Epoch 35 Batch 89/538 - Train Accuracy: 0.972, Validation Accuracy: 0.954, Loss: 0.035 Epoch 35 Batch 90/538 - Train Accuracy: 0.956, Validation Accuracy: 0.954, Loss: 0.043 Epoch 35 Batch 91/538 - Train Accuracy: 0.950, Validation Accuracy: 0.951, Loss: 0.039 Epoch 35 Batch 92/538 - Train Accuracy: 0.948, Validation Accuracy: 0.956, Loss: 0.046 Epoch 35 Batch 93/538 - Train Accuracy: 0.955, Validation Accuracy: 0.956, Loss: 0.039 Epoch 35 Batch 94/538 - Train Accuracy: 0.957, Validation Accuracy: 0.956, Loss: 0.036 Epoch 35 Batch 95/538 - Train Accuracy: 0.955, Validation Accuracy: 0.954, Loss: 0.039 Epoch 35 Batch 96/538 - Train Accuracy: 0.971, Validation Accuracy: 0.954, Loss: 0.034 Epoch 35 Batch 97/538 - Train Accuracy: 0.953, Validation Accuracy: 0.956, Loss: 0.038 Epoch 35 Batch 98/538 - Train Accuracy: 0.958, Validation Accuracy: 0.955, Loss: 0.041 Epoch 35 Batch 99/538 - Train Accuracy: 0.966, Validation Accuracy: 0.956, Loss: 0.041 Epoch 35 Batch 100/538 - Train Accuracy: 0.968, Validation Accuracy: 0.953, Loss: 0.029 Epoch 35 Batch 101/538 - Train Accuracy: 0.950, Validation Accuracy: 0.956, Loss: 0.046 Epoch 35 Batch 102/538 - Train Accuracy: 0.951, Validation Accuracy: 0.960, Loss: 0.047 Epoch 35 Batch 103/538 - Train Accuracy: 0.958, Validation Accuracy: 0.953, Loss: 0.042 Epoch 35 Batch 104/538 - Train Accuracy: 0.963, Validation Accuracy: 0.955, Loss: 0.037 Epoch 35 Batch 105/538 - Train Accuracy: 0.957, Validation Accuracy: 0.955, Loss: 0.034 Epoch 35 Batch 106/538 - Train Accuracy: 0.946, Validation Accuracy: 0.959, Loss: 0.036 Epoch 35 Batch 107/538 - Train Accuracy: 0.950, Validation Accuracy: 0.961, Loss: 0.044 Epoch 35 Batch 108/538 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.038 Epoch 35 Batch 109/538 - Train Accuracy: 0.963, Validation Accuracy: 0.955, Loss: 0.041 Epoch 35 Batch 110/538 - Train Accuracy: 0.959, Validation Accuracy: 0.955, Loss: 0.039 Epoch 35 Batch 111/538 - Train Accuracy: 0.947, Validation Accuracy: 0.954, Loss: 0.046 Epoch 35 Batch 112/538 - Train Accuracy: 0.947, Validation Accuracy: 0.954, Loss: 0.049 Epoch 35 Batch 113/538 - Train Accuracy: 0.938, Validation Accuracy: 0.958, Loss: 0.049 Epoch 35 Batch 114/538 - Train Accuracy: 0.959, Validation Accuracy: 0.959, Loss: 0.042 Epoch 35 Batch 115/538 - Train Accuracy: 0.959, Validation Accuracy: 0.958, Loss: 0.045 Epoch 35 Batch 116/538 - Train Accuracy: 0.956, Validation Accuracy: 0.959, Loss: 0.044 Epoch 35 Batch 117/538 - Train Accuracy: 0.961, Validation Accuracy: 0.961, Loss: 0.042 Epoch 35 Batch 118/538 - Train Accuracy: 0.970, Validation Accuracy: 0.959, Loss: 0.035 Epoch 35 Batch 119/538 - Train Accuracy: 0.977, Validation Accuracy: 0.959, Loss: 0.031 Epoch 35 Batch 120/538 - Train Accuracy: 0.960, Validation Accuracy: 0.957, Loss: 0.033 Epoch 35 Batch 121/538 - Train Accuracy: 0.960, Validation Accuracy: 0.961, Loss: 0.053 Epoch 35 Batch 122/538 - Train Accuracy: 0.952, Validation Accuracy: 0.960, Loss: 0.040 Epoch 35 Batch 123/538 - Train Accuracy: 0.939, Validation Accuracy: 0.955, Loss: 0.043 Epoch 35 Batch 124/538 - Train Accuracy: 0.950, Validation Accuracy: 0.953, Loss: 0.039 Epoch 35 Batch 125/538 - Train Accuracy: 0.950, Validation Accuracy: 0.957, Loss: 0.041 Epoch 35 Batch 126/538 - Train Accuracy: 0.948, Validation Accuracy: 0.957, Loss: 0.048 Epoch 35 Batch 127/538 - Train Accuracy: 0.944, Validation Accuracy: 0.959, Loss: 0.051 Epoch 35 Batch 128/538 - Train Accuracy: 0.954, Validation Accuracy: 0.959, Loss: 0.044 Epoch 35 Batch 129/538 - Train Accuracy: 0.964, Validation Accuracy: 0.956, Loss: 0.034 Epoch 35 Batch 130/538 - Train Accuracy: 0.953, Validation Accuracy: 0.952, Loss: 0.036 Epoch 35 Batch 131/538 - Train Accuracy: 0.972, Validation Accuracy: 0.954, Loss: 0.041 Epoch 35 Batch 132/538 - Train Accuracy: 0.953, Validation Accuracy: 0.954, Loss: 0.040 Epoch 35 Batch 133/538 - Train Accuracy: 0.946, Validation Accuracy: 0.957, Loss: 0.045 Epoch 35 Batch 134/538 - Train Accuracy: 0.942, Validation Accuracy: 0.956, Loss: 0.049 Epoch 35 Batch 135/538 - Train Accuracy: 0.953, Validation Accuracy: 0.952, Loss: 0.053 Epoch 35 Batch 136/538 - Train Accuracy: 0.951, Validation Accuracy: 0.955, Loss: 0.042 Epoch 35 Batch 137/538 - Train Accuracy: 0.956, Validation Accuracy: 0.949, Loss: 0.047 Epoch 35 Batch 138/538 - Train Accuracy: 0.955, Validation Accuracy: 0.946, Loss: 0.042 Epoch 35 Batch 139/538 - Train Accuracy: 0.953, Validation Accuracy: 0.946, Loss: 0.046 Epoch 35 Batch 140/538 - Train Accuracy: 0.945, Validation Accuracy: 0.952, Loss: 0.056 Epoch 35 Batch 141/538 - Train Accuracy: 0.970, Validation Accuracy: 0.957, Loss: 0.044 Epoch 35 Batch 142/538 - Train Accuracy: 0.960, Validation Accuracy: 0.956, Loss: 0.040 Epoch 35 Batch 143/538 - Train Accuracy: 0.964, Validation Accuracy: 0.954, Loss: 0.050 Epoch 35 Batch 144/538 - Train Accuracy: 0.956, Validation Accuracy: 0.956, Loss: 0.048 Epoch 35 Batch 145/538 - Train Accuracy: 0.957, Validation Accuracy: 0.958, Loss: 0.048 Epoch 35 Batch 146/538 - Train Accuracy: 0.956, Validation Accuracy: 0.958, Loss: 0.040 Epoch 35 Batch 147/538 - Train Accuracy: 0.959, Validation Accuracy: 0.961, Loss: 0.044 Epoch 35 Batch 148/538 - Train Accuracy: 0.939, Validation Accuracy: 0.956, Loss: 0.052 Epoch 35 Batch 149/538 - Train Accuracy: 0.962, Validation Accuracy: 0.957, Loss: 0.036 Epoch 35 Batch 150/538 - Train Accuracy: 0.976, Validation Accuracy: 0.955, Loss: 0.036 Epoch 35 Batch 151/538 - Train Accuracy: 0.942, Validation Accuracy: 0.946, Loss: 0.041 Epoch 35 Batch 152/538 - Train Accuracy: 0.952, Validation Accuracy: 0.946, Loss: 0.046 Epoch 35 Batch 153/538 - Train Accuracy: 0.955, Validation Accuracy: 0.949, Loss: 0.042 Epoch 35 Batch 154/538 - Train Accuracy: 0.961, Validation Accuracy: 0.945, Loss: 0.035 Epoch 35 Batch 155/538 - Train Accuracy: 0.952, Validation Accuracy: 0.950, Loss: 0.048 Epoch 35 Batch 156/538 - Train Accuracy: 0.962, Validation Accuracy: 0.954, Loss: 0.036 Epoch 35 Batch 157/538 - Train Accuracy: 0.965, Validation Accuracy: 0.954, Loss: 0.035 Epoch 35 Batch 158/538 - Train Accuracy: 0.956, Validation Accuracy: 0.958, Loss: 0.047 Epoch 35 Batch 159/538 - Train Accuracy: 0.956, Validation Accuracy: 0.958, Loss: 0.042 Epoch 35 Batch 160/538 - Train Accuracy: 0.946, Validation Accuracy: 0.960, Loss: 0.036 Epoch 35 Batch 161/538 - Train Accuracy: 0.958, Validation Accuracy: 0.959, Loss: 0.038 Epoch 35 Batch 162/538 - Train Accuracy: 0.974, Validation Accuracy: 0.959, Loss: 0.035 Epoch 35 Batch 163/538 - Train Accuracy: 0.954, Validation Accuracy: 0.957, Loss: 0.050 Epoch 35 Batch 164/538 - Train Accuracy: 0.938, Validation Accuracy: 0.959, Loss: 0.048 Epoch 35 Batch 165/538 - Train Accuracy: 0.958, Validation Accuracy: 0.955, Loss: 0.038 Epoch 35 Batch 166/538 - Train Accuracy: 0.967, Validation Accuracy: 0.956, Loss: 0.033 Epoch 35 Batch 167/538 - Train Accuracy: 0.960, Validation Accuracy: 0.958, Loss: 0.075 Epoch 35 Batch 168/538 - Train Accuracy: 0.928, Validation Accuracy: 0.955, Loss: 0.060 Epoch 35 Batch 169/538 - Train Accuracy: 0.974, Validation Accuracy: 0.963, Loss: 0.036 Epoch 35 Batch 170/538 - Train Accuracy: 0.960, Validation Accuracy: 0.963, Loss: 0.042 Epoch 35 Batch 171/538 - Train Accuracy: 0.941, Validation Accuracy: 0.965, Loss: 0.051 Epoch 35 Batch 172/538 - Train Accuracy: 0.976, Validation Accuracy: 0.962, Loss: 0.036 Epoch 35 Batch 173/538 - Train Accuracy: 0.967, Validation Accuracy: 0.960, Loss: 0.036 Epoch 35 Batch 174/538 - Train Accuracy: 0.947, Validation Accuracy: 0.955, Loss: 0.040 Epoch 35 Batch 175/538 - Train Accuracy: 0.963, Validation Accuracy: 0.955, Loss: 0.037 Epoch 35 Batch 176/538 - Train Accuracy: 0.956, Validation Accuracy: 0.958, Loss: 0.047 Epoch 35 Batch 177/538 - Train Accuracy: 0.964, Validation Accuracy: 0.956, Loss: 0.042 Epoch 35 Batch 178/538 - Train Accuracy: 0.946, Validation Accuracy: 0.958, Loss: 0.046 Epoch 35 Batch 179/538 - Train Accuracy: 0.962, Validation Accuracy: 0.953, Loss: 0.039 Epoch 35 Batch 180/538 - Train Accuracy: 0.955, Validation Accuracy: 0.956, Loss: 0.046 Epoch 35 Batch 181/538 - Train Accuracy: 0.951, Validation Accuracy: 0.955, Loss: 0.049 Epoch 35 Batch 182/538 - Train Accuracy: 0.970, Validation Accuracy: 0.955, Loss: 0.043 Epoch 35 Batch 183/538 - Train Accuracy: 0.959, Validation Accuracy: 0.959, Loss: 0.039 Epoch 35 Batch 184/538 - Train Accuracy: 0.962, Validation Accuracy: 0.955, Loss: 0.036 Epoch 35 Batch 185/538 - Train Accuracy: 0.975, Validation Accuracy: 0.953, Loss: 0.030 Epoch 35 Batch 186/538 - Train Accuracy: 0.961, Validation Accuracy: 0.953, Loss: 0.039 Epoch 35 Batch 187/538 - Train Accuracy: 0.960, Validation Accuracy: 0.954, Loss: 0.040 Epoch 35 Batch 188/538 - Train Accuracy: 0.958, Validation Accuracy: 0.956, Loss: 0.034 Epoch 35 Batch 189/538 - Train Accuracy: 0.957, Validation Accuracy: 0.961, Loss: 0.049 Epoch 35 Batch 190/538 - Train Accuracy: 0.941, Validation Accuracy: 0.965, Loss: 0.053 Epoch 35 Batch 191/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.040 Epoch 35 Batch 192/538 - Train Accuracy: 0.961, Validation Accuracy: 0.967, Loss: 0.036 Epoch 35 Batch 193/538 - Train Accuracy: 0.959, Validation Accuracy: 0.967, Loss: 0.040 Epoch 35 Batch 194/538 - Train Accuracy: 0.954, Validation Accuracy: 0.965, Loss: 0.050 Epoch 35 Batch 195/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.052 Epoch 35 Batch 196/538 - Train Accuracy: 0.954, Validation Accuracy: 0.962, Loss: 0.040 Epoch 35 Batch 197/538 - Train Accuracy: 0.967, Validation Accuracy: 0.964, Loss: 0.036 Epoch 35 Batch 198/538 - Train Accuracy: 0.951, Validation Accuracy: 0.964, Loss: 0.044 Epoch 35 Batch 199/538 - Train Accuracy: 0.953, Validation Accuracy: 0.961, Loss: 0.045 Epoch 35 Batch 200/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.036 Epoch 35 Batch 201/538 - Train Accuracy: 0.949, Validation Accuracy: 0.959, Loss: 0.046 Epoch 35 Batch 202/538 - Train Accuracy: 0.970, Validation Accuracy: 0.953, Loss: 0.040 Epoch 35 Batch 203/538 - Train Accuracy: 0.960, Validation Accuracy: 0.957, Loss: 0.046 Epoch 35 Batch 204/538 - Train Accuracy: 0.947, Validation Accuracy: 0.963, Loss: 0.050 Epoch 35 Batch 205/538 - Train Accuracy: 0.954, Validation Accuracy: 0.960, Loss: 0.040 Epoch 35 Batch 206/538 - Train Accuracy: 0.962, Validation Accuracy: 0.965, Loss: 0.038 Epoch 35 Batch 207/538 - Train Accuracy: 0.956, Validation Accuracy: 0.968, Loss: 0.046 Epoch 35 Batch 208/538 - Train Accuracy: 0.960, Validation Accuracy: 0.968, Loss: 0.051 Epoch 35 Batch 209/538 - Train Accuracy: 0.958, Validation Accuracy: 0.965, Loss: 0.037 Epoch 35 Batch 210/538 - Train Accuracy: 0.956, Validation Accuracy: 0.963, Loss: 0.043 Epoch 35 Batch 211/538 - Train Accuracy: 0.961, Validation Accuracy: 0.963, Loss: 0.044 Epoch 35 Batch 212/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.034 Epoch 35 Batch 213/538 - Train Accuracy: 0.961, Validation Accuracy: 0.961, Loss: 0.039 Epoch 35 Batch 214/538 - Train Accuracy: 0.966, Validation Accuracy: 0.961, Loss: 0.035 Epoch 35 Batch 215/538 - Train Accuracy: 0.964, Validation Accuracy: 0.961, Loss: 0.036 Epoch 35 Batch 216/538 - Train Accuracy: 0.945, Validation Accuracy: 0.961, Loss: 0.039 Epoch 35 Batch 217/538 - Train Accuracy: 0.960, Validation Accuracy: 0.958, Loss: 0.043 Epoch 35 Batch 218/538 - Train Accuracy: 0.960, Validation Accuracy: 0.958, Loss: 0.035 Epoch 35 Batch 219/538 - Train Accuracy: 0.947, Validation Accuracy: 0.956, Loss: 0.043 Epoch 35 Batch 220/538 - Train Accuracy: 0.937, Validation Accuracy: 0.949, Loss: 0.042 Epoch 35 Batch 221/538 - Train Accuracy: 0.955, Validation Accuracy: 0.951, Loss: 0.034 Epoch 35 Batch 222/538 - Train Accuracy: 0.947, Validation Accuracy: 0.951, Loss: 0.039 Epoch 35 Batch 223/538 - Train Accuracy: 0.947, Validation Accuracy: 0.953, Loss: 0.043 Epoch 35 Batch 224/538 - Train Accuracy: 0.949, Validation Accuracy: 0.956, Loss: 0.041 Epoch 35 Batch 225/538 - Train Accuracy: 0.963, Validation Accuracy: 0.956, Loss: 0.042 Epoch 35 Batch 226/538 - Train Accuracy: 0.957, Validation Accuracy: 0.963, Loss: 0.044 Epoch 35 Batch 227/538 - Train Accuracy: 0.941, Validation Accuracy: 0.961, Loss: 0.040 Epoch 35 Batch 228/538 - Train Accuracy: 0.946, Validation Accuracy: 0.962, Loss: 0.045 Epoch 35 Batch 229/538 - Train Accuracy: 0.947, Validation Accuracy: 0.962, Loss: 0.049 Epoch 35 Batch 230/538 - Train Accuracy: 0.941, Validation Accuracy: 0.964, Loss: 0.043 Epoch 35 Batch 231/538 - Train Accuracy: 0.941, Validation Accuracy: 0.964, Loss: 0.045 Epoch 35 Batch 232/538 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.045 Epoch 35 Batch 233/538 - Train Accuracy: 0.957, Validation Accuracy: 0.960, Loss: 0.049 Epoch 35 Batch 234/538 - Train Accuracy: 0.960, Validation Accuracy: 0.957, Loss: 0.045 Epoch 35 Batch 235/538 - Train Accuracy: 0.958, Validation Accuracy: 0.960, Loss: 0.033 Epoch 35 Batch 236/538 - Train Accuracy: 0.944, Validation Accuracy: 0.958, Loss: 0.038 Epoch 35 Batch 237/538 - Train Accuracy: 0.959, Validation Accuracy: 0.959, Loss: 0.032 Epoch 35 Batch 238/538 - Train Accuracy: 0.961, Validation Accuracy: 0.962, Loss: 0.040 Epoch 35 Batch 239/538 - Train Accuracy: 0.959, Validation Accuracy: 0.963, Loss: 0.050 Epoch 35 Batch 240/538 - Train Accuracy: 0.953, Validation Accuracy: 0.964, Loss: 0.046 Epoch 35 Batch 241/538 - Train Accuracy: 0.944, Validation Accuracy: 0.960, Loss: 0.051 Epoch 35 Batch 242/538 - Train Accuracy: 0.968, Validation Accuracy: 0.960, Loss: 0.036 Epoch 35 Batch 243/538 - Train Accuracy: 0.956, Validation Accuracy: 0.960, Loss: 0.040 Epoch 35 Batch 244/538 - Train Accuracy: 0.940, Validation Accuracy: 0.960, Loss: 0.039 Epoch 35 Batch 245/538 - Train Accuracy: 0.952, Validation Accuracy: 0.963, Loss: 0.055 Epoch 35 Batch 246/538 - Train Accuracy: 0.953, Validation Accuracy: 0.954, Loss: 0.032 Epoch 35 Batch 247/538 - Train Accuracy: 0.956, Validation Accuracy: 0.953, Loss: 0.039 Epoch 35 Batch 248/538 - Train Accuracy: 0.936, Validation Accuracy: 0.948, Loss: 0.044 Epoch 35 Batch 249/538 - Train Accuracy: 0.951, Validation Accuracy: 0.944, Loss: 0.035 Epoch 35 Batch 250/538 - Train Accuracy: 0.952, Validation Accuracy: 0.947, Loss: 0.044 Epoch 35 Batch 251/538 - Train Accuracy: 0.957, Validation Accuracy: 0.950, Loss: 0.034 Epoch 35 Batch 252/538 - Train Accuracy: 0.949, Validation Accuracy: 0.952, Loss: 0.039 Epoch 35 Batch 253/538 - Train Accuracy: 0.945, Validation Accuracy: 0.960, Loss: 0.038 Epoch 35 Batch 254/538 - Train Accuracy: 0.942, Validation Accuracy: 0.957, Loss: 0.046 Epoch 35 Batch 255/538 - Train Accuracy: 0.962, Validation Accuracy: 0.958, Loss: 0.038 Epoch 35 Batch 256/538 - Train Accuracy: 0.937, Validation Accuracy: 0.954, Loss: 0.047 Epoch 35 Batch 257/538 - Train Accuracy: 0.958, Validation Accuracy: 0.956, Loss: 0.037 Epoch 35 Batch 258/538 - Train Accuracy: 0.966, Validation Accuracy: 0.954, Loss: 0.039 Epoch 35 Batch 259/538 - Train Accuracy: 0.975, Validation Accuracy: 0.958, Loss: 0.032 Epoch 35 Batch 260/538 - Train Accuracy: 0.945, Validation Accuracy: 0.960, Loss: 0.052 Epoch 35 Batch 261/538 - Train Accuracy: 0.960, Validation Accuracy: 0.953, Loss: 0.040 Epoch 35 Batch 262/538 - Train Accuracy: 0.961, Validation Accuracy: 0.953, Loss: 0.043 Epoch 35 Batch 263/538 - Train Accuracy: 0.934, Validation Accuracy: 0.954, Loss: 0.040 Epoch 35 Batch 264/538 - Train Accuracy: 0.950, Validation Accuracy: 0.954, Loss: 0.039 Epoch 35 Batch 265/538 - Train Accuracy: 0.931, Validation Accuracy: 0.952, Loss: 0.050 Epoch 35 Batch 266/538 - Train Accuracy: 0.943, Validation Accuracy: 0.949, Loss: 0.046 Epoch 35 Batch 267/538 - Train Accuracy: 0.952, Validation Accuracy: 0.951, Loss: 0.043 Epoch 35 Batch 268/538 - Train Accuracy: 0.955, Validation Accuracy: 0.953, Loss: 0.034 Epoch 35 Batch 269/538 - Train Accuracy: 0.958, Validation Accuracy: 0.955, Loss: 0.040 Epoch 35 Batch 270/538 - Train Accuracy: 0.949, Validation Accuracy: 0.955, Loss: 0.038 Epoch 35 Batch 271/538 - Train Accuracy: 0.964, Validation Accuracy: 0.954, Loss: 0.031 Epoch 35 Batch 272/538 - Train Accuracy: 0.952, Validation Accuracy: 0.958, Loss: 0.046 Epoch 35 Batch 273/538 - Train Accuracy: 0.951, Validation Accuracy: 0.956, Loss: 0.042 Epoch 35 Batch 274/538 - Train Accuracy: 0.933, Validation Accuracy: 0.953, Loss: 0.046 Epoch 35 Batch 275/538 - Train Accuracy: 0.958, Validation Accuracy: 0.955, Loss: 0.051 Epoch 35 Batch 276/538 - Train Accuracy: 0.952, Validation Accuracy: 0.952, Loss: 0.051 Epoch 35 Batch 277/538 - Train Accuracy: 0.961, Validation Accuracy: 0.948, Loss: 0.040 Epoch 35 Batch 278/538 - Train Accuracy: 0.957, Validation Accuracy: 0.950, Loss: 0.038 Epoch 35 Batch 279/538 - Train Accuracy: 0.950, Validation Accuracy: 0.950, Loss: 0.046 Epoch 35 Batch 280/538 - Train Accuracy: 0.968, Validation Accuracy: 0.951, Loss: 0.036 Epoch 35 Batch 281/538 - Train Accuracy: 0.950, Validation Accuracy: 0.949, Loss: 0.046 Epoch 35 Batch 282/538 - Train Accuracy: 0.957, Validation Accuracy: 0.947, Loss: 0.044 Epoch 35 Batch 283/538 - Train Accuracy: 0.965, Validation Accuracy: 0.952, Loss: 0.045 Epoch 35 Batch 284/538 - Train Accuracy: 0.953, Validation Accuracy: 0.956, Loss: 0.043 Epoch 35 Batch 285/538 - Train Accuracy: 0.956, Validation Accuracy: 0.959, Loss: 0.038 Epoch 35 Batch 286/538 - Train Accuracy: 0.941, Validation Accuracy: 0.956, Loss: 0.044 Epoch 35 Batch 287/538 - Train Accuracy: 0.968, Validation Accuracy: 0.954, Loss: 0.031 Epoch 35 Batch 288/538 - Train Accuracy: 0.950, Validation Accuracy: 0.954, Loss: 0.040 Epoch 35 Batch 289/538 - Train Accuracy: 0.958, Validation Accuracy: 0.958, Loss: 0.037 Epoch 35 Batch 290/538 - Train Accuracy: 0.964, Validation Accuracy: 0.954, Loss: 0.032 Epoch 35 Batch 291/538 - Train Accuracy: 0.966, Validation Accuracy: 0.952, Loss: 0.043 Epoch 35 Batch 292/538 - Train Accuracy: 0.966, Validation Accuracy: 0.950, Loss: 0.030 Epoch 35 Batch 293/538 - Train Accuracy: 0.960, Validation Accuracy: 0.947, Loss: 0.037 Epoch 35 Batch 294/538 - Train Accuracy: 0.957, Validation Accuracy: 0.945, Loss: 0.047 Epoch 35 Batch 295/538 - Train Accuracy: 0.968, Validation Accuracy: 0.947, Loss: 0.038 Epoch 35 Batch 296/538 - Train Accuracy: 0.947, Validation Accuracy: 0.952, Loss: 0.054 Epoch 35 Batch 297/538 - Train Accuracy: 0.969, Validation Accuracy: 0.950, Loss: 0.039 Epoch 35 Batch 298/538 - Train Accuracy: 0.953, Validation Accuracy: 0.957, Loss: 0.042 Epoch 35 Batch 299/538 - Train Accuracy: 0.954, Validation Accuracy: 0.956, Loss: 0.051 Epoch 35 Batch 300/538 - Train Accuracy: 0.953, Validation Accuracy: 0.961, Loss: 0.044 Epoch 35 Batch 301/538 - Train Accuracy: 0.955, Validation Accuracy: 0.961, Loss: 0.046 Epoch 35 Batch 302/538 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.043 Epoch 35 Batch 303/538 - Train Accuracy: 0.971, Validation Accuracy: 0.956, Loss: 0.039 Epoch 35 Batch 304/538 - Train Accuracy: 0.952, Validation Accuracy: 0.954, Loss: 0.047 Epoch 35 Batch 305/538 - Train Accuracy: 0.964, Validation Accuracy: 0.954, Loss: 0.039 Epoch 35 Batch 306/538 - Train Accuracy: 0.959, Validation Accuracy: 0.953, Loss: 0.041 Epoch 35 Batch 307/538 - Train Accuracy: 0.963, Validation Accuracy: 0.954, Loss: 0.041 Epoch 35 Batch 308/538 - Train Accuracy: 0.962, Validation Accuracy: 0.954, Loss: 0.041 Epoch 35 Batch 309/538 - Train Accuracy: 0.963, Validation Accuracy: 0.955, Loss: 0.035 Epoch 35 Batch 310/538 - Train Accuracy: 0.972, Validation Accuracy: 0.956, Loss: 0.045 Epoch 35 Batch 311/538 - Train Accuracy: 0.950, Validation Accuracy: 0.961, Loss: 0.046 Epoch 35 Batch 312/538 - Train Accuracy: 0.953, Validation Accuracy: 0.964, Loss: 0.046 Epoch 35 Batch 313/538 - Train Accuracy: 0.952, Validation Accuracy: 0.962, Loss: 0.038 Epoch 35 Batch 314/538 - Train Accuracy: 0.967, Validation Accuracy: 0.962, Loss: 0.041 Epoch 35 Batch 315/538 - Train Accuracy: 0.967, Validation Accuracy: 0.964, Loss: 0.036 Epoch 35 Batch 316/538 - Train Accuracy: 0.948, Validation Accuracy: 0.963, Loss: 0.041 Epoch 35 Batch 317/538 - Train Accuracy: 0.961, Validation Accuracy: 0.963, Loss: 0.042 Epoch 35 Batch 318/538 - Train Accuracy: 0.964, Validation Accuracy: 0.966, Loss: 0.037 Epoch 35 Batch 319/538 - Train Accuracy: 0.957, Validation Accuracy: 0.969, Loss: 0.046 Epoch 35 Batch 320/538 - Train Accuracy: 0.960, Validation Accuracy: 0.967, Loss: 0.039 Epoch 35 Batch 321/538 - Train Accuracy: 0.941, Validation Accuracy: 0.966, Loss: 0.036 Epoch 35 Batch 322/538 - Train Accuracy: 0.959, Validation Accuracy: 0.964, Loss: 0.040 Epoch 35 Batch 323/538 - Train Accuracy: 0.961, Validation Accuracy: 0.968, Loss: 0.040 Epoch 35 Batch 324/538 - Train Accuracy: 0.957, Validation Accuracy: 0.967, Loss: 0.039 Epoch 35 Batch 325/538 - Train Accuracy: 0.958, Validation Accuracy: 0.968, Loss: 0.041 Epoch 35 Batch 326/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.043 Epoch 35 Batch 327/538 - Train Accuracy: 0.957, Validation Accuracy: 0.964, Loss: 0.049 Epoch 35 Batch 328/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.034 Epoch 35 Batch 329/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.039 Epoch 35 Batch 330/538 - Train Accuracy: 0.955, Validation Accuracy: 0.963, Loss: 0.034 Epoch 35 Batch 331/538 - Train Accuracy: 0.963, Validation Accuracy: 0.970, Loss: 0.037 Epoch 35 Batch 332/538 - Train Accuracy: 0.963, Validation Accuracy: 0.963, Loss: 0.044 Epoch 35 Batch 333/538 - Train Accuracy: 0.956, Validation Accuracy: 0.954, Loss: 0.042 Epoch 35 Batch 334/538 - Train Accuracy: 0.959, Validation Accuracy: 0.950, Loss: 0.045 Epoch 35 Batch 335/538 - Train Accuracy: 0.958, Validation Accuracy: 0.952, Loss: 0.041 Epoch 35 Batch 336/538 - Train Accuracy: 0.951, Validation Accuracy: 0.952, Loss: 0.034 Epoch 35 Batch 337/538 - Train Accuracy: 0.961, Validation Accuracy: 0.951, Loss: 0.038 Epoch 35 Batch 338/538 - Train Accuracy: 0.966, Validation Accuracy: 0.953, Loss: 0.049 Epoch 35 Batch 339/538 - Train Accuracy: 0.956, Validation Accuracy: 0.961, Loss: 0.043 Epoch 35 Batch 340/538 - Train Accuracy: 0.947, Validation Accuracy: 0.962, Loss: 0.037 Epoch 35 Batch 341/538 - Train Accuracy: 0.953, Validation Accuracy: 0.959, Loss: 0.035 Epoch 35 Batch 342/538 - Train Accuracy: 0.956, Validation Accuracy: 0.961, Loss: 0.042 Epoch 35 Batch 343/538 - Train Accuracy: 0.972, Validation Accuracy: 0.959, Loss: 0.045 Epoch 35 Batch 344/538 - Train Accuracy: 0.956, Validation Accuracy: 0.959, Loss: 0.034 Epoch 35 Batch 345/538 - Train Accuracy: 0.963, Validation Accuracy: 0.956, Loss: 0.041 Epoch 35 Batch 346/538 - Train Accuracy: 0.947, Validation Accuracy: 0.955, Loss: 0.042 Epoch 35 Batch 347/538 - Train Accuracy: 0.974, Validation Accuracy: 0.955, Loss: 0.035 Epoch 35 Batch 348/538 - Train Accuracy: 0.947, Validation Accuracy: 0.952, Loss: 0.037 Epoch 35 Batch 349/538 - Train Accuracy: 0.964, Validation Accuracy: 0.954, Loss: 0.029 Epoch 35 Batch 350/538 - Train Accuracy: 0.953, Validation Accuracy: 0.956, Loss: 0.043 Epoch 35 Batch 351/538 - Train Accuracy: 0.950, Validation Accuracy: 0.954, Loss: 0.043 Epoch 35 Batch 352/538 - Train Accuracy: 0.953, Validation Accuracy: 0.954, Loss: 0.052 Epoch 35 Batch 353/538 - Train Accuracy: 0.957, Validation Accuracy: 0.957, Loss: 0.046 Epoch 35 Batch 354/538 - Train Accuracy: 0.948, Validation Accuracy: 0.959, Loss: 0.044 Epoch 35 Batch 355/538 - Train Accuracy: 0.963, Validation Accuracy: 0.963, Loss: 0.039 Epoch 35 Batch 356/538 - Train Accuracy: 0.954, Validation Accuracy: 0.964, Loss: 0.038 Epoch 35 Batch 357/538 - Train Accuracy: 0.958, Validation Accuracy: 0.965, Loss: 0.040 Epoch 35 Batch 358/538 - Train Accuracy: 0.964, Validation Accuracy: 0.965, Loss: 0.037 Epoch 35 Batch 359/538 - Train Accuracy: 0.957, Validation Accuracy: 0.965, Loss: 0.043 Epoch 35 Batch 360/538 - Train Accuracy: 0.955, Validation Accuracy: 0.963, Loss: 0.038 Epoch 35 Batch 361/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.040 Epoch 35 Batch 362/538 - Train Accuracy: 0.958, Validation Accuracy: 0.963, Loss: 0.032 Epoch 35 Batch 363/538 - Train Accuracy: 0.961, Validation Accuracy: 0.961, Loss: 0.041 Epoch 35 Batch 364/538 - Train Accuracy: 0.951, Validation Accuracy: 0.961, Loss: 0.049 Epoch 35 Batch 365/538 - Train Accuracy: 0.964, Validation Accuracy: 0.961, Loss: 0.037 Epoch 35 Batch 366/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.040 Epoch 35 Batch 367/538 - Train Accuracy: 0.960, Validation Accuracy: 0.966, Loss: 0.034 Epoch 35 Batch 368/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.032 Epoch 35 Batch 369/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.037 Epoch 35 Batch 370/538 - Train Accuracy: 0.945, Validation Accuracy: 0.964, Loss: 0.047 Epoch 35 Batch 371/538 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.043 Epoch 35 Batch 372/538 - Train Accuracy: 0.965, Validation Accuracy: 0.957, Loss: 0.042 Epoch 35 Batch 373/538 - Train Accuracy: 0.958, Validation Accuracy: 0.957, Loss: 0.032 Epoch 35 Batch 374/538 - Train Accuracy: 0.956, Validation Accuracy: 0.959, Loss: 0.036 Epoch 35 Batch 375/538 - Train Accuracy: 0.963, Validation Accuracy: 0.960, Loss: 0.037 Epoch 35 Batch 376/538 - Train Accuracy: 0.960, Validation Accuracy: 0.960, Loss: 0.039 Epoch 35 Batch 377/538 - Train Accuracy: 0.958, Validation Accuracy: 0.960, Loss: 0.045 Epoch 35 Batch 378/538 - Train Accuracy: 0.956, Validation Accuracy: 0.958, Loss: 0.035 Epoch 35 Batch 379/538 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.046 Epoch 35 Batch 380/538 - Train Accuracy: 0.968, Validation Accuracy: 0.958, Loss: 0.031 Epoch 35 Batch 381/538 - Train Accuracy: 0.969, Validation Accuracy: 0.960, Loss: 0.035 Epoch 35 Batch 382/538 - Train Accuracy: 0.938, Validation Accuracy: 0.960, Loss: 0.048 Epoch 35 Batch 383/538 - Train Accuracy: 0.964, Validation Accuracy: 0.960, Loss: 0.033 Epoch 35 Batch 384/538 - Train Accuracy: 0.953, Validation Accuracy: 0.962, Loss: 0.033 Epoch 35 Batch 385/538 - Train Accuracy: 0.953, Validation Accuracy: 0.963, Loss: 0.043 Epoch 35 Batch 386/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.048 Epoch 35 Batch 387/538 - Train Accuracy: 0.957, Validation Accuracy: 0.963, Loss: 0.045 Epoch 35 Batch 388/538 - Train Accuracy: 0.960, Validation Accuracy: 0.960, Loss: 0.040 Epoch 35 Batch 389/538 - Train Accuracy: 0.954, Validation Accuracy: 0.958, Loss: 0.039 Epoch 35 Batch 390/538 - Train Accuracy: 0.957, Validation Accuracy: 0.960, Loss: 0.037 Epoch 35 Batch 391/538 - Train Accuracy: 0.964, Validation Accuracy: 0.958, Loss: 0.035 Epoch 35 Batch 392/538 - Train Accuracy: 0.961, Validation Accuracy: 0.954, Loss: 0.039 Epoch 35 Batch 393/538 - Train Accuracy: 0.961, Validation Accuracy: 0.948, Loss: 0.038 Epoch 35 Batch 394/538 - Train Accuracy: 0.938, Validation Accuracy: 0.944, Loss: 0.049 Epoch 35 Batch 395/538 - Train Accuracy: 0.941, Validation Accuracy: 0.950, Loss: 0.049 Epoch 35 Batch 396/538 - Train Accuracy: 0.961, Validation Accuracy: 0.956, Loss: 0.035 Epoch 35 Batch 397/538 - Train Accuracy: 0.962, Validation Accuracy: 0.957, Loss: 0.044 Epoch 35 Batch 398/538 - Train Accuracy: 0.950, Validation Accuracy: 0.961, Loss: 0.036 Epoch 35 Batch 399/538 - Train Accuracy: 0.960, Validation Accuracy: 0.960, Loss: 0.042 Epoch 35 Batch 400/538 - Train Accuracy: 0.961, Validation Accuracy: 0.960, Loss: 0.041 Epoch 35 Batch 401/538 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.033 Epoch 35 Batch 402/538 - Train Accuracy: 0.957, Validation Accuracy: 0.960, Loss: 0.036 Epoch 35 Batch 403/538 - Train Accuracy: 0.968, Validation Accuracy: 0.958, Loss: 0.042 Epoch 35 Batch 404/538 - Train Accuracy: 0.960, Validation Accuracy: 0.958, Loss: 0.045 Epoch 35 Batch 405/538 - Train Accuracy: 0.961, Validation Accuracy: 0.966, Loss: 0.036 Epoch 35 Batch 406/538 - Train Accuracy: 0.964, Validation Accuracy: 0.961, Loss: 0.032 Epoch 35 Batch 407/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.037 Epoch 35 Batch 408/538 - Train Accuracy: 0.941, Validation Accuracy: 0.964, Loss: 0.046 Epoch 35 Batch 409/538 - Train Accuracy: 0.952, Validation Accuracy: 0.962, Loss: 0.040 Epoch 35 Batch 410/538 - Train Accuracy: 0.974, Validation Accuracy: 0.962, Loss: 0.045 Epoch 35 Batch 411/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.045 Epoch 35 Batch 412/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.030 Epoch 35 Batch 413/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.035 Epoch 35 Batch 414/538 - Train Accuracy: 0.941, Validation Accuracy: 0.960, Loss: 0.051 Epoch 35 Batch 415/538 - Train Accuracy: 0.937, Validation Accuracy: 0.960, Loss: 0.043 Epoch 35 Batch 416/538 - Train Accuracy: 0.960, Validation Accuracy: 0.964, Loss: 0.041 Epoch 35 Batch 417/538 - Train Accuracy: 0.964, Validation Accuracy: 0.967, Loss: 0.037 Epoch 35 Batch 418/538 - Train Accuracy: 0.951, Validation Accuracy: 0.968, Loss: 0.040 Epoch 35 Batch 419/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.035 Epoch 35 Batch 420/538 - Train Accuracy: 0.964, Validation Accuracy: 0.961, Loss: 0.042 Epoch 35 Batch 421/538 - Train Accuracy: 0.956, Validation Accuracy: 0.955, Loss: 0.030 Epoch 35 Batch 422/538 - Train Accuracy: 0.956, Validation Accuracy: 0.948, Loss: 0.038 Epoch 35 Batch 423/538 - Train Accuracy: 0.972, Validation Accuracy: 0.950, Loss: 0.046 Epoch 35 Batch 424/538 - Train Accuracy: 0.958, Validation Accuracy: 0.950, Loss: 0.041 Epoch 35 Batch 425/538 - Train Accuracy: 0.953, Validation Accuracy: 0.955, Loss: 0.048 Epoch 35 Batch 426/538 - Train Accuracy: 0.970, Validation Accuracy: 0.958, Loss: 0.044 Epoch 35 Batch 427/538 - Train Accuracy: 0.951, Validation Accuracy: 0.962, Loss: 0.044 Epoch 35 Batch 428/538 - Train Accuracy: 0.962, Validation Accuracy: 0.960, Loss: 0.034 Epoch 35 Batch 429/538 - Train Accuracy: 0.967, Validation Accuracy: 0.960, Loss: 0.036 Epoch 35 Batch 430/538 - Train Accuracy: 0.935, Validation Accuracy: 0.960, Loss: 0.037 Epoch 35 Batch 431/538 - Train Accuracy: 0.960, Validation Accuracy: 0.958, Loss: 0.034 Epoch 35 Batch 432/538 - Train Accuracy: 0.960, Validation Accuracy: 0.957, Loss: 0.042 Epoch 35 Batch 433/538 - Train Accuracy: 0.948, Validation Accuracy: 0.954, Loss: 0.067 Epoch 35 Batch 434/538 - Train Accuracy: 0.963, Validation Accuracy: 0.952, Loss: 0.034 Epoch 35 Batch 435/538 - Train Accuracy: 0.956, Validation Accuracy: 0.950, Loss: 0.040 Epoch 35 Batch 436/538 - Train Accuracy: 0.944, Validation Accuracy: 0.947, Loss: 0.042 Epoch 35 Batch 437/538 - Train Accuracy: 0.958, Validation Accuracy: 0.949, Loss: 0.040 Epoch 35 Batch 438/538 - Train Accuracy: 0.959, Validation Accuracy: 0.952, Loss: 0.037 Epoch 35 Batch 439/538 - Train Accuracy: 0.963, Validation Accuracy: 0.950, Loss: 0.040 Epoch 35 Batch 440/538 - Train Accuracy: 0.965, Validation Accuracy: 0.948, Loss: 0.036 Epoch 35 Batch 441/538 - Train Accuracy: 0.946, Validation Accuracy: 0.951, Loss: 0.045 Epoch 35 Batch 442/538 - Train Accuracy: 0.953, Validation Accuracy: 0.951, Loss: 0.034 Epoch 35 Batch 443/538 - Train Accuracy: 0.956, Validation Accuracy: 0.953, Loss: 0.038 Epoch 35 Batch 444/538 - Train Accuracy: 0.962, Validation Accuracy: 0.954, Loss: 0.036 Epoch 35 Batch 445/538 - Train Accuracy: 0.955, Validation Accuracy: 0.954, Loss: 0.036 Epoch 35 Batch 446/538 - Train Accuracy: 0.959, Validation Accuracy: 0.956, Loss: 0.038 Epoch 35 Batch 447/538 - Train Accuracy: 0.962, Validation Accuracy: 0.956, Loss: 0.042 Epoch 35 Batch 448/538 - Train Accuracy: 0.954, Validation Accuracy: 0.956, Loss: 0.037 Epoch 35 Batch 449/538 - Train Accuracy: 0.968, Validation Accuracy: 0.956, Loss: 0.046 Epoch 35 Batch 450/538 - Train Accuracy: 0.958, Validation Accuracy: 0.960, Loss: 0.054 Epoch 35 Batch 451/538 - Train Accuracy: 0.948, Validation Accuracy: 0.963, Loss: 0.038 Epoch 35 Batch 452/538 - Train Accuracy: 0.961, Validation Accuracy: 0.962, Loss: 0.035 Epoch 35 Batch 453/538 - Train Accuracy: 0.951, Validation Accuracy: 0.962, Loss: 0.038 Epoch 35 Batch 454/538 - Train Accuracy: 0.952, Validation Accuracy: 0.959, Loss: 0.040 Epoch 35 Batch 455/538 - Train Accuracy: 0.961, Validation Accuracy: 0.955, Loss: 0.040 Epoch 35 Batch 456/538 - Train Accuracy: 0.948, Validation Accuracy: 0.957, Loss: 0.077 Epoch 35 Batch 457/538 - Train Accuracy: 0.964, Validation Accuracy: 0.955, Loss: 0.035 Epoch 35 Batch 458/538 - Train Accuracy: 0.962, Validation Accuracy: 0.952, Loss: 0.033 Epoch 35 Batch 459/538 - Train Accuracy: 0.963, Validation Accuracy: 0.951, Loss: 0.035 Epoch 35 Batch 460/538 - Train Accuracy: 0.952, Validation Accuracy: 0.953, Loss: 0.039 Epoch 35 Batch 461/538 - Train Accuracy: 0.970, Validation Accuracy: 0.953, Loss: 0.042 Epoch 35 Batch 462/538 - Train Accuracy: 0.956, Validation Accuracy: 0.958, Loss: 0.038 Epoch 35 Batch 463/538 - Train Accuracy: 0.938, Validation Accuracy: 0.960, Loss: 0.042 Epoch 35 Batch 464/538 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.029 Epoch 35 Batch 465/538 - Train Accuracy: 0.959, Validation Accuracy: 0.968, Loss: 0.037 Epoch 35 Batch 466/538 - Train Accuracy: 0.945, Validation Accuracy: 0.968, Loss: 0.038 Epoch 35 Batch 467/538 - Train Accuracy: 0.962, Validation Accuracy: 0.971, Loss: 0.045 Epoch 35 Batch 468/538 - Train Accuracy: 0.960, Validation Accuracy: 0.970, Loss: 0.046 Epoch 35 Batch 469/538 - Train Accuracy: 0.954, Validation Accuracy: 0.969, Loss: 0.046 Epoch 35 Batch 470/538 - Train Accuracy: 0.959, Validation Accuracy: 0.969, Loss: 0.035 Epoch 35 Batch 471/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.030 Epoch 35 Batch 472/538 - Train Accuracy: 0.982, Validation Accuracy: 0.965, Loss: 0.028 Epoch 35 Batch 473/538 - Train Accuracy: 0.952, Validation Accuracy: 0.963, Loss: 0.045 Epoch 35 Batch 474/538 - Train Accuracy: 0.961, Validation Accuracy: 0.963, Loss: 0.038 Epoch 35 Batch 475/538 - Train Accuracy: 0.960, Validation Accuracy: 0.958, Loss: 0.036 Epoch 35 Batch 476/538 - Train Accuracy: 0.961, Validation Accuracy: 0.956, Loss: 0.036 Epoch 35 Batch 477/538 - Train Accuracy: 0.957, Validation Accuracy: 0.956, Loss: 0.040 Epoch 35 Batch 478/538 - Train Accuracy: 0.971, Validation Accuracy: 0.959, Loss: 0.032 Epoch 35 Batch 479/538 - Train Accuracy: 0.965, Validation Accuracy: 0.959, Loss: 0.038 Epoch 35 Batch 480/538 - Train Accuracy: 0.959, Validation Accuracy: 0.961, Loss: 0.038 Epoch 35 Batch 481/538 - Train Accuracy: 0.965, Validation Accuracy: 0.964, Loss: 0.041 Epoch 35 Batch 482/538 - Train Accuracy: 0.956, Validation Accuracy: 0.967, Loss: 0.033 Epoch 35 Batch 483/538 - Train Accuracy: 0.949, Validation Accuracy: 0.967, Loss: 0.042 Epoch 35 Batch 484/538 - Train Accuracy: 0.945, Validation Accuracy: 0.967, Loss: 0.044 Epoch 35 Batch 485/538 - Train Accuracy: 0.960, Validation Accuracy: 0.967, Loss: 0.047 Epoch 35 Batch 486/538 - Train Accuracy: 0.958, Validation Accuracy: 0.966, Loss: 0.036 Epoch 35 Batch 487/538 - Train Accuracy: 0.962, Validation Accuracy: 0.963, Loss: 0.037 Epoch 35 Batch 488/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.032 Epoch 35 Batch 489/538 - Train Accuracy: 0.957, Validation Accuracy: 0.966, Loss: 0.041 Epoch 35 Batch 490/538 - Train Accuracy: 0.954, Validation Accuracy: 0.966, Loss: 0.039 Epoch 35 Batch 491/538 - Train Accuracy: 0.947, Validation Accuracy: 0.968, Loss: 0.039 Epoch 35 Batch 492/538 - Train Accuracy: 0.959, Validation Accuracy: 0.966, Loss: 0.039 Epoch 35 Batch 493/538 - Train Accuracy: 0.950, Validation Accuracy: 0.966, Loss: 0.040 Epoch 35 Batch 494/538 - Train Accuracy: 0.961, Validation Accuracy: 0.964, Loss: 0.050 Epoch 35 Batch 495/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.039 Epoch 35 Batch 496/538 - Train Accuracy: 0.960, Validation Accuracy: 0.965, Loss: 0.031 Epoch 35 Batch 497/538 - Train Accuracy: 0.960, Validation Accuracy: 0.965, Loss: 0.036 Epoch 35 Batch 498/538 - Train Accuracy: 0.950, Validation Accuracy: 0.963, Loss: 0.038 Epoch 35 Batch 499/538 - Train Accuracy: 0.952, Validation Accuracy: 0.963, Loss: 0.048 Epoch 35 Batch 500/538 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.026 Epoch 35 Batch 501/538 - Train Accuracy: 0.968, Validation Accuracy: 0.965, Loss: 0.040 Epoch 35 Batch 502/538 - Train Accuracy: 0.944, Validation Accuracy: 0.960, Loss: 0.038 Epoch 35 Batch 503/538 - Train Accuracy: 0.965, Validation Accuracy: 0.958, Loss: 0.040 Epoch 35 Batch 504/538 - Train Accuracy: 0.976, Validation Accuracy: 0.954, Loss: 0.032 Epoch 35 Batch 505/538 - Train Accuracy: 0.958, Validation Accuracy: 0.954, Loss: 0.031 Epoch 35 Batch 506/538 - Train Accuracy: 0.946, Validation Accuracy: 0.956, Loss: 0.029 Epoch 35 Batch 507/538 - Train Accuracy: 0.957, Validation Accuracy: 0.962, Loss: 0.042 Epoch 35 Batch 508/538 - Train Accuracy: 0.954, Validation Accuracy: 0.965, Loss: 0.041 Epoch 35 Batch 509/538 - Train Accuracy: 0.956, Validation Accuracy: 0.963, Loss: 0.041 Epoch 35 Batch 510/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.037 Epoch 35 Batch 511/538 - Train Accuracy: 0.951, Validation Accuracy: 0.961, Loss: 0.045 Epoch 35 Batch 512/538 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.041 Epoch 35 Batch 513/538 - Train Accuracy: 0.948, Validation Accuracy: 0.960, Loss: 0.033 Epoch 35 Batch 514/538 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.037 Epoch 35 Batch 515/538 - Train Accuracy: 0.953, Validation Accuracy: 0.962, Loss: 0.038 Epoch 35 Batch 516/538 - Train Accuracy: 0.959, Validation Accuracy: 0.959, Loss: 0.036 Epoch 35 Batch 517/538 - Train Accuracy: 0.972, Validation Accuracy: 0.954, Loss: 0.035 Epoch 35 Batch 518/538 - Train Accuracy: 0.938, Validation Accuracy: 0.953, Loss: 0.049 Epoch 35 Batch 519/538 - Train Accuracy: 0.965, Validation Accuracy: 0.958, Loss: 0.033 Epoch 35 Batch 520/538 - Train Accuracy: 0.948, Validation Accuracy: 0.965, Loss: 0.042 Epoch 35 Batch 521/538 - Train Accuracy: 0.962, Validation Accuracy: 0.965, Loss: 0.049 Epoch 35 Batch 522/538 - Train Accuracy: 0.961, Validation Accuracy: 0.964, Loss: 0.040 Epoch 35 Batch 523/538 - Train Accuracy: 0.953, Validation Accuracy: 0.966, Loss: 0.041 Epoch 35 Batch 524/538 - Train Accuracy: 0.953, Validation Accuracy: 0.965, Loss: 0.040 Epoch 35 Batch 525/538 - Train Accuracy: 0.966, Validation Accuracy: 0.965, Loss: 0.043 Epoch 35 Batch 526/538 - Train Accuracy: 0.954, Validation Accuracy: 0.965, Loss: 0.033 Epoch 35 Batch 527/538 - Train Accuracy: 0.957, Validation Accuracy: 0.966, Loss: 0.039 Epoch 35 Batch 528/538 - Train Accuracy: 0.958, Validation Accuracy: 0.961, Loss: 0.042 Epoch 35 Batch 529/538 - Train Accuracy: 0.945, Validation Accuracy: 0.961, Loss: 0.040 Epoch 35 Batch 530/538 - Train Accuracy: 0.964, Validation Accuracy: 0.961, Loss: 0.042 Epoch 35 Batch 531/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.051 Epoch 35 Batch 532/538 - Train Accuracy: 0.947, Validation Accuracy: 0.965, Loss: 0.036 Epoch 35 Batch 533/538 - Train Accuracy: 0.959, Validation Accuracy: 0.965, Loss: 0.040 Epoch 35 Batch 534/538 - Train Accuracy: 0.959, Validation Accuracy: 0.965, Loss: 0.029 Epoch 35 Batch 535/538 - Train Accuracy: 0.959, Validation Accuracy: 0.963, Loss: 0.045 Epoch 35 Batch 536/538 - Train Accuracy: 0.963, Validation Accuracy: 0.963, Loss: 0.043 Epoch 36 Batch 0/538 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.035 Epoch 36 Batch 1/538 - Train Accuracy: 0.960, Validation Accuracy: 0.966, Loss: 0.034 Epoch 36 Batch 2/538 - Train Accuracy: 0.963, Validation Accuracy: 0.966, Loss: 0.048 Epoch 36 Batch 3/538 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.032 Epoch 36 Batch 4/538 - Train Accuracy: 0.967, Validation Accuracy: 0.959, Loss: 0.038 Epoch 36 Batch 5/538 - Train Accuracy: 0.955, Validation Accuracy: 0.960, Loss: 0.038 Epoch 36 Batch 6/538 - Train Accuracy: 0.954, Validation Accuracy: 0.956, Loss: 0.037 Epoch 36 Batch 7/538 - Train Accuracy: 0.966, Validation Accuracy: 0.958, Loss: 0.045 Epoch 36 Batch 8/538 - Train Accuracy: 0.969, Validation Accuracy: 0.958, Loss: 0.035 Epoch 36 Batch 9/538 - Train Accuracy: 0.949, Validation Accuracy: 0.956, Loss: 0.041 Epoch 36 Batch 10/538 - Train Accuracy: 0.956, Validation Accuracy: 0.959, Loss: 0.041 Epoch 36 Batch 11/538 - Train Accuracy: 0.957, Validation Accuracy: 0.962, Loss: 0.034 Epoch 36 Batch 12/538 - Train Accuracy: 0.954, Validation Accuracy: 0.964, Loss: 0.039 Epoch 36 Batch 13/538 - Train Accuracy: 0.958, Validation Accuracy: 0.964, Loss: 0.037 Epoch 36 Batch 14/538 - Train Accuracy: 0.957, Validation Accuracy: 0.963, Loss: 0.041 Epoch 36 Batch 15/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.042 Epoch 36 Batch 16/538 - Train Accuracy: 0.959, Validation Accuracy: 0.963, Loss: 0.037 Epoch 36 Batch 17/538 - Train Accuracy: 0.967, Validation Accuracy: 0.964, Loss: 0.038 Epoch 36 Batch 18/538 - Train Accuracy: 0.966, Validation Accuracy: 0.961, Loss: 0.041 Epoch 36 Batch 19/538 - Train Accuracy: 0.964, Validation Accuracy: 0.960, Loss: 0.039 Epoch 36 Batch 20/538 - Train Accuracy: 0.956, Validation Accuracy: 0.961, Loss: 0.040 Epoch 36 Batch 21/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.029 Epoch 36 Batch 22/538 - Train Accuracy: 0.955, Validation Accuracy: 0.959, Loss: 0.042 Epoch 36 Batch 23/538 - Train Accuracy: 0.949, Validation Accuracy: 0.959, Loss: 0.048 Epoch 36 Batch 24/538 - Train Accuracy: 0.960, Validation Accuracy: 0.956, Loss: 0.046 Epoch 36 Batch 25/538 - Train Accuracy: 0.958, Validation Accuracy: 0.957, Loss: 0.050 Epoch 36 Batch 26/538 - Train Accuracy: 0.944, Validation Accuracy: 0.960, Loss: 0.047 Epoch 36 Batch 27/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.034 Epoch 36 Batch 28/538 - Train Accuracy: 0.958, Validation Accuracy: 0.961, Loss: 0.037 Epoch 36 Batch 29/538 - Train Accuracy: 0.956, Validation Accuracy: 0.965, Loss: 0.035 Epoch 36 Batch 30/538 - Train Accuracy: 0.946, Validation Accuracy: 0.965, Loss: 0.046 Epoch 36 Batch 31/538 - Train Accuracy: 0.964, Validation Accuracy: 0.959, Loss: 0.032 Epoch 36 Batch 32/538 - Train Accuracy: 0.969, Validation Accuracy: 0.960, Loss: 0.030 Epoch 36 Batch 33/538 - Train Accuracy: 0.949, Validation Accuracy: 0.963, Loss: 0.055 Epoch 36 Batch 34/538 - Train Accuracy: 0.945, Validation Accuracy: 0.958, Loss: 0.049 Epoch 36 Batch 35/538 - Train Accuracy: 0.964, Validation Accuracy: 0.958, Loss: 0.037 Epoch 36 Batch 36/538 - Train Accuracy: 0.963, Validation Accuracy: 0.953, Loss: 0.040 Epoch 36 Batch 37/538 - Train Accuracy: 0.957, Validation Accuracy: 0.952, Loss: 0.040 Epoch 36 Batch 38/538 - Train Accuracy: 0.957, Validation Accuracy: 0.955, Loss: 0.034 Epoch 36 Batch 39/538 - Train Accuracy: 0.961, Validation Accuracy: 0.958, Loss: 0.043 Epoch 36 Batch 40/538 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.034 Epoch 36 Batch 41/538 - Train Accuracy: 0.971, Validation Accuracy: 0.956, Loss: 0.037 Epoch 36 Batch 42/538 - Train Accuracy: 0.949, Validation Accuracy: 0.954, Loss: 0.038 Epoch 36 Batch 43/538 - Train Accuracy: 0.940, Validation Accuracy: 0.954, Loss: 0.044 Epoch 36 Batch 44/538 - Train Accuracy: 0.952, Validation Accuracy: 0.950, Loss: 0.041 Epoch 36 Batch 45/538 - Train Accuracy: 0.969, Validation Accuracy: 0.950, Loss: 0.038 Epoch 36 Batch 46/538 - Train Accuracy: 0.962, Validation Accuracy: 0.950, Loss: 0.030 Epoch 36 Batch 47/538 - Train Accuracy: 0.958, Validation Accuracy: 0.949, Loss: 0.047 Epoch 36 Batch 48/538 - Train Accuracy: 0.954, Validation Accuracy: 0.951, Loss: 0.045 Epoch 36 Batch 49/538 - Train Accuracy: 0.962, Validation Accuracy: 0.949, Loss: 0.040 Epoch 36 Batch 50/538 - Train Accuracy: 0.952, Validation Accuracy: 0.953, Loss: 0.034 Epoch 36 Batch 51/538 - Train Accuracy: 0.955, Validation Accuracy: 0.955, Loss: 0.047 Epoch 36 Batch 52/538 - Train Accuracy: 0.958, Validation Accuracy: 0.958, Loss: 0.039 Epoch 36 Batch 53/538 - Train Accuracy: 0.935, Validation Accuracy: 0.960, Loss: 0.044 Epoch 36 Batch 54/538 - Train Accuracy: 0.961, Validation Accuracy: 0.958, Loss: 0.034 Epoch 36 Batch 55/538 - Train Accuracy: 0.960, Validation Accuracy: 0.960, Loss: 0.042 Epoch 36 Batch 56/538 - Train Accuracy: 0.952, Validation Accuracy: 0.959, Loss: 0.042 Epoch 36 Batch 57/538 - Train Accuracy: 0.947, Validation Accuracy: 0.956, Loss: 0.045 Epoch 36 Batch 58/538 - Train Accuracy: 0.952, Validation Accuracy: 0.956, Loss: 0.038 Epoch 36 Batch 59/538 - Train Accuracy: 0.948, Validation Accuracy: 0.953, Loss: 0.041 Epoch 36 Batch 60/538 - Train Accuracy: 0.963, Validation Accuracy: 0.951, Loss: 0.038 Epoch 36 Batch 61/538 - Train Accuracy: 0.964, Validation Accuracy: 0.955, Loss: 0.036 Epoch 36 Batch 62/538 - Train Accuracy: 0.954, Validation Accuracy: 0.958, Loss: 0.041 Epoch 36 Batch 63/538 - Train Accuracy: 0.964, Validation Accuracy: 0.960, Loss: 0.036 Epoch 36 Batch 64/538 - Train Accuracy: 0.952, Validation Accuracy: 0.960, Loss: 0.034 Epoch 36 Batch 65/538 - Train Accuracy: 0.948, Validation Accuracy: 0.958, Loss: 0.044 Epoch 36 Batch 66/538 - Train Accuracy: 0.970, Validation Accuracy: 0.958, Loss: 0.032 Epoch 36 Batch 67/538 - Train Accuracy: 0.966, Validation Accuracy: 0.959, Loss: 0.037 Epoch 36 Batch 68/538 - Train Accuracy: 0.950, Validation Accuracy: 0.959, Loss: 0.034 Epoch 36 Batch 69/538 - Train Accuracy: 0.965, Validation Accuracy: 0.958, Loss: 0.036 Epoch 36 Batch 70/538 - Train Accuracy: 0.951, Validation Accuracy: 0.956, Loss: 0.039 Epoch 36 Batch 71/538 - Train Accuracy: 0.964, Validation Accuracy: 0.958, Loss: 0.043 Epoch 36 Batch 72/538 - Train Accuracy: 0.961, Validation Accuracy: 0.950, Loss: 0.058 Epoch 36 Batch 73/538 - Train Accuracy: 0.954, Validation Accuracy: 0.956, Loss: 0.036 Epoch 36 Batch 74/538 - Train Accuracy: 0.974, Validation Accuracy: 0.960, Loss: 0.034 Epoch 36 Batch 75/538 - Train Accuracy: 0.949, Validation Accuracy: 0.960, Loss: 0.041 Epoch 36 Batch 76/538 - Train Accuracy: 0.955, Validation Accuracy: 0.958, Loss: 0.044 Epoch 36 Batch 77/538 - Train Accuracy: 0.963, Validation Accuracy: 0.960, Loss: 0.036 Epoch 36 Batch 78/538 - Train Accuracy: 0.958, Validation Accuracy: 0.958, Loss: 0.040 Epoch 36 Batch 79/538 - Train Accuracy: 0.956, Validation Accuracy: 0.956, Loss: 0.030 Epoch 36 Batch 80/538 - Train Accuracy: 0.958, Validation Accuracy: 0.955, Loss: 0.038 Epoch 36 Batch 81/538 - Train Accuracy: 0.957, Validation Accuracy: 0.958, Loss: 0.045 Epoch 36 Batch 82/538 - Train Accuracy: 0.955, Validation Accuracy: 0.956, Loss: 0.042 Epoch 36 Batch 83/538 - Train Accuracy: 0.953, Validation Accuracy: 0.954, Loss: 0.035 Epoch 36 Batch 84/538 - Train Accuracy: 0.953, Validation Accuracy: 0.954, Loss: 0.043 Epoch 36 Batch 85/538 - Train Accuracy: 0.966, Validation Accuracy: 0.955, Loss: 0.036 Epoch 36 Batch 86/538 - Train Accuracy: 0.969, Validation Accuracy: 0.953, Loss: 0.039 Epoch 36 Batch 87/538 - Train Accuracy: 0.944, Validation Accuracy: 0.952, Loss: 0.044 Epoch 36 Batch 88/538 - Train Accuracy: 0.970, Validation Accuracy: 0.955, Loss: 0.037 Epoch 36 Batch 89/538 - Train Accuracy: 0.967, Validation Accuracy: 0.952, Loss: 0.035 Epoch 36 Batch 90/538 - Train Accuracy: 0.957, Validation Accuracy: 0.958, Loss: 0.044 Epoch 36 Batch 91/538 - Train Accuracy: 0.956, Validation Accuracy: 0.958, Loss: 0.041 Epoch 36 Batch 92/538 - Train Accuracy: 0.954, Validation Accuracy: 0.958, Loss: 0.043 Epoch 36 Batch 93/538 - Train Accuracy: 0.957, Validation Accuracy: 0.953, Loss: 0.034 Epoch 36 Batch 94/538 - Train Accuracy: 0.950, Validation Accuracy: 0.957, Loss: 0.034 Epoch 36 Batch 95/538 - Train Accuracy: 0.957, Validation Accuracy: 0.957, Loss: 0.035 Epoch 36 Batch 96/538 - Train Accuracy: 0.969, Validation Accuracy: 0.955, Loss: 0.029 Epoch 36 Batch 97/538 - Train Accuracy: 0.955, Validation Accuracy: 0.954, Loss: 0.034 Epoch 36 Batch 98/538 - Train Accuracy: 0.955, Validation Accuracy: 0.955, Loss: 0.043 Epoch 36 Batch 99/538 - Train Accuracy: 0.960, Validation Accuracy: 0.956, Loss: 0.039 Epoch 36 Batch 100/538 - Train Accuracy: 0.965, Validation Accuracy: 0.956, Loss: 0.035 Epoch 36 Batch 101/538 - Train Accuracy: 0.947, Validation Accuracy: 0.958, Loss: 0.047 Epoch 36 Batch 102/538 - Train Accuracy: 0.950, Validation Accuracy: 0.963, Loss: 0.048 Epoch 36 Batch 103/538 - Train Accuracy: 0.955, Validation Accuracy: 0.965, Loss: 0.039 Epoch 36 Batch 104/538 - Train Accuracy: 0.959, Validation Accuracy: 0.966, Loss: 0.031 Epoch 36 Batch 105/538 - Train Accuracy: 0.951, Validation Accuracy: 0.966, Loss: 0.034 Epoch 36 Batch 106/538 - Train Accuracy: 0.951, Validation Accuracy: 0.964, Loss: 0.033 Epoch 36 Batch 107/538 - Train Accuracy: 0.950, Validation Accuracy: 0.964, Loss: 0.039 Epoch 36 Batch 108/538 - Train Accuracy: 0.966, Validation Accuracy: 0.957, Loss: 0.038 Epoch 36 Batch 109/538 - Train Accuracy: 0.967, Validation Accuracy: 0.957, Loss: 0.031 Epoch 36 Batch 110/538 - Train Accuracy: 0.962, Validation Accuracy: 0.956, Loss: 0.035 Epoch 36 Batch 111/538 - Train Accuracy: 0.957, Validation Accuracy: 0.955, Loss: 0.033 Epoch 36 Batch 112/538 - Train Accuracy: 0.952, Validation Accuracy: 0.955, Loss: 0.041 Epoch 36 Batch 113/538 - Train Accuracy: 0.947, Validation Accuracy: 0.957, Loss: 0.044 Epoch 36 Batch 114/538 - Train Accuracy: 0.959, Validation Accuracy: 0.957, Loss: 0.036 Epoch 36 Batch 115/538 - Train Accuracy: 0.963, Validation Accuracy: 0.959, Loss: 0.037 Epoch 36 Batch 116/538 - Train Accuracy: 0.956, Validation Accuracy: 0.964, Loss: 0.052 Epoch 36 Batch 117/538 - Train Accuracy: 0.964, Validation Accuracy: 0.968, Loss: 0.040 Epoch 36 Batch 118/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.033 Epoch 36 Batch 119/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.033 Epoch 36 Batch 120/538 - Train Accuracy: 0.964, Validation Accuracy: 0.969, Loss: 0.032 Epoch 36 Batch 121/538 - Train Accuracy: 0.960, Validation Accuracy: 0.969, Loss: 0.040 Epoch 36 Batch 122/538 - Train Accuracy: 0.958, Validation Accuracy: 0.969, Loss: 0.042 Epoch 36 Batch 123/538 - Train Accuracy: 0.943, Validation Accuracy: 0.967, Loss: 0.043 Epoch 36 Batch 124/538 - Train Accuracy: 0.949, Validation Accuracy: 0.960, Loss: 0.038 Epoch 36 Batch 125/538 - Train Accuracy: 0.952, Validation Accuracy: 0.959, Loss: 0.047 Epoch 36 Batch 126/538 - Train Accuracy: 0.955, Validation Accuracy: 0.956, Loss: 0.041 Epoch 36 Batch 127/538 - Train Accuracy: 0.933, Validation Accuracy: 0.956, Loss: 0.048 Epoch 36 Batch 128/538 - Train Accuracy: 0.958, Validation Accuracy: 0.961, Loss: 0.037 Epoch 36 Batch 129/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.030 Epoch 36 Batch 130/538 - Train Accuracy: 0.948, Validation Accuracy: 0.963, Loss: 0.035 Epoch 36 Batch 131/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.043 Epoch 36 Batch 132/538 - Train Accuracy: 0.957, Validation Accuracy: 0.960, Loss: 0.034 Epoch 36 Batch 133/538 - Train Accuracy: 0.953, Validation Accuracy: 0.960, Loss: 0.039 Epoch 36 Batch 134/538 - Train Accuracy: 0.943, Validation Accuracy: 0.959, Loss: 0.046 Epoch 36 Batch 135/538 - Train Accuracy: 0.960, Validation Accuracy: 0.956, Loss: 0.046 Epoch 36 Batch 136/538 - Train Accuracy: 0.961, Validation Accuracy: 0.956, Loss: 0.038 Epoch 36 Batch 137/538 - Train Accuracy: 0.956, Validation Accuracy: 0.955, Loss: 0.047 Epoch 36 Batch 138/538 - Train Accuracy: 0.949, Validation Accuracy: 0.957, Loss: 0.040 Epoch 36 Batch 139/538 - Train Accuracy: 0.953, Validation Accuracy: 0.953, Loss: 0.044 Epoch 36 Batch 140/538 - Train Accuracy: 0.950, Validation Accuracy: 0.957, Loss: 0.042 Epoch 36 Batch 141/538 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.042 Epoch 36 Batch 142/538 - Train Accuracy: 0.962, Validation Accuracy: 0.961, Loss: 0.037 Epoch 36 Batch 143/538 - Train Accuracy: 0.958, Validation Accuracy: 0.961, Loss: 0.045 Epoch 36 Batch 144/538 - Train Accuracy: 0.959, Validation Accuracy: 0.959, Loss: 0.048 Epoch 36 Batch 145/538 - Train Accuracy: 0.956, Validation Accuracy: 0.957, Loss: 0.045 Epoch 36 Batch 146/538 - Train Accuracy: 0.956, Validation Accuracy: 0.958, Loss: 0.042 Epoch 36 Batch 147/538 - Train Accuracy: 0.963, Validation Accuracy: 0.956, Loss: 0.039 Epoch 36 Batch 148/538 - Train Accuracy: 0.954, Validation Accuracy: 0.952, Loss: 0.044 Epoch 36 Batch 149/538 - Train Accuracy: 0.970, Validation Accuracy: 0.950, Loss: 0.037 Epoch 36 Batch 150/538 - Train Accuracy: 0.970, Validation Accuracy: 0.948, Loss: 0.035 Epoch 36 Batch 151/538 - Train Accuracy: 0.953, Validation Accuracy: 0.944, Loss: 0.049 Epoch 36 Batch 152/538 - Train Accuracy: 0.959, Validation Accuracy: 0.951, Loss: 0.042 Epoch 36 Batch 153/538 - Train Accuracy: 0.963, Validation Accuracy: 0.953, Loss: 0.035 Epoch 36 Batch 154/538 - Train Accuracy: 0.967, Validation Accuracy: 0.952, Loss: 0.036 Epoch 36 Batch 155/538 - Train Accuracy: 0.960, Validation Accuracy: 0.955, Loss: 0.041 Epoch 36 Batch 156/538 - Train Accuracy: 0.967, Validation Accuracy: 0.956, Loss: 0.038 Epoch 36 Batch 157/538 - Train Accuracy: 0.967, Validation Accuracy: 0.955, Loss: 0.033 Epoch 36 Batch 158/538 - Train Accuracy: 0.973, Validation Accuracy: 0.953, Loss: 0.040 Epoch 36 Batch 159/538 - Train Accuracy: 0.948, Validation Accuracy: 0.955, Loss: 0.044 Epoch 36 Batch 160/538 - Train Accuracy: 0.949, Validation Accuracy: 0.955, Loss: 0.031 Epoch 36 Batch 161/538 - Train Accuracy: 0.954, Validation Accuracy: 0.955, Loss: 0.033 Epoch 36 Batch 162/538 - Train Accuracy: 0.975, Validation Accuracy: 0.957, Loss: 0.037 Epoch 36 Batch 163/538 - Train Accuracy: 0.959, Validation Accuracy: 0.959, Loss: 0.047 Epoch 36 Batch 164/538 - Train Accuracy: 0.952, Validation Accuracy: 0.959, Loss: 0.044 Epoch 36 Batch 165/538 - Train Accuracy: 0.956, Validation Accuracy: 0.955, Loss: 0.031 Epoch 36 Batch 166/538 - Train Accuracy: 0.972, Validation Accuracy: 0.948, Loss: 0.031 Epoch 36 Batch 167/538 - Train Accuracy: 0.955, Validation Accuracy: 0.944, Loss: 0.068 Epoch 36 Batch 168/538 - Train Accuracy: 0.937, Validation Accuracy: 0.953, Loss: 0.049 Epoch 36 Batch 169/538 - Train Accuracy: 0.971, Validation Accuracy: 0.953, Loss: 0.032 Epoch 36 Batch 170/538 - Train Accuracy: 0.956, Validation Accuracy: 0.950, Loss: 0.044 Epoch 36 Batch 171/538 - Train Accuracy: 0.939, Validation Accuracy: 0.952, Loss: 0.043 Epoch 36 Batch 172/538 - Train Accuracy: 0.964, Validation Accuracy: 0.954, Loss: 0.034 Epoch 36 Batch 173/538 - Train Accuracy: 0.966, Validation Accuracy: 0.956, Loss: 0.032 Epoch 36 Batch 174/538 - Train Accuracy: 0.948, Validation Accuracy: 0.959, Loss: 0.036 Epoch 36 Batch 175/538 - Train Accuracy: 0.967, Validation Accuracy: 0.959, Loss: 0.038 Epoch 36 Batch 176/538 - Train Accuracy: 0.956, Validation Accuracy: 0.961, Loss: 0.039 Epoch 36 Batch 177/538 - Train Accuracy: 0.968, Validation Accuracy: 0.959, Loss: 0.040 Epoch 36 Batch 178/538 - Train Accuracy: 0.939, Validation Accuracy: 0.956, Loss: 0.042 Epoch 36 Batch 179/538 - Train Accuracy: 0.962, Validation Accuracy: 0.952, Loss: 0.036 Epoch 36 Batch 180/538 - Train Accuracy: 0.949, Validation Accuracy: 0.954, Loss: 0.041 Epoch 36 Batch 181/538 - Train Accuracy: 0.942, Validation Accuracy: 0.956, Loss: 0.046 Epoch 36 Batch 182/538 - Train Accuracy: 0.960, Validation Accuracy: 0.958, Loss: 0.033 Epoch 36 Batch 183/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.031 Epoch 36 Batch 184/538 - Train Accuracy: 0.959, Validation Accuracy: 0.961, Loss: 0.041 Epoch 36 Batch 185/538 - Train Accuracy: 0.977, Validation Accuracy: 0.964, Loss: 0.028 Epoch 36 Batch 186/538 - Train Accuracy: 0.957, Validation Accuracy: 0.964, Loss: 0.040 Epoch 36 Batch 187/538 - Train Accuracy: 0.963, Validation Accuracy: 0.958, Loss: 0.039 Epoch 36 Batch 188/538 - Train Accuracy: 0.955, Validation Accuracy: 0.955, Loss: 0.036 Epoch 36 Batch 189/538 - Train Accuracy: 0.964, Validation Accuracy: 0.954, Loss: 0.040 Epoch 36 Batch 190/538 - Train Accuracy: 0.931, Validation Accuracy: 0.945, Loss: 0.054 Epoch 36 Batch 191/538 - Train Accuracy: 0.966, Validation Accuracy: 0.938, Loss: 0.034 Epoch 36 Batch 192/538 - Train Accuracy: 0.961, Validation Accuracy: 0.939, Loss: 0.039 Epoch 36 Batch 193/538 - Train Accuracy: 0.951, Validation Accuracy: 0.940, Loss: 0.040 Epoch 36 Batch 194/538 - Train Accuracy: 0.946, Validation Accuracy: 0.945, Loss: 0.046 Epoch 36 Batch 195/538 - Train Accuracy: 0.969, Validation Accuracy: 0.946, Loss: 0.047 Epoch 36 Batch 196/538 - Train Accuracy: 0.955, Validation Accuracy: 0.948, Loss: 0.031 Epoch 36 Batch 197/538 - Train Accuracy: 0.959, Validation Accuracy: 0.950, Loss: 0.039 Epoch 36 Batch 198/538 - Train Accuracy: 0.956, Validation Accuracy: 0.947, Loss: 0.039 Epoch 36 Batch 199/538 - Train Accuracy: 0.957, Validation Accuracy: 0.948, Loss: 0.039 Epoch 36 Batch 200/538 - Train Accuracy: 0.962, Validation Accuracy: 0.952, Loss: 0.035 Epoch 36 Batch 201/538 - Train Accuracy: 0.963, Validation Accuracy: 0.952, Loss: 0.051 Epoch 36 Batch 202/538 - Train Accuracy: 0.957, Validation Accuracy: 0.952, Loss: 0.040 Epoch 36 Batch 203/538 - Train Accuracy: 0.963, Validation Accuracy: 0.954, Loss: 0.048 Epoch 36 Batch 204/538 - Train Accuracy: 0.951, Validation Accuracy: 0.957, Loss: 0.053 Epoch 36 Batch 205/538 - Train Accuracy: 0.958, Validation Accuracy: 0.955, Loss: 0.038 Epoch 36 Batch 206/538 - Train Accuracy: 0.968, Validation Accuracy: 0.955, Loss: 0.038 Epoch 36 Batch 207/538 - Train Accuracy: 0.964, Validation Accuracy: 0.955, Loss: 0.044 Epoch 36 Batch 208/538 - Train Accuracy: 0.961, Validation Accuracy: 0.954, Loss: 0.046 Epoch 36 Batch 209/538 - Train Accuracy: 0.961, Validation Accuracy: 0.959, Loss: 0.038 Epoch 36 Batch 210/538 - Train Accuracy: 0.958, Validation Accuracy: 0.959, Loss: 0.041 Epoch 36 Batch 211/538 - Train Accuracy: 0.954, Validation Accuracy: 0.957, Loss: 0.047 Epoch 36 Batch 212/538 - Train Accuracy: 0.956, Validation Accuracy: 0.951, Loss: 0.036 Epoch 36 Batch 213/538 - Train Accuracy: 0.961, Validation Accuracy: 0.956, Loss: 0.035 Epoch 36 Batch 214/538 - Train Accuracy: 0.961, Validation Accuracy: 0.960, Loss: 0.032 Epoch 36 Batch 215/538 - Train Accuracy: 0.957, Validation Accuracy: 0.960, Loss: 0.039 Epoch 36 Batch 216/538 - Train Accuracy: 0.952, Validation Accuracy: 0.957, Loss: 0.041 Epoch 36 Batch 217/538 - Train Accuracy: 0.950, Validation Accuracy: 0.955, Loss: 0.041 Epoch 36 Batch 218/538 - Train Accuracy: 0.953, Validation Accuracy: 0.953, Loss: 0.032 Epoch 36 Batch 219/538 - Train Accuracy: 0.946, Validation Accuracy: 0.953, Loss: 0.042 Epoch 36 Batch 220/538 - Train Accuracy: 0.939, Validation Accuracy: 0.952, Loss: 0.037 Epoch 36 Batch 221/538 - Train Accuracy: 0.961, Validation Accuracy: 0.953, Loss: 0.040 Epoch 36 Batch 222/538 - Train Accuracy: 0.960, Validation Accuracy: 0.953, Loss: 0.037 Epoch 36 Batch 223/538 - Train Accuracy: 0.950, Validation Accuracy: 0.953, Loss: 0.048 Epoch 36 Batch 224/538 - Train Accuracy: 0.960, Validation Accuracy: 0.954, Loss: 0.044 Epoch 36 Batch 225/538 - Train Accuracy: 0.962, Validation Accuracy: 0.955, Loss: 0.038 Epoch 36 Batch 226/538 - Train Accuracy: 0.951, Validation Accuracy: 0.956, Loss: 0.040 Epoch 36 Batch 227/538 - Train Accuracy: 0.955, Validation Accuracy: 0.954, Loss: 0.044 Epoch 36 Batch 228/538 - Train Accuracy: 0.949, Validation Accuracy: 0.962, Loss: 0.044 Epoch 36 Batch 229/538 - Train Accuracy: 0.950, Validation Accuracy: 0.960, Loss: 0.047 Epoch 36 Batch 230/538 - Train Accuracy: 0.950, Validation Accuracy: 0.959, Loss: 0.037 Epoch 36 Batch 231/538 - Train Accuracy: 0.952, Validation Accuracy: 0.955, Loss: 0.041 Epoch 36 Batch 232/538 - Train Accuracy: 0.965, Validation Accuracy: 0.955, Loss: 0.041 Epoch 36 Batch 233/538 - Train Accuracy: 0.964, Validation Accuracy: 0.952, Loss: 0.044 Epoch 36 Batch 234/538 - Train Accuracy: 0.969, Validation Accuracy: 0.948, Loss: 0.043 Epoch 36 Batch 235/538 - Train Accuracy: 0.953, Validation Accuracy: 0.945, Loss: 0.032 Epoch 36 Batch 236/538 - Train Accuracy: 0.945, Validation Accuracy: 0.945, Loss: 0.038 Epoch 36 Batch 237/538 - Train Accuracy: 0.958, Validation Accuracy: 0.948, Loss: 0.033 Epoch 36 Batch 238/538 - Train Accuracy: 0.965, Validation Accuracy: 0.950, Loss: 0.033 Epoch 36 Batch 239/538 - Train Accuracy: 0.964, Validation Accuracy: 0.953, Loss: 0.039 Epoch 36 Batch 240/538 - Train Accuracy: 0.958, Validation Accuracy: 0.950, Loss: 0.040 Epoch 36 Batch 241/538 - Train Accuracy: 0.945, Validation Accuracy: 0.953, Loss: 0.042 Epoch 36 Batch 242/538 - Train Accuracy: 0.962, Validation Accuracy: 0.953, Loss: 0.043 Epoch 36 Batch 243/538 - Train Accuracy: 0.966, Validation Accuracy: 0.953, Loss: 0.037 Epoch 36 Batch 244/538 - Train Accuracy: 0.955, Validation Accuracy: 0.957, Loss: 0.036 Epoch 36 Batch 245/538 - Train Accuracy: 0.955, Validation Accuracy: 0.947, Loss: 0.044 Epoch 36 Batch 246/538 - Train Accuracy: 0.960, Validation Accuracy: 0.945, Loss: 0.038 Epoch 36 Batch 247/538 - Train Accuracy: 0.951, Validation Accuracy: 0.946, Loss: 0.040 Epoch 36 Batch 248/538 - Train Accuracy: 0.950, Validation Accuracy: 0.938, Loss: 0.040 Epoch 36 Batch 249/538 - Train Accuracy: 0.957, Validation Accuracy: 0.941, Loss: 0.031 Epoch 36 Batch 250/538 - Train Accuracy: 0.947, Validation Accuracy: 0.944, Loss: 0.037 Epoch 36 Batch 251/538 - Train Accuracy: 0.951, Validation Accuracy: 0.947, Loss: 0.032 Epoch 36 Batch 252/538 - Train Accuracy: 0.952, Validation Accuracy: 0.947, Loss: 0.034 Epoch 36 Batch 253/538 - Train Accuracy: 0.948, Validation Accuracy: 0.951, Loss: 0.036 Epoch 36 Batch 254/538 - Train Accuracy: 0.949, Validation Accuracy: 0.953, Loss: 0.042 Epoch 36 Batch 255/538 - Train Accuracy: 0.969, Validation Accuracy: 0.956, Loss: 0.038 Epoch 36 Batch 256/538 - Train Accuracy: 0.946, Validation Accuracy: 0.954, Loss: 0.038 Epoch 36 Batch 257/538 - Train Accuracy: 0.966, Validation Accuracy: 0.953, Loss: 0.038 Epoch 36 Batch 258/538 - Train Accuracy: 0.960, Validation Accuracy: 0.953, Loss: 0.038 Epoch 36 Batch 259/538 - Train Accuracy: 0.976, Validation Accuracy: 0.950, Loss: 0.033 Epoch 36 Batch 260/538 - Train Accuracy: 0.936, Validation Accuracy: 0.952, Loss: 0.040 Epoch 36 Batch 261/538 - Train Accuracy: 0.958, Validation Accuracy: 0.950, Loss: 0.039 Epoch 36 Batch 262/538 - Train Accuracy: 0.960, Validation Accuracy: 0.950, Loss: 0.036 Epoch 36 Batch 263/538 - Train Accuracy: 0.942, Validation Accuracy: 0.950, Loss: 0.041 Epoch 36 Batch 264/538 - Train Accuracy: 0.951, Validation Accuracy: 0.950, Loss: 0.046 Epoch 36 Batch 265/538 - Train Accuracy: 0.930, Validation Accuracy: 0.950, Loss: 0.046 Epoch 36 Batch 266/538 - Train Accuracy: 0.952, Validation Accuracy: 0.961, Loss: 0.044 Epoch 36 Batch 267/538 - Train Accuracy: 0.954, Validation Accuracy: 0.959, Loss: 0.037 Epoch 36 Batch 268/538 - Train Accuracy: 0.957, Validation Accuracy: 0.961, Loss: 0.033 Epoch 36 Batch 269/538 - Train Accuracy: 0.959, Validation Accuracy: 0.955, Loss: 0.038 Epoch 36 Batch 270/538 - Train Accuracy: 0.949, Validation Accuracy: 0.958, Loss: 0.045 Epoch 36 Batch 271/538 - Train Accuracy: 0.960, Validation Accuracy: 0.962, Loss: 0.032 Epoch 36 Batch 272/538 - Train Accuracy: 0.951, Validation Accuracy: 0.962, Loss: 0.041 Epoch 36 Batch 273/538 - Train Accuracy: 0.953, Validation Accuracy: 0.964, Loss: 0.042 Epoch 36 Batch 274/538 - Train Accuracy: 0.946, Validation Accuracy: 0.962, Loss: 0.046 Epoch 36 Batch 275/538 - Train Accuracy: 0.952, Validation Accuracy: 0.964, Loss: 0.047 Epoch 36 Batch 276/538 - Train Accuracy: 0.950, Validation Accuracy: 0.965, Loss: 0.047 Epoch 36 Batch 277/538 - Train Accuracy: 0.962, Validation Accuracy: 0.965, Loss: 0.041 Epoch 36 Batch 278/538 - Train Accuracy: 0.955, Validation Accuracy: 0.965, Loss: 0.031 Epoch 36 Batch 279/538 - Train Accuracy: 0.947, Validation Accuracy: 0.965, Loss: 0.036 Epoch 36 Batch 280/538 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.034 Epoch 36 Batch 281/538 - Train Accuracy: 0.955, Validation Accuracy: 0.960, Loss: 0.038 Epoch 36 Batch 282/538 - Train Accuracy: 0.953, Validation Accuracy: 0.962, Loss: 0.044 Epoch 36 Batch 283/538 - Train Accuracy: 0.970, Validation Accuracy: 0.960, Loss: 0.042 Epoch 36 Batch 284/538 - Train Accuracy: 0.950, Validation Accuracy: 0.960, Loss: 0.045 Epoch 36 Batch 285/538 - Train Accuracy: 0.957, Validation Accuracy: 0.958, Loss: 0.031 Epoch 36 Batch 286/538 - Train Accuracy: 0.945, Validation Accuracy: 0.959, Loss: 0.051 Epoch 36 Batch 287/538 - Train Accuracy: 0.963, Validation Accuracy: 0.954, Loss: 0.029 Epoch 36 Batch 288/538 - Train Accuracy: 0.947, Validation Accuracy: 0.953, Loss: 0.043 Epoch 36 Batch 289/538 - Train Accuracy: 0.956, Validation Accuracy: 0.953, Loss: 0.034 Epoch 36 Batch 290/538 - Train Accuracy: 0.969, Validation Accuracy: 0.953, Loss: 0.035 Epoch 36 Batch 291/538 - Train Accuracy: 0.967, Validation Accuracy: 0.955, Loss: 0.037 Epoch 36 Batch 292/538 - Train Accuracy: 0.962, Validation Accuracy: 0.955, Loss: 0.030 Epoch 36 Batch 293/538 - Train Accuracy: 0.956, Validation Accuracy: 0.955, Loss: 0.035 Epoch 36 Batch 294/538 - Train Accuracy: 0.956, Validation Accuracy: 0.957, Loss: 0.033 Epoch 36 Batch 295/538 - Train Accuracy: 0.965, Validation Accuracy: 0.959, Loss: 0.035 Epoch 36 Batch 296/538 - Train Accuracy: 0.953, Validation Accuracy: 0.960, Loss: 0.047 Epoch 36 Batch 297/538 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.044 Epoch 36 Batch 298/538 - Train Accuracy: 0.959, Validation Accuracy: 0.954, Loss: 0.044 Epoch 36 Batch 299/538 - Train Accuracy: 0.953, Validation Accuracy: 0.953, Loss: 0.051 Epoch 36 Batch 300/538 - Train Accuracy: 0.956, Validation Accuracy: 0.955, Loss: 0.037 Epoch 36 Batch 301/538 - Train Accuracy: 0.950, Validation Accuracy: 0.958, Loss: 0.040 Epoch 36 Batch 302/538 - Train Accuracy: 0.957, Validation Accuracy: 0.958, Loss: 0.042 Epoch 36 Batch 303/538 - Train Accuracy: 0.967, Validation Accuracy: 0.956, Loss: 0.038 Epoch 36 Batch 304/538 - Train Accuracy: 0.954, Validation Accuracy: 0.960, Loss: 0.043 Epoch 36 Batch 305/538 - Train Accuracy: 0.968, Validation Accuracy: 0.958, Loss: 0.035 Epoch 36 Batch 306/538 - Train Accuracy: 0.959, Validation Accuracy: 0.961, Loss: 0.036 Epoch 36 Batch 307/538 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.037 Epoch 36 Batch 308/538 - Train Accuracy: 0.969, Validation Accuracy: 0.958, Loss: 0.038 Epoch 36 Batch 309/538 - Train Accuracy: 0.964, Validation Accuracy: 0.956, Loss: 0.031 Epoch 36 Batch 310/538 - Train Accuracy: 0.967, Validation Accuracy: 0.956, Loss: 0.041 Epoch 36 Batch 311/538 - Train Accuracy: 0.953, Validation Accuracy: 0.956, Loss: 0.039 Epoch 36 Batch 312/538 - Train Accuracy: 0.958, Validation Accuracy: 0.953, Loss: 0.034 Epoch 36 Batch 313/538 - Train Accuracy: 0.954, Validation Accuracy: 0.953, Loss: 0.042 Epoch 36 Batch 314/538 - Train Accuracy: 0.957, Validation Accuracy: 0.956, Loss: 0.044 Epoch 36 Batch 315/538 - Train Accuracy: 0.965, Validation Accuracy: 0.953, Loss: 0.037 Epoch 36 Batch 316/538 - Train Accuracy: 0.955, Validation Accuracy: 0.959, Loss: 0.031 Epoch 36 Batch 317/538 - Train Accuracy: 0.952, Validation Accuracy: 0.963, Loss: 0.043 Epoch 36 Batch 318/538 - Train Accuracy: 0.955, Validation Accuracy: 0.961, Loss: 0.037 Epoch 36 Batch 319/538 - Train Accuracy: 0.952, Validation Accuracy: 0.959, Loss: 0.043 Epoch 36 Batch 320/538 - Train Accuracy: 0.959, Validation Accuracy: 0.961, Loss: 0.032 Epoch 36 Batch 321/538 - Train Accuracy: 0.962, Validation Accuracy: 0.961, Loss: 0.033 Epoch 36 Batch 322/538 - Train Accuracy: 0.962, Validation Accuracy: 0.962, Loss: 0.046 Epoch 36 Batch 323/538 - Train Accuracy: 0.962, Validation Accuracy: 0.961, Loss: 0.039 Epoch 36 Batch 324/538 - Train Accuracy: 0.967, Validation Accuracy: 0.960, Loss: 0.038 Epoch 36 Batch 325/538 - Train Accuracy: 0.961, Validation Accuracy: 0.960, Loss: 0.040 Epoch 36 Batch 326/538 - Train Accuracy: 0.961, Validation Accuracy: 0.958, Loss: 0.038 Epoch 36 Batch 327/538 - Train Accuracy: 0.951, Validation Accuracy: 0.959, Loss: 0.042 Epoch 36 Batch 328/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.035 Epoch 36 Batch 329/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.045 Epoch 36 Batch 330/538 - Train Accuracy: 0.962, Validation Accuracy: 0.963, Loss: 0.036 Epoch 36 Batch 331/538 - Train Accuracy: 0.958, Validation Accuracy: 0.961, Loss: 0.037 Epoch 36 Batch 332/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.036 Epoch 36 Batch 333/538 - Train Accuracy: 0.962, Validation Accuracy: 0.957, Loss: 0.040 Epoch 36 Batch 334/538 - Train Accuracy: 0.964, Validation Accuracy: 0.958, Loss: 0.033 Epoch 36 Batch 335/538 - Train Accuracy: 0.963, Validation Accuracy: 0.952, Loss: 0.037 Epoch 36 Batch 336/538 - Train Accuracy: 0.945, Validation Accuracy: 0.950, Loss: 0.034 Epoch 36 Batch 337/538 - Train Accuracy: 0.956, Validation Accuracy: 0.950, Loss: 0.040 Epoch 36 Batch 338/538 - Train Accuracy: 0.961, Validation Accuracy: 0.952, Loss: 0.036 Epoch 36 Batch 339/538 - Train Accuracy: 0.953, Validation Accuracy: 0.952, Loss: 0.035 Epoch 36 Batch 340/538 - Train Accuracy: 0.945, Validation Accuracy: 0.957, Loss: 0.044 Epoch 36 Batch 341/538 - Train Accuracy: 0.952, Validation Accuracy: 0.960, Loss: 0.036 Epoch 36 Batch 342/538 - Train Accuracy: 0.951, Validation Accuracy: 0.960, Loss: 0.043 Epoch 36 Batch 343/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.037 Epoch 36 Batch 344/538 - Train Accuracy: 0.962, Validation Accuracy: 0.959, Loss: 0.033 Epoch 36 Batch 345/538 - Train Accuracy: 0.959, Validation Accuracy: 0.959, Loss: 0.037 Epoch 36 Batch 346/538 - Train Accuracy: 0.951, Validation Accuracy: 0.955, Loss: 0.041 Epoch 36 Batch 347/538 - Train Accuracy: 0.965, Validation Accuracy: 0.952, Loss: 0.037 Epoch 36 Batch 348/538 - Train Accuracy: 0.945, Validation Accuracy: 0.949, Loss: 0.035 Epoch 36 Batch 349/538 - Train Accuracy: 0.964, Validation Accuracy: 0.949, Loss: 0.034 Epoch 36 Batch 350/538 - Train Accuracy: 0.952, Validation Accuracy: 0.952, Loss: 0.056 Epoch 36 Batch 351/538 - Train Accuracy: 0.960, Validation Accuracy: 0.943, Loss: 0.042 Epoch 36 Batch 352/538 - Train Accuracy: 0.942, Validation Accuracy: 0.944, Loss: 0.051 Epoch 36 Batch 353/538 - Train Accuracy: 0.946, Validation Accuracy: 0.944, Loss: 0.045 Epoch 36 Batch 354/538 - Train Accuracy: 0.944, Validation Accuracy: 0.952, Loss: 0.046 Epoch 36 Batch 355/538 - Train Accuracy: 0.961, Validation Accuracy: 0.952, Loss: 0.037 Epoch 36 Batch 356/538 - Train Accuracy: 0.967, Validation Accuracy: 0.957, Loss: 0.034 Epoch 36 Batch 357/538 - Train Accuracy: 0.967, Validation Accuracy: 0.962, Loss: 0.042 Epoch 36 Batch 358/538 - Train Accuracy: 0.965, Validation Accuracy: 0.965, Loss: 0.036 Epoch 36 Batch 359/538 - Train Accuracy: 0.952, Validation Accuracy: 0.965, Loss: 0.043 Epoch 36 Batch 360/538 - Train Accuracy: 0.958, Validation Accuracy: 0.965, Loss: 0.039 Epoch 36 Batch 361/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.037 Epoch 36 Batch 362/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.032 Epoch 36 Batch 363/538 - Train Accuracy: 0.951, Validation Accuracy: 0.960, Loss: 0.041 Epoch 36 Batch 364/538 - Train Accuracy: 0.947, Validation Accuracy: 0.960, Loss: 0.053 Epoch 36 Batch 365/538 - Train Accuracy: 0.965, Validation Accuracy: 0.958, Loss: 0.033 Epoch 36 Batch 366/538 - Train Accuracy: 0.967, Validation Accuracy: 0.958, Loss: 0.032 Epoch 36 Batch 367/538 - Train Accuracy: 0.957, Validation Accuracy: 0.958, Loss: 0.033 Epoch 36 Batch 368/538 - Train Accuracy: 0.965, Validation Accuracy: 0.958, Loss: 0.032 Epoch 36 Batch 369/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.036 Epoch 36 Batch 370/538 - Train Accuracy: 0.944, Validation Accuracy: 0.958, Loss: 0.044 Epoch 36 Batch 371/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.040 Epoch 36 Batch 372/538 - Train Accuracy: 0.961, Validation Accuracy: 0.961, Loss: 0.043 Epoch 36 Batch 373/538 - Train Accuracy: 0.954, Validation Accuracy: 0.963, Loss: 0.028 Epoch 36 Batch 374/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.035 Epoch 36 Batch 375/538 - Train Accuracy: 0.964, Validation Accuracy: 0.962, Loss: 0.039 Epoch 36 Batch 376/538 - Train Accuracy: 0.958, Validation Accuracy: 0.961, Loss: 0.039 Epoch 36 Batch 377/538 - Train Accuracy: 0.952, Validation Accuracy: 0.963, Loss: 0.044 Epoch 36 Batch 378/538 - Train Accuracy: 0.958, Validation Accuracy: 0.960, Loss: 0.029 Epoch 36 Batch 379/538 - Train Accuracy: 0.966, Validation Accuracy: 0.961, Loss: 0.045 Epoch 36 Batch 380/538 - Train Accuracy: 0.963, Validation Accuracy: 0.960, Loss: 0.030 Epoch 36 Batch 381/538 - Train Accuracy: 0.967, Validation Accuracy: 0.960, Loss: 0.033 Epoch 36 Batch 382/538 - Train Accuracy: 0.938, Validation Accuracy: 0.956, Loss: 0.044 Epoch 36 Batch 383/538 - Train Accuracy: 0.964, Validation Accuracy: 0.956, Loss: 0.037 Epoch 36 Batch 384/538 - Train Accuracy: 0.949, Validation Accuracy: 0.956, Loss: 0.037 Epoch 36 Batch 385/538 - Train Accuracy: 0.960, Validation Accuracy: 0.960, Loss: 0.042 Epoch 36 Batch 386/538 - Train Accuracy: 0.963, Validation Accuracy: 0.961, Loss: 0.038 Epoch 36 Batch 387/538 - Train Accuracy: 0.954, Validation Accuracy: 0.959, Loss: 0.037 Epoch 36 Batch 388/538 - Train Accuracy: 0.961, Validation Accuracy: 0.959, Loss: 0.036 Epoch 36 Batch 389/538 - Train Accuracy: 0.955, Validation Accuracy: 0.964, Loss: 0.044 Epoch 36 Batch 390/538 - Train Accuracy: 0.963, Validation Accuracy: 0.963, Loss: 0.035 Epoch 36 Batch 391/538 - Train Accuracy: 0.961, Validation Accuracy: 0.960, Loss: 0.033 Epoch 36 Batch 392/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.034 Epoch 36 Batch 393/538 - Train Accuracy: 0.956, Validation Accuracy: 0.958, Loss: 0.040 Epoch 36 Batch 394/538 - Train Accuracy: 0.948, Validation Accuracy: 0.956, Loss: 0.045 Epoch 36 Batch 395/538 - Train Accuracy: 0.939, Validation Accuracy: 0.958, Loss: 0.039 Epoch 36 Batch 396/538 - Train Accuracy: 0.953, Validation Accuracy: 0.957, Loss: 0.036 Epoch 36 Batch 397/538 - Train Accuracy: 0.958, Validation Accuracy: 0.957, Loss: 0.036 Epoch 36 Batch 398/538 - Train Accuracy: 0.953, Validation Accuracy: 0.960, Loss: 0.043 Epoch 36 Batch 399/538 - Train Accuracy: 0.959, Validation Accuracy: 0.962, Loss: 0.041 Epoch 36 Batch 400/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.038 Epoch 36 Batch 401/538 - Train Accuracy: 0.967, Validation Accuracy: 0.967, Loss: 0.035 Epoch 36 Batch 402/538 - Train Accuracy: 0.965, Validation Accuracy: 0.964, Loss: 0.034 Epoch 36 Batch 403/538 - Train Accuracy: 0.959, Validation Accuracy: 0.964, Loss: 0.039 Epoch 36 Batch 404/538 - Train Accuracy: 0.965, Validation Accuracy: 0.964, Loss: 0.045 Epoch 36 Batch 405/538 - Train Accuracy: 0.956, Validation Accuracy: 0.964, Loss: 0.041 Epoch 36 Batch 406/538 - Train Accuracy: 0.956, Validation Accuracy: 0.966, Loss: 0.039 Epoch 36 Batch 407/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.039 Epoch 36 Batch 408/538 - Train Accuracy: 0.938, Validation Accuracy: 0.962, Loss: 0.045 Epoch 36 Batch 409/538 - Train Accuracy: 0.955, Validation Accuracy: 0.955, Loss: 0.038 Epoch 36 Batch 410/538 - Train Accuracy: 0.971, Validation Accuracy: 0.951, Loss: 0.039 Epoch 36 Batch 411/538 - Train Accuracy: 0.959, Validation Accuracy: 0.951, Loss: 0.040 Epoch 36 Batch 412/538 - Train Accuracy: 0.962, Validation Accuracy: 0.947, Loss: 0.030 Epoch 36 Batch 413/538 - Train Accuracy: 0.961, Validation Accuracy: 0.949, Loss: 0.037 Epoch 36 Batch 414/538 - Train Accuracy: 0.946, Validation Accuracy: 0.953, Loss: 0.049 Epoch 36 Batch 415/538 - Train Accuracy: 0.949, Validation Accuracy: 0.956, Loss: 0.040 Epoch 36 Batch 416/538 - Train Accuracy: 0.962, Validation Accuracy: 0.958, Loss: 0.045 Epoch 36 Batch 417/538 - Train Accuracy: 0.965, Validation Accuracy: 0.960, Loss: 0.035 Epoch 36 Batch 418/538 - Train Accuracy: 0.961, Validation Accuracy: 0.960, Loss: 0.034 Epoch 36 Batch 419/538 - Train Accuracy: 0.970, Validation Accuracy: 0.960, Loss: 0.032 Epoch 36 Batch 420/538 - Train Accuracy: 0.955, Validation Accuracy: 0.960, Loss: 0.041 Epoch 36 Batch 421/538 - Train Accuracy: 0.963, Validation Accuracy: 0.958, Loss: 0.030 Epoch 36 Batch 422/538 - Train Accuracy: 0.955, Validation Accuracy: 0.961, Loss: 0.041 Epoch 36 Batch 423/538 - Train Accuracy: 0.968, Validation Accuracy: 0.958, Loss: 0.041 Epoch 36 Batch 424/538 - Train Accuracy: 0.958, Validation Accuracy: 0.955, Loss: 0.045 Epoch 36 Batch 425/538 - Train Accuracy: 0.958, Validation Accuracy: 0.953, Loss: 0.052 Epoch 36 Batch 426/538 - Train Accuracy: 0.971, Validation Accuracy: 0.952, Loss: 0.043 Epoch 36 Batch 427/538 - Train Accuracy: 0.944, Validation Accuracy: 0.957, Loss: 0.041 Epoch 36 Batch 428/538 - Train Accuracy: 0.959, Validation Accuracy: 0.961, Loss: 0.033 Epoch 36 Batch 429/538 - Train Accuracy: 0.974, Validation Accuracy: 0.962, Loss: 0.041 Epoch 36 Batch 430/538 - Train Accuracy: 0.945, Validation Accuracy: 0.962, Loss: 0.040 Epoch 36 Batch 431/538 - Train Accuracy: 0.952, Validation Accuracy: 0.964, Loss: 0.033 Epoch 36 Batch 432/538 - Train Accuracy: 0.957, Validation Accuracy: 0.961, Loss: 0.046 Epoch 36 Batch 433/538 - Train Accuracy: 0.945, Validation Accuracy: 0.961, Loss: 0.055 Epoch 36 Batch 434/538 - Train Accuracy: 0.959, Validation Accuracy: 0.963, Loss: 0.036 Epoch 36 Batch 435/538 - Train Accuracy: 0.956, Validation Accuracy: 0.959, Loss: 0.042 Epoch 36 Batch 436/538 - Train Accuracy: 0.951, Validation Accuracy: 0.959, Loss: 0.045 Epoch 36 Batch 437/538 - Train Accuracy: 0.971, Validation Accuracy: 0.959, Loss: 0.034 Epoch 36 Batch 438/538 - Train Accuracy: 0.958, Validation Accuracy: 0.957, Loss: 0.041 Epoch 36 Batch 439/538 - Train Accuracy: 0.966, Validation Accuracy: 0.954, Loss: 0.036 Epoch 36 Batch 440/538 - Train Accuracy: 0.964, Validation Accuracy: 0.956, Loss: 0.042 Epoch 36 Batch 441/538 - Train Accuracy: 0.942, Validation Accuracy: 0.959, Loss: 0.051 Epoch 36 Batch 442/538 - Train Accuracy: 0.956, Validation Accuracy: 0.961, Loss: 0.031 Epoch 36 Batch 443/538 - Train Accuracy: 0.956, Validation Accuracy: 0.962, Loss: 0.039 Epoch 36 Batch 444/538 - Train Accuracy: 0.967, Validation Accuracy: 0.960, Loss: 0.035 Epoch 36 Batch 445/538 - Train Accuracy: 0.965, Validation Accuracy: 0.958, Loss: 0.035 Epoch 36 Batch 446/538 - Train Accuracy: 0.963, Validation Accuracy: 0.958, Loss: 0.029 Epoch 36 Batch 447/538 - Train Accuracy: 0.962, Validation Accuracy: 0.960, Loss: 0.032 Epoch 36 Batch 448/538 - Train Accuracy: 0.953, Validation Accuracy: 0.960, Loss: 0.030 Epoch 36 Batch 449/538 - Train Accuracy: 0.969, Validation Accuracy: 0.962, Loss: 0.038 Epoch 36 Batch 450/538 - Train Accuracy: 0.953, Validation Accuracy: 0.958, Loss: 0.052 Epoch 36 Batch 451/538 - Train Accuracy: 0.947, Validation Accuracy: 0.960, Loss: 0.038 Epoch 36 Batch 452/538 - Train Accuracy: 0.960, Validation Accuracy: 0.955, Loss: 0.036 Epoch 36 Batch 453/538 - Train Accuracy: 0.951, Validation Accuracy: 0.952, Loss: 0.046 Epoch 36 Batch 454/538 - Train Accuracy: 0.960, Validation Accuracy: 0.955, Loss: 0.049 Epoch 36 Batch 455/538 - Train Accuracy: 0.957, Validation Accuracy: 0.955, Loss: 0.042 Epoch 36 Batch 456/538 - Train Accuracy: 0.959, Validation Accuracy: 0.955, Loss: 0.074 Epoch 36 Batch 457/538 - Train Accuracy: 0.963, Validation Accuracy: 0.956, Loss: 0.031 Epoch 36 Batch 458/538 - Train Accuracy: 0.962, Validation Accuracy: 0.961, Loss: 0.035 Epoch 36 Batch 459/538 - Train Accuracy: 0.959, Validation Accuracy: 0.963, Loss: 0.035 Epoch 36 Batch 460/538 - Train Accuracy: 0.960, Validation Accuracy: 0.959, Loss: 0.042 Epoch 36 Batch 461/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.037 Epoch 36 Batch 462/538 - Train Accuracy: 0.949, Validation Accuracy: 0.966, Loss: 0.040 Epoch 36 Batch 463/538 - Train Accuracy: 0.931, Validation Accuracy: 0.964, Loss: 0.044 Epoch 36 Batch 464/538 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.038 Epoch 36 Batch 465/538 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.032 Epoch 36 Batch 466/538 - Train Accuracy: 0.949, Validation Accuracy: 0.962, Loss: 0.039 Epoch 36 Batch 467/538 - Train Accuracy: 0.956, Validation Accuracy: 0.961, Loss: 0.038 Epoch 36 Batch 468/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.052 Epoch 36 Batch 469/538 - Train Accuracy: 0.954, Validation Accuracy: 0.962, Loss: 0.043 Epoch 36 Batch 470/538 - Train Accuracy: 0.958, Validation Accuracy: 0.957, Loss: 0.038 Epoch 36 Batch 471/538 - Train Accuracy: 0.972, Validation Accuracy: 0.957, Loss: 0.033 Epoch 36 Batch 472/538 - Train Accuracy: 0.982, Validation Accuracy: 0.954, Loss: 0.030 Epoch 36 Batch 473/538 - Train Accuracy: 0.968, Validation Accuracy: 0.954, Loss: 0.032 Epoch 36 Batch 474/538 - Train Accuracy: 0.961, Validation Accuracy: 0.954, Loss: 0.034 Epoch 36 Batch 475/538 - Train Accuracy: 0.964, Validation Accuracy: 0.953, Loss: 0.037 Epoch 36 Batch 476/538 - Train Accuracy: 0.965, Validation Accuracy: 0.954, Loss: 0.037 Epoch 36 Batch 477/538 - Train Accuracy: 0.952, Validation Accuracy: 0.955, Loss: 0.038 Epoch 36 Batch 478/538 - Train Accuracy: 0.976, Validation Accuracy: 0.956, Loss: 0.029 Epoch 36 Batch 479/538 - Train Accuracy: 0.958, Validation Accuracy: 0.958, Loss: 0.033 Epoch 36 Batch 480/538 - Train Accuracy: 0.960, Validation Accuracy: 0.959, Loss: 0.038 Epoch 36 Batch 481/538 - Train Accuracy: 0.966, Validation Accuracy: 0.959, Loss: 0.034 Epoch 36 Batch 482/538 - Train Accuracy: 0.956, Validation Accuracy: 0.961, Loss: 0.034 Epoch 36 Batch 483/538 - Train Accuracy: 0.951, Validation Accuracy: 0.962, Loss: 0.044 Epoch 36 Batch 484/538 - Train Accuracy: 0.953, Validation Accuracy: 0.960, Loss: 0.045 Epoch 36 Batch 485/538 - Train Accuracy: 0.959, Validation Accuracy: 0.964, Loss: 0.044 Epoch 36 Batch 486/538 - Train Accuracy: 0.963, Validation Accuracy: 0.965, Loss: 0.029 Epoch 36 Batch 487/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.033 Epoch 36 Batch 488/538 - Train Accuracy: 0.967, Validation Accuracy: 0.960, Loss: 0.031 Epoch 36 Batch 489/538 - Train Accuracy: 0.958, Validation Accuracy: 0.960, Loss: 0.040 Epoch 36 Batch 490/538 - Train Accuracy: 0.946, Validation Accuracy: 0.960, Loss: 0.044 Epoch 36 Batch 491/538 - Train Accuracy: 0.937, Validation Accuracy: 0.961, Loss: 0.043 Epoch 36 Batch 492/538 - Train Accuracy: 0.956, Validation Accuracy: 0.957, Loss: 0.037 Epoch 36 Batch 493/538 - Train Accuracy: 0.941, Validation Accuracy: 0.958, Loss: 0.045 Epoch 36 Batch 494/538 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.044 Epoch 36 Batch 495/538 - Train Accuracy: 0.964, Validation Accuracy: 0.965, Loss: 0.042 Epoch 36 Batch 496/538 - Train Accuracy: 0.962, Validation Accuracy: 0.965, Loss: 0.031 Epoch 36 Batch 497/538 - Train Accuracy: 0.965, Validation Accuracy: 0.965, Loss: 0.039 Epoch 36 Batch 498/538 - Train Accuracy: 0.952, Validation Accuracy: 0.965, Loss: 0.035 Epoch 36 Batch 499/538 - Train Accuracy: 0.956, Validation Accuracy: 0.964, Loss: 0.041 Epoch 36 Batch 500/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.029 Epoch 36 Batch 501/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.037 Epoch 36 Batch 502/538 - Train Accuracy: 0.948, Validation Accuracy: 0.957, Loss: 0.046 Epoch 36 Batch 503/538 - Train Accuracy: 0.967, Validation Accuracy: 0.957, Loss: 0.038 Epoch 36 Batch 504/538 - Train Accuracy: 0.971, Validation Accuracy: 0.959, Loss: 0.034 Epoch 36 Batch 505/538 - Train Accuracy: 0.961, Validation Accuracy: 0.959, Loss: 0.027 Epoch 36 Batch 506/538 - Train Accuracy: 0.956, Validation Accuracy: 0.960, Loss: 0.037 Epoch 36 Batch 507/538 - Train Accuracy: 0.961, Validation Accuracy: 0.959, Loss: 0.034 Epoch 36 Batch 508/538 - Train Accuracy: 0.954, Validation Accuracy: 0.962, Loss: 0.038 Epoch 36 Batch 509/538 - Train Accuracy: 0.960, Validation Accuracy: 0.959, Loss: 0.038 Epoch 36 Batch 510/538 - Train Accuracy: 0.962, Validation Accuracy: 0.959, Loss: 0.036 Epoch 36 Batch 511/538 - Train Accuracy: 0.947, Validation Accuracy: 0.959, Loss: 0.045 Epoch 36 Batch 512/538 - Train Accuracy: 0.962, Validation Accuracy: 0.958, Loss: 0.040 Epoch 36 Batch 513/538 - Train Accuracy: 0.946, Validation Accuracy: 0.960, Loss: 0.033 Epoch 36 Batch 514/538 - Train Accuracy: 0.963, Validation Accuracy: 0.960, Loss: 0.033 Epoch 36 Batch 515/538 - Train Accuracy: 0.960, Validation Accuracy: 0.961, Loss: 0.040 Epoch 36 Batch 516/538 - Train Accuracy: 0.951, Validation Accuracy: 0.961, Loss: 0.037 Epoch 36 Batch 517/538 - Train Accuracy: 0.960, Validation Accuracy: 0.961, Loss: 0.030 Epoch 36 Batch 518/538 - Train Accuracy: 0.945, Validation Accuracy: 0.960, Loss: 0.038 Epoch 36 Batch 519/538 - Train Accuracy: 0.975, Validation Accuracy: 0.962, Loss: 0.037 Epoch 36 Batch 520/538 - Train Accuracy: 0.951, Validation Accuracy: 0.962, Loss: 0.045 Epoch 36 Batch 521/538 - Train Accuracy: 0.962, Validation Accuracy: 0.960, Loss: 0.041 Epoch 36 Batch 522/538 - Train Accuracy: 0.959, Validation Accuracy: 0.964, Loss: 0.036 Epoch 36 Batch 523/538 - Train Accuracy: 0.959, Validation Accuracy: 0.968, Loss: 0.041 Epoch 36 Batch 524/538 - Train Accuracy: 0.964, Validation Accuracy: 0.968, Loss: 0.037 Epoch 36 Batch 525/538 - Train Accuracy: 0.960, Validation Accuracy: 0.968, Loss: 0.041 Epoch 36 Batch 526/538 - Train Accuracy: 0.951, Validation Accuracy: 0.968, Loss: 0.033 Epoch 36 Batch 527/538 - Train Accuracy: 0.961, Validation Accuracy: 0.967, Loss: 0.036 Epoch 36 Batch 528/538 - Train Accuracy: 0.973, Validation Accuracy: 0.960, Loss: 0.044 Epoch 36 Batch 529/538 - Train Accuracy: 0.955, Validation Accuracy: 0.963, Loss: 0.038 Epoch 36 Batch 530/538 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.045 Epoch 36 Batch 531/538 - Train Accuracy: 0.962, Validation Accuracy: 0.961, Loss: 0.042 Epoch 36 Batch 532/538 - Train Accuracy: 0.948, Validation Accuracy: 0.962, Loss: 0.037 Epoch 36 Batch 533/538 - Train Accuracy: 0.953, Validation Accuracy: 0.962, Loss: 0.036 Epoch 36 Batch 534/538 - Train Accuracy: 0.956, Validation Accuracy: 0.962, Loss: 0.031 Epoch 36 Batch 535/538 - Train Accuracy: 0.962, Validation Accuracy: 0.960, Loss: 0.036 Epoch 36 Batch 536/538 - Train Accuracy: 0.962, Validation Accuracy: 0.962, Loss: 0.044 Epoch 37 Batch 0/538 - Train Accuracy: 0.968, Validation Accuracy: 0.960, Loss: 0.034 Epoch 37 Batch 1/538 - Train Accuracy: 0.971, Validation Accuracy: 0.955, Loss: 0.038 Epoch 37 Batch 2/538 - Train Accuracy: 0.959, Validation Accuracy: 0.955, Loss: 0.049 Epoch 37 Batch 3/538 - Train Accuracy: 0.965, Validation Accuracy: 0.955, Loss: 0.034 Epoch 37 Batch 4/538 - Train Accuracy: 0.958, Validation Accuracy: 0.955, Loss: 0.034 Epoch 37 Batch 5/538 - Train Accuracy: 0.953, Validation Accuracy: 0.954, Loss: 0.039 Epoch 37 Batch 6/538 - Train Accuracy: 0.958, Validation Accuracy: 0.951, Loss: 0.042 Epoch 37 Batch 7/538 - Train Accuracy: 0.968, Validation Accuracy: 0.955, Loss: 0.037 Epoch 37 Batch 8/538 - Train Accuracy: 0.961, Validation Accuracy: 0.950, Loss: 0.035 Epoch 37 Batch 9/538 - Train Accuracy: 0.951, Validation Accuracy: 0.948, Loss: 0.032 Epoch 37 Batch 10/538 - Train Accuracy: 0.956, Validation Accuracy: 0.948, Loss: 0.035 Epoch 37 Batch 11/538 - Train Accuracy: 0.965, Validation Accuracy: 0.948, Loss: 0.039 Epoch 37 Batch 12/538 - Train Accuracy: 0.959, Validation Accuracy: 0.950, Loss: 0.035 Epoch 37 Batch 13/538 - Train Accuracy: 0.962, Validation Accuracy: 0.955, Loss: 0.036 Epoch 37 Batch 14/538 - Train Accuracy: 0.957, Validation Accuracy: 0.958, Loss: 0.037 Epoch 37 Batch 15/538 - Train Accuracy: 0.968, Validation Accuracy: 0.959, Loss: 0.040 Epoch 37 Batch 16/538 - Train Accuracy: 0.959, Validation Accuracy: 0.957, Loss: 0.034 Epoch 37 Batch 17/538 - Train Accuracy: 0.963, Validation Accuracy: 0.960, Loss: 0.038 Epoch 37 Batch 18/538 - Train Accuracy: 0.967, Validation Accuracy: 0.958, Loss: 0.040 Epoch 37 Batch 19/538 - Train Accuracy: 0.965, Validation Accuracy: 0.959, Loss: 0.034 Epoch 37 Batch 20/538 - Train Accuracy: 0.964, Validation Accuracy: 0.959, Loss: 0.039 Epoch 37 Batch 21/538 - Train Accuracy: 0.974, Validation Accuracy: 0.961, Loss: 0.027 Epoch 37 Batch 22/538 - Train Accuracy: 0.951, Validation Accuracy: 0.960, Loss: 0.037 Epoch 37 Batch 23/538 - Train Accuracy: 0.947, Validation Accuracy: 0.960, Loss: 0.045 Epoch 37 Batch 24/538 - Train Accuracy: 0.959, Validation Accuracy: 0.964, Loss: 0.038 Epoch 37 Batch 25/538 - Train Accuracy: 0.959, Validation Accuracy: 0.964, Loss: 0.039 Epoch 37 Batch 26/538 - Train Accuracy: 0.953, Validation Accuracy: 0.964, Loss: 0.043 Epoch 37 Batch 27/538 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.029 Epoch 37 Batch 28/538 - Train Accuracy: 0.953, Validation Accuracy: 0.962, Loss: 0.036 Epoch 37 Batch 29/538 - Train Accuracy: 0.961, Validation Accuracy: 0.962, Loss: 0.032 Epoch 37 Batch 30/538 - Train Accuracy: 0.952, Validation Accuracy: 0.964, Loss: 0.041 Epoch 37 Batch 31/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.028 Epoch 37 Batch 32/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.026 Epoch 37 Batch 33/538 - Train Accuracy: 0.958, Validation Accuracy: 0.963, Loss: 0.041 Epoch 37 Batch 34/538 - Train Accuracy: 0.945, Validation Accuracy: 0.964, Loss: 0.050 Epoch 37 Batch 35/538 - Train Accuracy: 0.964, Validation Accuracy: 0.966, Loss: 0.031 Epoch 37 Batch 36/538 - Train Accuracy: 0.960, Validation Accuracy: 0.964, Loss: 0.032 Epoch 37 Batch 37/538 - Train Accuracy: 0.956, Validation Accuracy: 0.962, Loss: 0.039 Epoch 37 Batch 38/538 - Train Accuracy: 0.959, Validation Accuracy: 0.966, Loss: 0.032 Epoch 37 Batch 39/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.038 Epoch 37 Batch 40/538 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.031 Epoch 37 Batch 41/538 - Train Accuracy: 0.970, Validation Accuracy: 0.960, Loss: 0.031 Epoch 37 Batch 42/538 - Train Accuracy: 0.953, Validation Accuracy: 0.960, Loss: 0.036 Epoch 37 Batch 43/538 - Train Accuracy: 0.942, Validation Accuracy: 0.961, Loss: 0.042 Epoch 37 Batch 44/538 - Train Accuracy: 0.959, Validation Accuracy: 0.958, Loss: 0.034 Epoch 37 Batch 45/538 - Train Accuracy: 0.969, Validation Accuracy: 0.955, Loss: 0.035 Epoch 37 Batch 46/538 - Train Accuracy: 0.969, Validation Accuracy: 0.954, Loss: 0.028 Epoch 37 Batch 47/538 - Train Accuracy: 0.967, Validation Accuracy: 0.958, Loss: 0.040 Epoch 37 Batch 48/538 - Train Accuracy: 0.955, Validation Accuracy: 0.958, Loss: 0.043 Epoch 37 Batch 49/538 - Train Accuracy: 0.967, Validation Accuracy: 0.956, Loss: 0.039 Epoch 37 Batch 50/538 - Train Accuracy: 0.958, Validation Accuracy: 0.954, Loss: 0.034 Epoch 37 Batch 51/538 - Train Accuracy: 0.956, Validation Accuracy: 0.951, Loss: 0.046 Epoch 37 Batch 52/538 - Train Accuracy: 0.964, Validation Accuracy: 0.953, Loss: 0.040 Epoch 37 Batch 53/538 - Train Accuracy: 0.931, Validation Accuracy: 0.946, Loss: 0.052 Epoch 37 Batch 54/538 - Train Accuracy: 0.955, Validation Accuracy: 0.949, Loss: 0.032 Epoch 37 Batch 55/538 - Train Accuracy: 0.962, Validation Accuracy: 0.949, Loss: 0.038 Epoch 37 Batch 56/538 - Train Accuracy: 0.957, Validation Accuracy: 0.949, Loss: 0.033 Epoch 37 Batch 57/538 - Train Accuracy: 0.939, Validation Accuracy: 0.956, Loss: 0.040 Epoch 37 Batch 58/538 - Train Accuracy: 0.953, Validation Accuracy: 0.960, Loss: 0.035 Epoch 37 Batch 59/538 - Train Accuracy: 0.949, Validation Accuracy: 0.960, Loss: 0.038 Epoch 37 Batch 60/538 - Train Accuracy: 0.963, Validation Accuracy: 0.960, Loss: 0.040 Epoch 37 Batch 61/538 - Train Accuracy: 0.961, Validation Accuracy: 0.962, Loss: 0.032 Epoch 37 Batch 62/538 - Train Accuracy: 0.953, Validation Accuracy: 0.965, Loss: 0.039 Epoch 37 Batch 63/538 - Train Accuracy: 0.966, Validation Accuracy: 0.965, Loss: 0.029 Epoch 37 Batch 64/538 - Train Accuracy: 0.957, Validation Accuracy: 0.962, Loss: 0.035 Epoch 37 Batch 65/538 - Train Accuracy: 0.950, Validation Accuracy: 0.961, Loss: 0.037 Epoch 37 Batch 66/538 - Train Accuracy: 0.976, Validation Accuracy: 0.960, Loss: 0.030 Epoch 37 Batch 67/538 - Train Accuracy: 0.970, Validation Accuracy: 0.957, Loss: 0.035 Epoch 37 Batch 68/538 - Train Accuracy: 0.950, Validation Accuracy: 0.955, Loss: 0.032 Epoch 37 Batch 69/538 - Train Accuracy: 0.962, Validation Accuracy: 0.957, Loss: 0.032 Epoch 37 Batch 70/538 - Train Accuracy: 0.966, Validation Accuracy: 0.957, Loss: 0.036 Epoch 37 Batch 71/538 - Train Accuracy: 0.957, Validation Accuracy: 0.963, Loss: 0.038 Epoch 37 Batch 72/538 - Train Accuracy: 0.961, Validation Accuracy: 0.963, Loss: 0.054 Epoch 37 Batch 73/538 - Train Accuracy: 0.953, Validation Accuracy: 0.963, Loss: 0.034 Epoch 37 Batch 74/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.034 Epoch 37 Batch 75/538 - Train Accuracy: 0.951, Validation Accuracy: 0.964, Loss: 0.035 Epoch 37 Batch 76/538 - Train Accuracy: 0.960, Validation Accuracy: 0.963, Loss: 0.039 Epoch 37 Batch 77/538 - Train Accuracy: 0.959, Validation Accuracy: 0.963, Loss: 0.030 Epoch 37 Batch 78/538 - Train Accuracy: 0.953, Validation Accuracy: 0.963, Loss: 0.042 Epoch 37 Batch 79/538 - Train Accuracy: 0.952, Validation Accuracy: 0.959, Loss: 0.032 Epoch 37 Batch 80/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.036 Epoch 37 Batch 81/538 - Train Accuracy: 0.953, Validation Accuracy: 0.961, Loss: 0.041 Epoch 37 Batch 82/538 - Train Accuracy: 0.961, Validation Accuracy: 0.960, Loss: 0.035 Epoch 37 Batch 83/538 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.038 Epoch 37 Batch 84/538 - Train Accuracy: 0.946, Validation Accuracy: 0.963, Loss: 0.039 Epoch 37 Batch 85/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.031 Epoch 37 Batch 86/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.035 Epoch 37 Batch 87/538 - Train Accuracy: 0.948, Validation Accuracy: 0.961, Loss: 0.040 Epoch 37 Batch 88/538 - Train Accuracy: 0.967, Validation Accuracy: 0.960, Loss: 0.038 Epoch 37 Batch 89/538 - Train Accuracy: 0.964, Validation Accuracy: 0.959, Loss: 0.035 Epoch 37 Batch 90/538 - Train Accuracy: 0.961, Validation Accuracy: 0.957, Loss: 0.037 Epoch 37 Batch 91/538 - Train Accuracy: 0.958, Validation Accuracy: 0.957, Loss: 0.040 Epoch 37 Batch 92/538 - Train Accuracy: 0.953, Validation Accuracy: 0.955, Loss: 0.037 Epoch 37 Batch 93/538 - Train Accuracy: 0.959, Validation Accuracy: 0.957, Loss: 0.035 Epoch 37 Batch 94/538 - Train Accuracy: 0.956, Validation Accuracy: 0.957, Loss: 0.038 Epoch 37 Batch 95/538 - Train Accuracy: 0.954, Validation Accuracy: 0.959, Loss: 0.035 Epoch 37 Batch 96/538 - Train Accuracy: 0.965, Validation Accuracy: 0.958, Loss: 0.029 Epoch 37 Batch 97/538 - Train Accuracy: 0.961, Validation Accuracy: 0.958, Loss: 0.029 Epoch 37 Batch 98/538 - Train Accuracy: 0.963, Validation Accuracy: 0.958, Loss: 0.037 Epoch 37 Batch 99/538 - Train Accuracy: 0.960, Validation Accuracy: 0.956, Loss: 0.034 Epoch 37 Batch 100/538 - Train Accuracy: 0.963, Validation Accuracy: 0.957, Loss: 0.030 Epoch 37 Batch 101/538 - Train Accuracy: 0.953, Validation Accuracy: 0.958, Loss: 0.049 Epoch 37 Batch 102/538 - Train Accuracy: 0.946, Validation Accuracy: 0.960, Loss: 0.039 Epoch 37 Batch 103/538 - Train Accuracy: 0.956, Validation Accuracy: 0.963, Loss: 0.037 Epoch 37 Batch 104/538 - Train Accuracy: 0.965, Validation Accuracy: 0.965, Loss: 0.034 Epoch 37 Batch 105/538 - Train Accuracy: 0.959, Validation Accuracy: 0.968, Loss: 0.030 Epoch 37 Batch 106/538 - Train Accuracy: 0.962, Validation Accuracy: 0.964, Loss: 0.029 Epoch 37 Batch 107/538 - Train Accuracy: 0.954, Validation Accuracy: 0.962, Loss: 0.039 Epoch 37 Batch 108/538 - Train Accuracy: 0.973, Validation Accuracy: 0.960, Loss: 0.039 Epoch 37 Batch 109/538 - Train Accuracy: 0.974, Validation Accuracy: 0.960, Loss: 0.034 Epoch 37 Batch 110/538 - Train Accuracy: 0.963, Validation Accuracy: 0.956, Loss: 0.037 Epoch 37 Batch 111/538 - Train Accuracy: 0.963, Validation Accuracy: 0.958, Loss: 0.034 Epoch 37 Batch 112/538 - Train Accuracy: 0.956, Validation Accuracy: 0.959, Loss: 0.042 Epoch 37 Batch 113/538 - Train Accuracy: 0.953, Validation Accuracy: 0.964, Loss: 0.037 Epoch 37 Batch 114/538 - Train Accuracy: 0.958, Validation Accuracy: 0.961, Loss: 0.026 Epoch 37 Batch 115/538 - Train Accuracy: 0.958, Validation Accuracy: 0.962, Loss: 0.041 Epoch 37 Batch 116/538 - Train Accuracy: 0.953, Validation Accuracy: 0.962, Loss: 0.043 Epoch 37 Batch 117/538 - Train Accuracy: 0.967, Validation Accuracy: 0.960, Loss: 0.036 Epoch 37 Batch 118/538 - Train Accuracy: 0.977, Validation Accuracy: 0.961, Loss: 0.028 Epoch 37 Batch 119/538 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.029 Epoch 37 Batch 120/538 - Train Accuracy: 0.965, Validation Accuracy: 0.959, Loss: 0.031 Epoch 37 Batch 121/538 - Train Accuracy: 0.964, Validation Accuracy: 0.959, Loss: 0.032 Epoch 37 Batch 122/538 - Train Accuracy: 0.949, Validation Accuracy: 0.959, Loss: 0.036 Epoch 37 Batch 123/538 - Train Accuracy: 0.933, Validation Accuracy: 0.959, Loss: 0.040 Epoch 37 Batch 124/538 - Train Accuracy: 0.952, Validation Accuracy: 0.959, Loss: 0.038 Epoch 37 Batch 125/538 - Train Accuracy: 0.954, Validation Accuracy: 0.963, Loss: 0.042 Epoch 37 Batch 126/538 - Train Accuracy: 0.954, Validation Accuracy: 0.963, Loss: 0.041 Epoch 37 Batch 127/538 - Train Accuracy: 0.940, Validation Accuracy: 0.964, Loss: 0.045 Epoch 37 Batch 128/538 - Train Accuracy: 0.959, Validation Accuracy: 0.964, Loss: 0.031 Epoch 37 Batch 129/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.028 Epoch 37 Batch 130/538 - Train Accuracy: 0.954, Validation Accuracy: 0.961, Loss: 0.032 Epoch 37 Batch 131/538 - Train Accuracy: 0.970, Validation Accuracy: 0.961, Loss: 0.031 Epoch 37 Batch 132/538 - Train Accuracy: 0.954, Validation Accuracy: 0.961, Loss: 0.034 Epoch 37 Batch 133/538 - Train Accuracy: 0.956, Validation Accuracy: 0.963, Loss: 0.040 Epoch 37 Batch 134/538 - Train Accuracy: 0.942, Validation Accuracy: 0.961, Loss: 0.046 Epoch 37 Batch 135/538 - Train Accuracy: 0.960, Validation Accuracy: 0.960, Loss: 0.045 Epoch 37 Batch 136/538 - Train Accuracy: 0.954, Validation Accuracy: 0.958, Loss: 0.037 Epoch 37 Batch 137/538 - Train Accuracy: 0.963, Validation Accuracy: 0.958, Loss: 0.046 Epoch 37 Batch 138/538 - Train Accuracy: 0.956, Validation Accuracy: 0.955, Loss: 0.044 Epoch 37 Batch 139/538 - Train Accuracy: 0.954, Validation Accuracy: 0.955, Loss: 0.048 Epoch 37 Batch 140/538 - Train Accuracy: 0.947, Validation Accuracy: 0.955, Loss: 0.048 Epoch 37 Batch 141/538 - Train Accuracy: 0.965, Validation Accuracy: 0.960, Loss: 0.045 Epoch 37 Batch 142/538 - Train Accuracy: 0.965, Validation Accuracy: 0.960, Loss: 0.041 Epoch 37 Batch 143/538 - Train Accuracy: 0.958, Validation Accuracy: 0.963, Loss: 0.043 Epoch 37 Batch 144/538 - Train Accuracy: 0.962, Validation Accuracy: 0.963, Loss: 0.045 Epoch 37 Batch 145/538 - Train Accuracy: 0.954, Validation Accuracy: 0.961, Loss: 0.047 Epoch 37 Batch 146/538 - Train Accuracy: 0.956, Validation Accuracy: 0.961, Loss: 0.041 Epoch 37 Batch 147/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.039 Epoch 37 Batch 148/538 - Train Accuracy: 0.946, Validation Accuracy: 0.961, Loss: 0.045 Epoch 37 Batch 149/538 - Train Accuracy: 0.972, Validation Accuracy: 0.959, Loss: 0.035 Epoch 37 Batch 150/538 - Train Accuracy: 0.966, Validation Accuracy: 0.959, Loss: 0.035 Epoch 37 Batch 151/538 - Train Accuracy: 0.951, Validation Accuracy: 0.961, Loss: 0.041 Epoch 37 Batch 152/538 - Train Accuracy: 0.967, Validation Accuracy: 0.961, Loss: 0.040 Epoch 37 Batch 153/538 - Train Accuracy: 0.964, Validation Accuracy: 0.961, Loss: 0.036 Epoch 37 Batch 154/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.031 Epoch 37 Batch 155/538 - Train Accuracy: 0.956, Validation Accuracy: 0.960, Loss: 0.049 Epoch 37 Batch 156/538 - Train Accuracy: 0.965, Validation Accuracy: 0.960, Loss: 0.038 Epoch 37 Batch 157/538 - Train Accuracy: 0.965, Validation Accuracy: 0.960, Loss: 0.033 Epoch 37 Batch 158/538 - Train Accuracy: 0.969, Validation Accuracy: 0.959, Loss: 0.040 Epoch 37 Batch 159/538 - Train Accuracy: 0.953, Validation Accuracy: 0.959, Loss: 0.038 Epoch 37 Batch 160/538 - Train Accuracy: 0.946, Validation Accuracy: 0.961, Loss: 0.031 Epoch 37 Batch 161/538 - Train Accuracy: 0.959, Validation Accuracy: 0.961, Loss: 0.031 Epoch 37 Batch 162/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.040 Epoch 37 Batch 163/538 - Train Accuracy: 0.961, Validation Accuracy: 0.961, Loss: 0.044 Epoch 37 Batch 164/538 - Train Accuracy: 0.950, Validation Accuracy: 0.960, Loss: 0.040 Epoch 37 Batch 165/538 - Train Accuracy: 0.963, Validation Accuracy: 0.959, Loss: 0.032 Epoch 37 Batch 166/538 - Train Accuracy: 0.971, Validation Accuracy: 0.959, Loss: 0.030 Epoch 37 Batch 167/538 - Train Accuracy: 0.965, Validation Accuracy: 0.960, Loss: 0.056 Epoch 37 Batch 168/538 - Train Accuracy: 0.949, Validation Accuracy: 0.962, Loss: 0.043 Epoch 37 Batch 169/538 - Train Accuracy: 0.970, Validation Accuracy: 0.961, Loss: 0.029 Epoch 37 Batch 170/538 - Train Accuracy: 0.963, Validation Accuracy: 0.961, Loss: 0.035 Epoch 37 Batch 171/538 - Train Accuracy: 0.936, Validation Accuracy: 0.961, Loss: 0.041 Epoch 37 Batch 172/538 - Train Accuracy: 0.960, Validation Accuracy: 0.962, Loss: 0.037 Epoch 37 Batch 173/538 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.031 Epoch 37 Batch 174/538 - Train Accuracy: 0.959, Validation Accuracy: 0.962, Loss: 0.033 Epoch 37 Batch 175/538 - Train Accuracy: 0.967, Validation Accuracy: 0.960, Loss: 0.030 Epoch 37 Batch 176/538 - Train Accuracy: 0.954, Validation Accuracy: 0.960, Loss: 0.047 Epoch 37 Batch 177/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.039 Epoch 37 Batch 178/538 - Train Accuracy: 0.947, Validation Accuracy: 0.958, Loss: 0.035 Epoch 37 Batch 179/538 - Train Accuracy: 0.961, Validation Accuracy: 0.959, Loss: 0.038 Epoch 37 Batch 180/538 - Train Accuracy: 0.962, Validation Accuracy: 0.959, Loss: 0.037 Epoch 37 Batch 181/538 - Train Accuracy: 0.951, Validation Accuracy: 0.959, Loss: 0.043 Epoch 37 Batch 182/538 - Train Accuracy: 0.954, Validation Accuracy: 0.957, Loss: 0.036 Epoch 37 Batch 183/538 - Train Accuracy: 0.963, Validation Accuracy: 0.959, Loss: 0.032 Epoch 37 Batch 184/538 - Train Accuracy: 0.964, Validation Accuracy: 0.959, Loss: 0.034 Epoch 37 Batch 185/538 - Train Accuracy: 0.969, Validation Accuracy: 0.959, Loss: 0.030 Epoch 37 Batch 186/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.036 Epoch 37 Batch 187/538 - Train Accuracy: 0.964, Validation Accuracy: 0.965, Loss: 0.038 Epoch 37 Batch 188/538 - Train Accuracy: 0.960, Validation Accuracy: 0.963, Loss: 0.032 Epoch 37 Batch 189/538 - Train Accuracy: 0.965, Validation Accuracy: 0.959, Loss: 0.037 Epoch 37 Batch 190/538 - Train Accuracy: 0.946, Validation Accuracy: 0.959, Loss: 0.047 Epoch 37 Batch 191/538 - Train Accuracy: 0.976, Validation Accuracy: 0.960, Loss: 0.030 Epoch 37 Batch 192/538 - Train Accuracy: 0.967, Validation Accuracy: 0.961, Loss: 0.034 Epoch 37 Batch 193/538 - Train Accuracy: 0.955, Validation Accuracy: 0.960, Loss: 0.035 Epoch 37 Batch 194/538 - Train Accuracy: 0.953, Validation Accuracy: 0.964, Loss: 0.048 Epoch 37 Batch 195/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.045 Epoch 37 Batch 196/538 - Train Accuracy: 0.953, Validation Accuracy: 0.964, Loss: 0.034 Epoch 37 Batch 197/538 - Train Accuracy: 0.968, Validation Accuracy: 0.965, Loss: 0.035 Epoch 37 Batch 198/538 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.038 Epoch 37 Batch 199/538 - Train Accuracy: 0.958, Validation Accuracy: 0.963, Loss: 0.044 Epoch 37 Batch 200/538 - Train Accuracy: 0.963, Validation Accuracy: 0.965, Loss: 0.034 Epoch 37 Batch 201/538 - Train Accuracy: 0.958, Validation Accuracy: 0.961, Loss: 0.046 Epoch 37 Batch 202/538 - Train Accuracy: 0.964, Validation Accuracy: 0.961, Loss: 0.036 Epoch 37 Batch 203/538 - Train Accuracy: 0.958, Validation Accuracy: 0.959, Loss: 0.045 Epoch 37 Batch 204/538 - Train Accuracy: 0.952, Validation Accuracy: 0.958, Loss: 0.055 Epoch 37 Batch 205/538 - Train Accuracy: 0.957, Validation Accuracy: 0.963, Loss: 0.035 Epoch 37 Batch 206/538 - Train Accuracy: 0.967, Validation Accuracy: 0.965, Loss: 0.034 Epoch 37 Batch 207/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.042 Epoch 37 Batch 208/538 - Train Accuracy: 0.961, Validation Accuracy: 0.964, Loss: 0.047 Epoch 37 Batch 209/538 - Train Accuracy: 0.962, Validation Accuracy: 0.962, Loss: 0.036 Epoch 37 Batch 210/538 - Train Accuracy: 0.954, Validation Accuracy: 0.960, Loss: 0.045 Epoch 37 Batch 211/538 - Train Accuracy: 0.962, Validation Accuracy: 0.960, Loss: 0.037 Epoch 37 Batch 212/538 - Train Accuracy: 0.964, Validation Accuracy: 0.960, Loss: 0.034 Epoch 37 Batch 213/538 - Train Accuracy: 0.962, Validation Accuracy: 0.960, Loss: 0.031 Epoch 37 Batch 214/538 - Train Accuracy: 0.970, Validation Accuracy: 0.960, Loss: 0.032 Epoch 37 Batch 215/538 - Train Accuracy: 0.960, Validation Accuracy: 0.959, Loss: 0.034 Epoch 37 Batch 216/538 - Train Accuracy: 0.954, Validation Accuracy: 0.960, Loss: 0.040 Epoch 37 Batch 217/538 - Train Accuracy: 0.959, Validation Accuracy: 0.962, Loss: 0.041 Epoch 37 Batch 218/538 - Train Accuracy: 0.965, Validation Accuracy: 0.962, Loss: 0.033 Epoch 37 Batch 219/538 - Train Accuracy: 0.947, Validation Accuracy: 0.960, Loss: 0.036 Epoch 37 Batch 220/538 - Train Accuracy: 0.944, Validation Accuracy: 0.955, Loss: 0.041 Epoch 37 Batch 221/538 - Train Accuracy: 0.964, Validation Accuracy: 0.955, Loss: 0.032 Epoch 37 Batch 222/538 - Train Accuracy: 0.959, Validation Accuracy: 0.948, Loss: 0.033 Epoch 37 Batch 223/538 - Train Accuracy: 0.955, Validation Accuracy: 0.953, Loss: 0.044 Epoch 37 Batch 224/538 - Train Accuracy: 0.952, Validation Accuracy: 0.955, Loss: 0.038 Epoch 37 Batch 225/538 - Train Accuracy: 0.967, Validation Accuracy: 0.958, Loss: 0.033 Epoch 37 Batch 226/538 - Train Accuracy: 0.953, Validation Accuracy: 0.960, Loss: 0.040 Epoch 37 Batch 227/538 - Train Accuracy: 0.954, Validation Accuracy: 0.963, Loss: 0.034 Epoch 37 Batch 228/538 - Train Accuracy: 0.949, Validation Accuracy: 0.963, Loss: 0.035 Epoch 37 Batch 229/538 - Train Accuracy: 0.953, Validation Accuracy: 0.965, Loss: 0.048 Epoch 37 Batch 230/538 - Train Accuracy: 0.948, Validation Accuracy: 0.965, Loss: 0.035 Epoch 37 Batch 231/538 - Train Accuracy: 0.953, Validation Accuracy: 0.965, Loss: 0.037 Epoch 37 Batch 232/538 - Train Accuracy: 0.963, Validation Accuracy: 0.966, Loss: 0.039 Epoch 37 Batch 233/538 - Train Accuracy: 0.962, Validation Accuracy: 0.963, Loss: 0.040 Epoch 37 Batch 234/538 - Train Accuracy: 0.966, Validation Accuracy: 0.958, Loss: 0.037 Epoch 37 Batch 235/538 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.029 Epoch 37 Batch 236/538 - Train Accuracy: 0.948, Validation Accuracy: 0.960, Loss: 0.033 Epoch 37 Batch 237/538 - Train Accuracy: 0.951, Validation Accuracy: 0.959, Loss: 0.032 Epoch 37 Batch 238/538 - Train Accuracy: 0.950, Validation Accuracy: 0.955, Loss: 0.038 Epoch 37 Batch 239/538 - Train Accuracy: 0.964, Validation Accuracy: 0.957, Loss: 0.037 Epoch 37 Batch 240/538 - Train Accuracy: 0.953, Validation Accuracy: 0.958, Loss: 0.034 Epoch 37 Batch 241/538 - Train Accuracy: 0.951, Validation Accuracy: 0.959, Loss: 0.038 Epoch 37 Batch 242/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.037 Epoch 37 Batch 243/538 - Train Accuracy: 0.960, Validation Accuracy: 0.964, Loss: 0.038 Epoch 37 Batch 244/538 - Train Accuracy: 0.951, Validation Accuracy: 0.962, Loss: 0.038 Epoch 37 Batch 245/538 - Train Accuracy: 0.950, Validation Accuracy: 0.956, Loss: 0.050 Epoch 37 Batch 246/538 - Train Accuracy: 0.959, Validation Accuracy: 0.959, Loss: 0.029 Epoch 37 Batch 247/538 - Train Accuracy: 0.961, Validation Accuracy: 0.959, Loss: 0.034 Epoch 37 Batch 248/538 - Train Accuracy: 0.946, Validation Accuracy: 0.957, Loss: 0.038 Epoch 37 Batch 249/538 - Train Accuracy: 0.961, Validation Accuracy: 0.953, Loss: 0.029 Epoch 37 Batch 250/538 - Train Accuracy: 0.964, Validation Accuracy: 0.956, Loss: 0.035 Epoch 37 Batch 251/538 - Train Accuracy: 0.961, Validation Accuracy: 0.954, Loss: 0.034 Epoch 37 Batch 252/538 - Train Accuracy: 0.953, Validation Accuracy: 0.958, Loss: 0.034 Epoch 37 Batch 253/538 - Train Accuracy: 0.952, Validation Accuracy: 0.958, Loss: 0.034 Epoch 37 Batch 254/538 - Train Accuracy: 0.952, Validation Accuracy: 0.958, Loss: 0.040 Epoch 37 Batch 255/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.028 Epoch 37 Batch 256/538 - Train Accuracy: 0.954, Validation Accuracy: 0.963, Loss: 0.039 Epoch 37 Batch 257/538 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.037 Epoch 37 Batch 258/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.036 Epoch 37 Batch 259/538 - Train Accuracy: 0.974, Validation Accuracy: 0.963, Loss: 0.033 Epoch 37 Batch 260/538 - Train Accuracy: 0.940, Validation Accuracy: 0.961, Loss: 0.049 Epoch 37 Batch 261/538 - Train Accuracy: 0.954, Validation Accuracy: 0.954, Loss: 0.041 Epoch 37 Batch 262/538 - Train Accuracy: 0.971, Validation Accuracy: 0.950, Loss: 0.036 Epoch 37 Batch 263/538 - Train Accuracy: 0.951, Validation Accuracy: 0.950, Loss: 0.035 Epoch 37 Batch 264/538 - Train Accuracy: 0.952, Validation Accuracy: 0.953, Loss: 0.042 Epoch 37 Batch 265/538 - Train Accuracy: 0.949, Validation Accuracy: 0.953, Loss: 0.046 Epoch 37 Batch 266/538 - Train Accuracy: 0.960, Validation Accuracy: 0.950, Loss: 0.042 Epoch 37 Batch 267/538 - Train Accuracy: 0.950, Validation Accuracy: 0.953, Loss: 0.038 Epoch 37 Batch 268/538 - Train Accuracy: 0.963, Validation Accuracy: 0.956, Loss: 0.034 Epoch 37 Batch 269/538 - Train Accuracy: 0.957, Validation Accuracy: 0.956, Loss: 0.034 Epoch 37 Batch 270/538 - Train Accuracy: 0.958, Validation Accuracy: 0.958, Loss: 0.034 Epoch 37 Batch 271/538 - Train Accuracy: 0.957, Validation Accuracy: 0.957, Loss: 0.030 Epoch 37 Batch 272/538 - Train Accuracy: 0.954, Validation Accuracy: 0.956, Loss: 0.040 Epoch 37 Batch 273/538 - Train Accuracy: 0.948, Validation Accuracy: 0.956, Loss: 0.035 Epoch 37 Batch 274/538 - Train Accuracy: 0.942, Validation Accuracy: 0.959, Loss: 0.042 Epoch 37 Batch 275/538 - Train Accuracy: 0.951, Validation Accuracy: 0.959, Loss: 0.040 Epoch 37 Batch 276/538 - Train Accuracy: 0.950, Validation Accuracy: 0.959, Loss: 0.043 Epoch 37 Batch 277/538 - Train Accuracy: 0.963, Validation Accuracy: 0.958, Loss: 0.032 Epoch 37 Batch 278/538 - Train Accuracy: 0.955, Validation Accuracy: 0.958, Loss: 0.037 Epoch 37 Batch 279/538 - Train Accuracy: 0.957, Validation Accuracy: 0.958, Loss: 0.034 Epoch 37 Batch 280/538 - Train Accuracy: 0.973, Validation Accuracy: 0.959, Loss: 0.031 Epoch 37 Batch 281/538 - Train Accuracy: 0.952, Validation Accuracy: 0.968, Loss: 0.039 Epoch 37 Batch 282/538 - Train Accuracy: 0.956, Validation Accuracy: 0.963, Loss: 0.033 Epoch 37 Batch 283/538 - Train Accuracy: 0.970, Validation Accuracy: 0.960, Loss: 0.039 Epoch 37 Batch 284/538 - Train Accuracy: 0.956, Validation Accuracy: 0.961, Loss: 0.046 Epoch 37 Batch 285/538 - Train Accuracy: 0.953, Validation Accuracy: 0.964, Loss: 0.041 Epoch 37 Batch 286/538 - Train Accuracy: 0.943, Validation Accuracy: 0.964, Loss: 0.052 Epoch 37 Batch 287/538 - Train Accuracy: 0.968, Validation Accuracy: 0.955, Loss: 0.031 Epoch 37 Batch 288/538 - Train Accuracy: 0.948, Validation Accuracy: 0.955, Loss: 0.038 Epoch 37 Batch 289/538 - Train Accuracy: 0.961, Validation Accuracy: 0.956, Loss: 0.039 Epoch 37 Batch 290/538 - Train Accuracy: 0.964, Validation Accuracy: 0.956, Loss: 0.032 Epoch 37 Batch 291/538 - Train Accuracy: 0.966, Validation Accuracy: 0.956, Loss: 0.037 Epoch 37 Batch 292/538 - Train Accuracy: 0.960, Validation Accuracy: 0.958, Loss: 0.032 Epoch 37 Batch 293/538 - Train Accuracy: 0.957, Validation Accuracy: 0.958, Loss: 0.037 Epoch 37 Batch 294/538 - Train Accuracy: 0.961, Validation Accuracy: 0.958, Loss: 0.032 Epoch 37 Batch 295/538 - Train Accuracy: 0.965, Validation Accuracy: 0.957, Loss: 0.040 Epoch 37 Batch 296/538 - Train Accuracy: 0.946, Validation Accuracy: 0.958, Loss: 0.050 Epoch 37 Batch 297/538 - Train Accuracy: 0.967, Validation Accuracy: 0.959, Loss: 0.042 Epoch 37 Batch 298/538 - Train Accuracy: 0.953, Validation Accuracy: 0.953, Loss: 0.039 Epoch 37 Batch 299/538 - Train Accuracy: 0.958, Validation Accuracy: 0.952, Loss: 0.049 Epoch 37 Batch 300/538 - Train Accuracy: 0.956, Validation Accuracy: 0.953, Loss: 0.036 Epoch 37 Batch 301/538 - Train Accuracy: 0.959, Validation Accuracy: 0.953, Loss: 0.040 Epoch 37 Batch 302/538 - Train Accuracy: 0.965, Validation Accuracy: 0.952, Loss: 0.035 Epoch 37 Batch 303/538 - Train Accuracy: 0.961, Validation Accuracy: 0.951, Loss: 0.043 Epoch 37 Batch 304/538 - Train Accuracy: 0.953, Validation Accuracy: 0.951, Loss: 0.046 Epoch 37 Batch 305/538 - Train Accuracy: 0.968, Validation Accuracy: 0.950, Loss: 0.039 Epoch 37 Batch 306/538 - Train Accuracy: 0.963, Validation Accuracy: 0.948, Loss: 0.035 Epoch 37 Batch 307/538 - Train Accuracy: 0.961, Validation Accuracy: 0.949, Loss: 0.042 Epoch 37 Batch 308/538 - Train Accuracy: 0.973, Validation Accuracy: 0.952, Loss: 0.033 Epoch 37 Batch 309/538 - Train Accuracy: 0.959, Validation Accuracy: 0.953, Loss: 0.038 Epoch 37 Batch 310/538 - Train Accuracy: 0.963, Validation Accuracy: 0.956, Loss: 0.045 Epoch 37 Batch 311/538 - Train Accuracy: 0.961, Validation Accuracy: 0.954, Loss: 0.037 Epoch 37 Batch 312/538 - Train Accuracy: 0.967, Validation Accuracy: 0.952, Loss: 0.037 Epoch 37 Batch 313/538 - Train Accuracy: 0.965, Validation Accuracy: 0.952, Loss: 0.034 Epoch 37 Batch 314/538 - Train Accuracy: 0.957, Validation Accuracy: 0.956, Loss: 0.042 Epoch 37 Batch 315/538 - Train Accuracy: 0.963, Validation Accuracy: 0.954, Loss: 0.032 Epoch 37 Batch 316/538 - Train Accuracy: 0.960, Validation Accuracy: 0.949, Loss: 0.028 Epoch 37 Batch 317/538 - Train Accuracy: 0.959, Validation Accuracy: 0.954, Loss: 0.040 Epoch 37 Batch 318/538 - Train Accuracy: 0.945, Validation Accuracy: 0.956, Loss: 0.040 Epoch 37 Batch 319/538 - Train Accuracy: 0.959, Validation Accuracy: 0.956, Loss: 0.042 Epoch 37 Batch 320/538 - Train Accuracy: 0.967, Validation Accuracy: 0.959, Loss: 0.033 Epoch 37 Batch 321/538 - Train Accuracy: 0.951, Validation Accuracy: 0.961, Loss: 0.037 Epoch 37 Batch 322/538 - Train Accuracy: 0.968, Validation Accuracy: 0.959, Loss: 0.035 Epoch 37 Batch 323/538 - Train Accuracy: 0.962, Validation Accuracy: 0.957, Loss: 0.036 Epoch 37 Batch 324/538 - Train Accuracy: 0.959, Validation Accuracy: 0.958, Loss: 0.036 Epoch 37 Batch 325/538 - Train Accuracy: 0.963, Validation Accuracy: 0.958, Loss: 0.032 Epoch 37 Batch 326/538 - Train Accuracy: 0.960, Validation Accuracy: 0.961, Loss: 0.034 Epoch 37 Batch 327/538 - Train Accuracy: 0.956, Validation Accuracy: 0.963, Loss: 0.039 Epoch 37 Batch 328/538 - Train Accuracy: 0.973, Validation Accuracy: 0.963, Loss: 0.031 Epoch 37 Batch 329/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.031 Epoch 37 Batch 330/538 - Train Accuracy: 0.960, Validation Accuracy: 0.963, Loss: 0.032 Epoch 37 Batch 331/538 - Train Accuracy: 0.965, Validation Accuracy: 0.966, Loss: 0.037 Epoch 37 Batch 332/538 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.041 Epoch 37 Batch 333/538 - Train Accuracy: 0.963, Validation Accuracy: 0.965, Loss: 0.036 Epoch 37 Batch 334/538 - Train Accuracy: 0.957, Validation Accuracy: 0.964, Loss: 0.040 Epoch 37 Batch 335/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.035 Epoch 37 Batch 336/538 - Train Accuracy: 0.959, Validation Accuracy: 0.964, Loss: 0.036 Epoch 37 Batch 337/538 - Train Accuracy: 0.959, Validation Accuracy: 0.964, Loss: 0.033 Epoch 37 Batch 338/538 - Train Accuracy: 0.965, Validation Accuracy: 0.965, Loss: 0.033 Epoch 37 Batch 339/538 - Train Accuracy: 0.952, Validation Accuracy: 0.967, Loss: 0.030 Epoch 37 Batch 340/538 - Train Accuracy: 0.954, Validation Accuracy: 0.965, Loss: 0.037 Epoch 37 Batch 341/538 - Train Accuracy: 0.956, Validation Accuracy: 0.967, Loss: 0.030 Epoch 37 Batch 342/538 - Train Accuracy: 0.948, Validation Accuracy: 0.965, Loss: 0.037 Epoch 37 Batch 343/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.042 Epoch 37 Batch 344/538 - Train Accuracy: 0.952, Validation Accuracy: 0.966, Loss: 0.032 Epoch 37 Batch 345/538 - Train Accuracy: 0.957, Validation Accuracy: 0.963, Loss: 0.034 Epoch 37 Batch 346/538 - Train Accuracy: 0.960, Validation Accuracy: 0.963, Loss: 0.040 Epoch 37 Batch 347/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.033 Epoch 37 Batch 348/538 - Train Accuracy: 0.955, Validation Accuracy: 0.964, Loss: 0.033 Epoch 37 Batch 349/538 - Train Accuracy: 0.968, Validation Accuracy: 0.962, Loss: 0.034 Epoch 37 Batch 350/538 - Train Accuracy: 0.956, Validation Accuracy: 0.963, Loss: 0.045 Epoch 37 Batch 351/538 - Train Accuracy: 0.948, Validation Accuracy: 0.961, Loss: 0.048 Epoch 37 Batch 352/538 - Train Accuracy: 0.946, Validation Accuracy: 0.964, Loss: 0.053 Epoch 37 Batch 353/538 - Train Accuracy: 0.949, Validation Accuracy: 0.964, Loss: 0.047 Epoch 37 Batch 354/538 - Train Accuracy: 0.954, Validation Accuracy: 0.959, Loss: 0.039 Epoch 37 Batch 355/538 - Train Accuracy: 0.961, Validation Accuracy: 0.959, Loss: 0.040 Epoch 37 Batch 356/538 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.038 Epoch 37 Batch 357/538 - Train Accuracy: 0.963, Validation Accuracy: 0.960, Loss: 0.038 Epoch 37 Batch 358/538 - Train Accuracy: 0.971, Validation Accuracy: 0.960, Loss: 0.035 Epoch 37 Batch 359/538 - Train Accuracy: 0.957, Validation Accuracy: 0.960, Loss: 0.044 Epoch 37 Batch 360/538 - Train Accuracy: 0.956, Validation Accuracy: 0.963, Loss: 0.039 Epoch 37 Batch 361/538 - Train Accuracy: 0.968, Validation Accuracy: 0.960, Loss: 0.036 Epoch 37 Batch 362/538 - Train Accuracy: 0.969, Validation Accuracy: 0.960, Loss: 0.030 Epoch 37 Batch 363/538 - Train Accuracy: 0.958, Validation Accuracy: 0.955, Loss: 0.035 Epoch 37 Batch 364/538 - Train Accuracy: 0.952, Validation Accuracy: 0.955, Loss: 0.049 Epoch 37 Batch 365/538 - Train Accuracy: 0.964, Validation Accuracy: 0.949, Loss: 0.033 Epoch 37 Batch 366/538 - Train Accuracy: 0.965, Validation Accuracy: 0.951, Loss: 0.035 Epoch 37 Batch 367/538 - Train Accuracy: 0.956, Validation Accuracy: 0.949, Loss: 0.032 Epoch 37 Batch 368/538 - Train Accuracy: 0.965, Validation Accuracy: 0.943, Loss: 0.033 Epoch 37 Batch 369/538 - Train Accuracy: 0.969, Validation Accuracy: 0.950, Loss: 0.034 Epoch 37 Batch 370/538 - Train Accuracy: 0.949, Validation Accuracy: 0.950, Loss: 0.045 Epoch 37 Batch 371/538 - Train Accuracy: 0.975, Validation Accuracy: 0.959, Loss: 0.040 Epoch 37 Batch 372/538 - Train Accuracy: 0.966, Validation Accuracy: 0.955, Loss: 0.043 Epoch 37 Batch 373/538 - Train Accuracy: 0.955, Validation Accuracy: 0.957, Loss: 0.034 Epoch 37 Batch 374/538 - Train Accuracy: 0.962, Validation Accuracy: 0.961, Loss: 0.030 Epoch 37 Batch 375/538 - Train Accuracy: 0.958, Validation Accuracy: 0.962, Loss: 0.042 Epoch 37 Batch 376/538 - Train Accuracy: 0.961, Validation Accuracy: 0.962, Loss: 0.038 Epoch 37 Batch 377/538 - Train Accuracy: 0.962, Validation Accuracy: 0.960, Loss: 0.042 Epoch 37 Batch 378/538 - Train Accuracy: 0.960, Validation Accuracy: 0.957, Loss: 0.029 Epoch 37 Batch 379/538 - Train Accuracy: 0.960, Validation Accuracy: 0.957, Loss: 0.035 Epoch 37 Batch 380/538 - Train Accuracy: 0.973, Validation Accuracy: 0.958, Loss: 0.029 Epoch 37 Batch 381/538 - Train Accuracy: 0.966, Validation Accuracy: 0.958, Loss: 0.040 Epoch 37 Batch 382/538 - Train Accuracy: 0.933, Validation Accuracy: 0.958, Loss: 0.043 Epoch 37 Batch 383/538 - Train Accuracy: 0.964, Validation Accuracy: 0.958, Loss: 0.032 Epoch 37 Batch 384/538 - Train Accuracy: 0.955, Validation Accuracy: 0.958, Loss: 0.037 Epoch 37 Batch 385/538 - Train Accuracy: 0.958, Validation Accuracy: 0.958, Loss: 0.038 Epoch 37 Batch 386/538 - Train Accuracy: 0.970, Validation Accuracy: 0.960, Loss: 0.038 Epoch 37 Batch 387/538 - Train Accuracy: 0.957, Validation Accuracy: 0.961, Loss: 0.037 Epoch 37 Batch 388/538 - Train Accuracy: 0.947, Validation Accuracy: 0.962, Loss: 0.035 Epoch 37 Batch 389/538 - Train Accuracy: 0.955, Validation Accuracy: 0.959, Loss: 0.042 Epoch 37 Batch 390/538 - Train Accuracy: 0.966, Validation Accuracy: 0.955, Loss: 0.026 Epoch 37 Batch 391/538 - Train Accuracy: 0.952, Validation Accuracy: 0.957, Loss: 0.032 Epoch 37 Batch 392/538 - Train Accuracy: 0.965, Validation Accuracy: 0.956, Loss: 0.034 Epoch 37 Batch 393/538 - Train Accuracy: 0.969, Validation Accuracy: 0.952, Loss: 0.035 Epoch 37 Batch 394/538 - Train Accuracy: 0.945, Validation Accuracy: 0.952, Loss: 0.040 Epoch 37 Batch 395/538 - Train Accuracy: 0.951, Validation Accuracy: 0.950, Loss: 0.040 Epoch 37 Batch 396/538 - Train Accuracy: 0.956, Validation Accuracy: 0.950, Loss: 0.033 Epoch 37 Batch 397/538 - Train Accuracy: 0.964, Validation Accuracy: 0.954, Loss: 0.043 Epoch 37 Batch 398/538 - Train Accuracy: 0.952, Validation Accuracy: 0.956, Loss: 0.033 Epoch 37 Batch 399/538 - Train Accuracy: 0.964, Validation Accuracy: 0.957, Loss: 0.036 Epoch 37 Batch 400/538 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.036 Epoch 37 Batch 401/538 - Train Accuracy: 0.970, Validation Accuracy: 0.964, Loss: 0.035 Epoch 37 Batch 402/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.034 Epoch 37 Batch 403/538 - Train Accuracy: 0.959, Validation Accuracy: 0.961, Loss: 0.039 Epoch 37 Batch 404/538 - Train Accuracy: 0.965, Validation Accuracy: 0.964, Loss: 0.041 Epoch 37 Batch 405/538 - Train Accuracy: 0.956, Validation Accuracy: 0.960, Loss: 0.033 Epoch 37 Batch 406/538 - Train Accuracy: 0.947, Validation Accuracy: 0.960, Loss: 0.044 Epoch 37 Batch 407/538 - Train Accuracy: 0.974, Validation Accuracy: 0.961, Loss: 0.031 Epoch 37 Batch 408/538 - Train Accuracy: 0.935, Validation Accuracy: 0.959, Loss: 0.046 Epoch 37 Batch 409/538 - Train Accuracy: 0.954, Validation Accuracy: 0.956, Loss: 0.038 Epoch 37 Batch 410/538 - Train Accuracy: 0.970, Validation Accuracy: 0.956, Loss: 0.036 Epoch 37 Batch 411/538 - Train Accuracy: 0.961, Validation Accuracy: 0.951, Loss: 0.037 Epoch 37 Batch 412/538 - Train Accuracy: 0.971, Validation Accuracy: 0.951, Loss: 0.032 Epoch 37 Batch 413/538 - Train Accuracy: 0.958, Validation Accuracy: 0.952, Loss: 0.033 Epoch 37 Batch 414/538 - Train Accuracy: 0.942, Validation Accuracy: 0.956, Loss: 0.049 Epoch 37 Batch 415/538 - Train Accuracy: 0.952, Validation Accuracy: 0.959, Loss: 0.034 Epoch 37 Batch 416/538 - Train Accuracy: 0.964, Validation Accuracy: 0.961, Loss: 0.033 Epoch 37 Batch 417/538 - Train Accuracy: 0.966, Validation Accuracy: 0.965, Loss: 0.038 Epoch 37 Batch 418/538 - Train Accuracy: 0.957, Validation Accuracy: 0.964, Loss: 0.043 Epoch 37 Batch 419/538 - Train Accuracy: 0.967, Validation Accuracy: 0.964, Loss: 0.034 Epoch 37 Batch 420/538 - Train Accuracy: 0.956, Validation Accuracy: 0.964, Loss: 0.035 Epoch 37 Batch 421/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.029 Epoch 37 Batch 422/538 - Train Accuracy: 0.961, Validation Accuracy: 0.959, Loss: 0.041 Epoch 37 Batch 423/538 - Train Accuracy: 0.963, Validation Accuracy: 0.961, Loss: 0.032 Epoch 37 Batch 424/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.042 Epoch 37 Batch 425/538 - Train Accuracy: 0.956, Validation Accuracy: 0.963, Loss: 0.054 Epoch 37 Batch 426/538 - Train Accuracy: 0.964, Validation Accuracy: 0.961, Loss: 0.034 Epoch 37 Batch 427/538 - Train Accuracy: 0.949, Validation Accuracy: 0.960, Loss: 0.041 Epoch 37 Batch 428/538 - Train Accuracy: 0.959, Validation Accuracy: 0.957, Loss: 0.031 Epoch 37 Batch 429/538 - Train Accuracy: 0.976, Validation Accuracy: 0.956, Loss: 0.034 Epoch 37 Batch 430/538 - Train Accuracy: 0.948, Validation Accuracy: 0.958, Loss: 0.038 Epoch 37 Batch 431/538 - Train Accuracy: 0.947, Validation Accuracy: 0.960, Loss: 0.037 Epoch 37 Batch 432/538 - Train Accuracy: 0.952, Validation Accuracy: 0.958, Loss: 0.039 Epoch 37 Batch 433/538 - Train Accuracy: 0.945, Validation Accuracy: 0.956, Loss: 0.057 Epoch 37 Batch 434/538 - Train Accuracy: 0.959, Validation Accuracy: 0.954, Loss: 0.033 Epoch 37 Batch 435/538 - Train Accuracy: 0.960, Validation Accuracy: 0.960, Loss: 0.039 Epoch 37 Batch 436/538 - Train Accuracy: 0.955, Validation Accuracy: 0.959, Loss: 0.040 Epoch 37 Batch 437/538 - Train Accuracy: 0.969, Validation Accuracy: 0.960, Loss: 0.037 Epoch 37 Batch 438/538 - Train Accuracy: 0.962, Validation Accuracy: 0.962, Loss: 0.037 Epoch 37 Batch 439/538 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.037 Epoch 37 Batch 440/538 - Train Accuracy: 0.964, Validation Accuracy: 0.965, Loss: 0.041 Epoch 37 Batch 441/538 - Train Accuracy: 0.940, Validation Accuracy: 0.968, Loss: 0.043 Epoch 37 Batch 442/538 - Train Accuracy: 0.959, Validation Accuracy: 0.968, Loss: 0.027 Epoch 37 Batch 443/538 - Train Accuracy: 0.956, Validation Accuracy: 0.968, Loss: 0.039 Epoch 37 Batch 444/538 - Train Accuracy: 0.956, Validation Accuracy: 0.966, Loss: 0.034 Epoch 37 Batch 445/538 - Train Accuracy: 0.960, Validation Accuracy: 0.966, Loss: 0.034 Epoch 37 Batch 446/538 - Train Accuracy: 0.964, Validation Accuracy: 0.966, Loss: 0.037 Epoch 37 Batch 447/538 - Train Accuracy: 0.953, Validation Accuracy: 0.964, Loss: 0.036 Epoch 37 Batch 448/538 - Train Accuracy: 0.953, Validation Accuracy: 0.964, Loss: 0.036 Epoch 37 Batch 449/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.040 Epoch 37 Batch 450/538 - Train Accuracy: 0.957, Validation Accuracy: 0.963, Loss: 0.044 Epoch 37 Batch 451/538 - Train Accuracy: 0.953, Validation Accuracy: 0.962, Loss: 0.039 Epoch 37 Batch 452/538 - Train Accuracy: 0.962, Validation Accuracy: 0.961, Loss: 0.038 Epoch 37 Batch 453/538 - Train Accuracy: 0.961, Validation Accuracy: 0.960, Loss: 0.042 Epoch 37 Batch 454/538 - Train Accuracy: 0.957, Validation Accuracy: 0.960, Loss: 0.043 Epoch 37 Batch 455/538 - Train Accuracy: 0.960, Validation Accuracy: 0.959, Loss: 0.039 Epoch 37 Batch 456/538 - Train Accuracy: 0.953, Validation Accuracy: 0.959, Loss: 0.073 Epoch 37 Batch 457/538 - Train Accuracy: 0.965, Validation Accuracy: 0.964, Loss: 0.035 Epoch 37 Batch 458/538 - Train Accuracy: 0.958, Validation Accuracy: 0.959, Loss: 0.033 Epoch 37 Batch 459/538 - Train Accuracy: 0.963, Validation Accuracy: 0.961, Loss: 0.027 Epoch 37 Batch 460/538 - Train Accuracy: 0.955, Validation Accuracy: 0.963, Loss: 0.038 Epoch 37 Batch 461/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.043 Epoch 37 Batch 462/538 - Train Accuracy: 0.958, Validation Accuracy: 0.964, Loss: 0.040 Epoch 37 Batch 463/538 - Train Accuracy: 0.935, Validation Accuracy: 0.962, Loss: 0.046 Epoch 37 Batch 464/538 - Train Accuracy: 0.973, Validation Accuracy: 0.962, Loss: 0.029 Epoch 37 Batch 465/538 - Train Accuracy: 0.954, Validation Accuracy: 0.961, Loss: 0.037 Epoch 37 Batch 466/538 - Train Accuracy: 0.954, Validation Accuracy: 0.959, Loss: 0.036 Epoch 37 Batch 467/538 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.039 Epoch 37 Batch 468/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.047 Epoch 37 Batch 469/538 - Train Accuracy: 0.962, Validation Accuracy: 0.959, Loss: 0.045 Epoch 37 Batch 470/538 - Train Accuracy: 0.959, Validation Accuracy: 0.958, Loss: 0.034 Epoch 37 Batch 471/538 - Train Accuracy: 0.975, Validation Accuracy: 0.961, Loss: 0.030 Epoch 37 Batch 472/538 - Train Accuracy: 0.982, Validation Accuracy: 0.964, Loss: 0.029 Epoch 37 Batch 473/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.036 Epoch 37 Batch 474/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.030 Epoch 37 Batch 475/538 - Train Accuracy: 0.966, Validation Accuracy: 0.962, Loss: 0.030 Epoch 37 Batch 476/538 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.033 Epoch 37 Batch 477/538 - Train Accuracy: 0.958, Validation Accuracy: 0.958, Loss: 0.040 Epoch 37 Batch 478/538 - Train Accuracy: 0.973, Validation Accuracy: 0.959, Loss: 0.031 Epoch 37 Batch 479/538 - Train Accuracy: 0.961, Validation Accuracy: 0.959, Loss: 0.034 Epoch 37 Batch 480/538 - Train Accuracy: 0.963, Validation Accuracy: 0.961, Loss: 0.031 Epoch 37 Batch 481/538 - Train Accuracy: 0.959, Validation Accuracy: 0.962, Loss: 0.040 Epoch 37 Batch 482/538 - Train Accuracy: 0.957, Validation Accuracy: 0.964, Loss: 0.035 Epoch 37 Batch 483/538 - Train Accuracy: 0.950, Validation Accuracy: 0.961, Loss: 0.048 Epoch 37 Batch 484/538 - Train Accuracy: 0.953, Validation Accuracy: 0.961, Loss: 0.042 Epoch 37 Batch 485/538 - Train Accuracy: 0.963, Validation Accuracy: 0.959, Loss: 0.038 Epoch 37 Batch 486/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.030 Epoch 37 Batch 487/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.034 Epoch 37 Batch 488/538 - Train Accuracy: 0.967, Validation Accuracy: 0.962, Loss: 0.031 Epoch 37 Batch 489/538 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.038 Epoch 37 Batch 490/538 - Train Accuracy: 0.948, Validation Accuracy: 0.961, Loss: 0.036 Epoch 37 Batch 491/538 - Train Accuracy: 0.947, Validation Accuracy: 0.959, Loss: 0.036 Epoch 37 Batch 492/538 - Train Accuracy: 0.964, Validation Accuracy: 0.957, Loss: 0.035 Epoch 37 Batch 493/538 - Train Accuracy: 0.951, Validation Accuracy: 0.959, Loss: 0.041 Epoch 37 Batch 494/538 - Train Accuracy: 0.963, Validation Accuracy: 0.961, Loss: 0.041 Epoch 37 Batch 495/538 - Train Accuracy: 0.961, Validation Accuracy: 0.963, Loss: 0.035 Epoch 37 Batch 496/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.030 Epoch 37 Batch 497/538 - Train Accuracy: 0.961, Validation Accuracy: 0.961, Loss: 0.040 Epoch 37 Batch 498/538 - Train Accuracy: 0.954, Validation Accuracy: 0.956, Loss: 0.038 Epoch 37 Batch 499/538 - Train Accuracy: 0.949, Validation Accuracy: 0.958, Loss: 0.037 Epoch 37 Batch 500/538 - Train Accuracy: 0.971, Validation Accuracy: 0.958, Loss: 0.024 Epoch 37 Batch 501/538 - Train Accuracy: 0.962, Validation Accuracy: 0.958, Loss: 0.040 Epoch 37 Batch 502/538 - Train Accuracy: 0.947, Validation Accuracy: 0.958, Loss: 0.032 Epoch 37 Batch 503/538 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.035 Epoch 37 Batch 504/538 - Train Accuracy: 0.974, Validation Accuracy: 0.959, Loss: 0.027 Epoch 37 Batch 505/538 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.028 Epoch 37 Batch 506/538 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.033 Epoch 37 Batch 507/538 - Train Accuracy: 0.966, Validation Accuracy: 0.957, Loss: 0.039 Epoch 37 Batch 508/538 - Train Accuracy: 0.951, Validation Accuracy: 0.959, Loss: 0.032 Epoch 37 Batch 509/538 - Train Accuracy: 0.957, Validation Accuracy: 0.959, Loss: 0.040 Epoch 37 Batch 510/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.035 Epoch 37 Batch 511/538 - Train Accuracy: 0.953, Validation Accuracy: 0.961, Loss: 0.041 Epoch 37 Batch 512/538 - Train Accuracy: 0.962, Validation Accuracy: 0.964, Loss: 0.037 Epoch 37 Batch 513/538 - Train Accuracy: 0.953, Validation Accuracy: 0.964, Loss: 0.034 Epoch 37 Batch 514/538 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.034 Epoch 37 Batch 515/538 - Train Accuracy: 0.957, Validation Accuracy: 0.965, Loss: 0.036 Epoch 37 Batch 516/538 - Train Accuracy: 0.964, Validation Accuracy: 0.962, Loss: 0.036 Epoch 37 Batch 517/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.031 Epoch 37 Batch 518/538 - Train Accuracy: 0.946, Validation Accuracy: 0.963, Loss: 0.046 Epoch 37 Batch 519/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.030 Epoch 37 Batch 520/538 - Train Accuracy: 0.956, Validation Accuracy: 0.966, Loss: 0.037 Epoch 37 Batch 521/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.041 Epoch 37 Batch 522/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.033 Epoch 37 Batch 523/538 - Train Accuracy: 0.957, Validation Accuracy: 0.963, Loss: 0.042 Epoch 37 Batch 524/538 - Train Accuracy: 0.957, Validation Accuracy: 0.966, Loss: 0.032 Epoch 37 Batch 525/538 - Train Accuracy: 0.966, Validation Accuracy: 0.968, Loss: 0.034 Epoch 37 Batch 526/538 - Train Accuracy: 0.957, Validation Accuracy: 0.968, Loss: 0.030 Epoch 37 Batch 527/538 - Train Accuracy: 0.962, Validation Accuracy: 0.968, Loss: 0.034 Epoch 37 Batch 528/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.036 Epoch 37 Batch 529/538 - Train Accuracy: 0.953, Validation Accuracy: 0.964, Loss: 0.040 Epoch 37 Batch 530/538 - Train Accuracy: 0.956, Validation Accuracy: 0.961, Loss: 0.038 Epoch 37 Batch 531/538 - Train Accuracy: 0.957, Validation Accuracy: 0.961, Loss: 0.040 Epoch 37 Batch 532/538 - Train Accuracy: 0.954, Validation Accuracy: 0.960, Loss: 0.033 Epoch 37 Batch 533/538 - Train Accuracy: 0.967, Validation Accuracy: 0.960, Loss: 0.031 Epoch 37 Batch 534/538 - Train Accuracy: 0.957, Validation Accuracy: 0.960, Loss: 0.030 Epoch 37 Batch 535/538 - Train Accuracy: 0.963, Validation Accuracy: 0.957, Loss: 0.039 Epoch 37 Batch 536/538 - Train Accuracy: 0.968, Validation Accuracy: 0.955, Loss: 0.038 Epoch 38 Batch 0/538 - Train Accuracy: 0.974, Validation Accuracy: 0.955, Loss: 0.033 Epoch 38 Batch 1/538 - Train Accuracy: 0.962, Validation Accuracy: 0.956, Loss: 0.042 Epoch 38 Batch 2/538 - Train Accuracy: 0.967, Validation Accuracy: 0.956, Loss: 0.045 Epoch 38 Batch 3/538 - Train Accuracy: 0.961, Validation Accuracy: 0.956, Loss: 0.031 Epoch 38 Batch 4/538 - Train Accuracy: 0.964, Validation Accuracy: 0.955, Loss: 0.037 Epoch 38 Batch 5/538 - Train Accuracy: 0.962, Validation Accuracy: 0.950, Loss: 0.038 Epoch 38 Batch 6/538 - Train Accuracy: 0.957, Validation Accuracy: 0.950, Loss: 0.033 Epoch 38 Batch 7/538 - Train Accuracy: 0.966, Validation Accuracy: 0.950, Loss: 0.036 Epoch 38 Batch 8/538 - Train Accuracy: 0.972, Validation Accuracy: 0.952, Loss: 0.035 Epoch 38 Batch 9/538 - Train Accuracy: 0.956, Validation Accuracy: 0.952, Loss: 0.036 Epoch 38 Batch 10/538 - Train Accuracy: 0.963, Validation Accuracy: 0.950, Loss: 0.031 Epoch 38 Batch 11/538 - Train Accuracy: 0.962, Validation Accuracy: 0.952, Loss: 0.038 Epoch 38 Batch 12/538 - Train Accuracy: 0.962, Validation Accuracy: 0.954, Loss: 0.038 Epoch 38 Batch 13/538 - Train Accuracy: 0.966, Validation Accuracy: 0.954, Loss: 0.035 Epoch 38 Batch 14/538 - Train Accuracy: 0.955, Validation Accuracy: 0.955, Loss: 0.035 Epoch 38 Batch 15/538 - Train Accuracy: 0.967, Validation Accuracy: 0.955, Loss: 0.035 Epoch 38 Batch 16/538 - Train Accuracy: 0.964, Validation Accuracy: 0.955, Loss: 0.034 Epoch 38 Batch 17/538 - Train Accuracy: 0.962, Validation Accuracy: 0.957, Loss: 0.037 Epoch 38 Batch 18/538 - Train Accuracy: 0.972, Validation Accuracy: 0.960, Loss: 0.041 Epoch 38 Batch 19/538 - Train Accuracy: 0.965, Validation Accuracy: 0.960, Loss: 0.032 Epoch 38 Batch 20/538 - Train Accuracy: 0.967, Validation Accuracy: 0.961, Loss: 0.035 Epoch 38 Batch 21/538 - Train Accuracy: 0.973, Validation Accuracy: 0.960, Loss: 0.023 Epoch 38 Batch 22/538 - Train Accuracy: 0.961, Validation Accuracy: 0.960, Loss: 0.035 Epoch 38 Batch 23/538 - Train Accuracy: 0.959, Validation Accuracy: 0.959, Loss: 0.039 Epoch 38 Batch 24/538 - Train Accuracy: 0.962, Validation Accuracy: 0.959, Loss: 0.041 Epoch 38 Batch 25/538 - Train Accuracy: 0.956, Validation Accuracy: 0.959, Loss: 0.035 Epoch 38 Batch 26/538 - Train Accuracy: 0.953, Validation Accuracy: 0.959, Loss: 0.042 Epoch 38 Batch 27/538 - Train Accuracy: 0.971, Validation Accuracy: 0.959, Loss: 0.031 Epoch 38 Batch 28/538 - Train Accuracy: 0.961, Validation Accuracy: 0.957, Loss: 0.035 Epoch 38 Batch 29/538 - Train Accuracy: 0.963, Validation Accuracy: 0.960, Loss: 0.029 Epoch 38 Batch 30/538 - Train Accuracy: 0.956, Validation Accuracy: 0.962, Loss: 0.041 Epoch 38 Batch 31/538 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.027 Epoch 38 Batch 32/538 - Train Accuracy: 0.964, Validation Accuracy: 0.962, Loss: 0.027 Epoch 38 Batch 33/538 - Train Accuracy: 0.955, Validation Accuracy: 0.961, Loss: 0.046 Epoch 38 Batch 34/538 - Train Accuracy: 0.956, Validation Accuracy: 0.964, Loss: 0.048 Epoch 38 Batch 35/538 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.033 Epoch 38 Batch 36/538 - Train Accuracy: 0.962, Validation Accuracy: 0.963, Loss: 0.034 Epoch 38 Batch 37/538 - Train Accuracy: 0.964, Validation Accuracy: 0.965, Loss: 0.039 Epoch 38 Batch 38/538 - Train Accuracy: 0.959, Validation Accuracy: 0.965, Loss: 0.034 Epoch 38 Batch 39/538 - Train Accuracy: 0.962, Validation Accuracy: 0.966, Loss: 0.037 Epoch 38 Batch 40/538 - Train Accuracy: 0.965, Validation Accuracy: 0.966, Loss: 0.029 Epoch 38 Batch 41/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.034 Epoch 38 Batch 42/538 - Train Accuracy: 0.949, Validation Accuracy: 0.964, Loss: 0.038 Epoch 38 Batch 43/538 - Train Accuracy: 0.947, Validation Accuracy: 0.963, Loss: 0.044 Epoch 38 Batch 44/538 - Train Accuracy: 0.960, Validation Accuracy: 0.962, Loss: 0.033 Epoch 38 Batch 45/538 - Train Accuracy: 0.970, Validation Accuracy: 0.961, Loss: 0.034 Epoch 38 Batch 46/538 - Train Accuracy: 0.968, Validation Accuracy: 0.962, Loss: 0.027 Epoch 38 Batch 47/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.033 Epoch 38 Batch 48/538 - Train Accuracy: 0.961, Validation Accuracy: 0.963, Loss: 0.035 Epoch 38 Batch 49/538 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.031 Epoch 38 Batch 50/538 - Train Accuracy: 0.954, Validation Accuracy: 0.960, Loss: 0.035 Epoch 38 Batch 51/538 - Train Accuracy: 0.957, Validation Accuracy: 0.957, Loss: 0.042 Epoch 38 Batch 52/538 - Train Accuracy: 0.967, Validation Accuracy: 0.957, Loss: 0.041 Epoch 38 Batch 53/538 - Train Accuracy: 0.931, Validation Accuracy: 0.955, Loss: 0.039 Epoch 38 Batch 54/538 - Train Accuracy: 0.963, Validation Accuracy: 0.956, Loss: 0.035 Epoch 38 Batch 55/538 - Train Accuracy: 0.962, Validation Accuracy: 0.958, Loss: 0.032 Epoch 38 Batch 56/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.034 Epoch 38 Batch 57/538 - Train Accuracy: 0.948, Validation Accuracy: 0.961, Loss: 0.047 Epoch 38 Batch 58/538 - Train Accuracy: 0.964, Validation Accuracy: 0.965, Loss: 0.033 Epoch 38 Batch 59/538 - Train Accuracy: 0.961, Validation Accuracy: 0.967, Loss: 0.040 Epoch 38 Batch 60/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.035 Epoch 38 Batch 61/538 - Train Accuracy: 0.959, Validation Accuracy: 0.971, Loss: 0.031 Epoch 38 Batch 62/538 - Train Accuracy: 0.953, Validation Accuracy: 0.969, Loss: 0.036 Epoch 38 Batch 63/538 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.033 Epoch 38 Batch 64/538 - Train Accuracy: 0.954, Validation Accuracy: 0.967, Loss: 0.037 Epoch 38 Batch 65/538 - Train Accuracy: 0.957, Validation Accuracy: 0.962, Loss: 0.041 Epoch 38 Batch 66/538 - Train Accuracy: 0.970, Validation Accuracy: 0.957, Loss: 0.027 Epoch 38 Batch 67/538 - Train Accuracy: 0.974, Validation Accuracy: 0.953, Loss: 0.033 Epoch 38 Batch 68/538 - Train Accuracy: 0.956, Validation Accuracy: 0.954, Loss: 0.031 Epoch 38 Batch 69/538 - Train Accuracy: 0.954, Validation Accuracy: 0.952, Loss: 0.034 Epoch 38 Batch 70/538 - Train Accuracy: 0.959, Validation Accuracy: 0.956, Loss: 0.036 Epoch 38 Batch 71/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.041 Epoch 38 Batch 72/538 - Train Accuracy: 0.963, Validation Accuracy: 0.963, Loss: 0.061 Epoch 38 Batch 73/538 - Train Accuracy: 0.949, Validation Accuracy: 0.961, Loss: 0.042 Epoch 38 Batch 74/538 - Train Accuracy: 0.970, Validation Accuracy: 0.959, Loss: 0.031 Epoch 38 Batch 75/538 - Train Accuracy: 0.952, Validation Accuracy: 0.961, Loss: 0.036 Epoch 38 Batch 76/538 - Train Accuracy: 0.961, Validation Accuracy: 0.962, Loss: 0.039 Epoch 38 Batch 77/538 - Train Accuracy: 0.959, Validation Accuracy: 0.957, Loss: 0.033 Epoch 38 Batch 78/538 - Train Accuracy: 0.958, Validation Accuracy: 0.956, Loss: 0.039 Epoch 38 Batch 79/538 - Train Accuracy: 0.961, Validation Accuracy: 0.951, Loss: 0.030 Epoch 38 Batch 80/538 - Train Accuracy: 0.964, Validation Accuracy: 0.953, Loss: 0.035 Epoch 38 Batch 81/538 - Train Accuracy: 0.946, Validation Accuracy: 0.950, Loss: 0.043 Epoch 38 Batch 82/538 - Train Accuracy: 0.943, Validation Accuracy: 0.955, Loss: 0.035 Epoch 38 Batch 83/538 - Train Accuracy: 0.956, Validation Accuracy: 0.953, Loss: 0.036 Epoch 38 Batch 84/538 - Train Accuracy: 0.956, Validation Accuracy: 0.956, Loss: 0.034 Epoch 38 Batch 85/538 - Train Accuracy: 0.967, Validation Accuracy: 0.956, Loss: 0.034 Epoch 38 Batch 86/538 - Train Accuracy: 0.971, Validation Accuracy: 0.955, Loss: 0.031 Epoch 38 Batch 87/538 - Train Accuracy: 0.949, Validation Accuracy: 0.955, Loss: 0.042 Epoch 38 Batch 88/538 - Train Accuracy: 0.966, Validation Accuracy: 0.958, Loss: 0.034 Epoch 38 Batch 89/538 - Train Accuracy: 0.977, Validation Accuracy: 0.954, Loss: 0.031 Epoch 38 Batch 90/538 - Train Accuracy: 0.956, Validation Accuracy: 0.959, Loss: 0.036 Epoch 38 Batch 91/538 - Train Accuracy: 0.955, Validation Accuracy: 0.960, Loss: 0.040 Epoch 38 Batch 92/538 - Train Accuracy: 0.964, Validation Accuracy: 0.957, Loss: 0.037 Epoch 38 Batch 93/538 - Train Accuracy: 0.960, Validation Accuracy: 0.956, Loss: 0.034 Epoch 38 Batch 94/538 - Train Accuracy: 0.960, Validation Accuracy: 0.952, Loss: 0.035 Epoch 38 Batch 95/538 - Train Accuracy: 0.953, Validation Accuracy: 0.952, Loss: 0.033 Epoch 38 Batch 96/538 - Train Accuracy: 0.972, Validation Accuracy: 0.952, Loss: 0.034 Epoch 38 Batch 97/538 - Train Accuracy: 0.950, Validation Accuracy: 0.949, Loss: 0.033 Epoch 38 Batch 98/538 - Train Accuracy: 0.959, Validation Accuracy: 0.951, Loss: 0.032 Epoch 38 Batch 99/538 - Train Accuracy: 0.965, Validation Accuracy: 0.951, Loss: 0.033 Epoch 38 Batch 100/538 - Train Accuracy: 0.959, Validation Accuracy: 0.954, Loss: 0.035 Epoch 38 Batch 101/538 - Train Accuracy: 0.946, Validation Accuracy: 0.960, Loss: 0.045 Epoch 38 Batch 102/538 - Train Accuracy: 0.957, Validation Accuracy: 0.962, Loss: 0.044 Epoch 38 Batch 103/538 - Train Accuracy: 0.953, Validation Accuracy: 0.964, Loss: 0.037 Epoch 38 Batch 104/538 - Train Accuracy: 0.965, Validation Accuracy: 0.964, Loss: 0.032 Epoch 38 Batch 105/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.031 Epoch 38 Batch 106/538 - Train Accuracy: 0.962, Validation Accuracy: 0.960, Loss: 0.028 Epoch 38 Batch 107/538 - Train Accuracy: 0.952, Validation Accuracy: 0.958, Loss: 0.038 Epoch 38 Batch 108/538 - Train Accuracy: 0.974, Validation Accuracy: 0.958, Loss: 0.036 Epoch 38 Batch 109/538 - Train Accuracy: 0.959, Validation Accuracy: 0.958, Loss: 0.034 Epoch 38 Batch 110/538 - Train Accuracy: 0.962, Validation Accuracy: 0.952, Loss: 0.035 Epoch 38 Batch 111/538 - Train Accuracy: 0.955, Validation Accuracy: 0.957, Loss: 0.038 Epoch 38 Batch 112/538 - Train Accuracy: 0.951, Validation Accuracy: 0.956, Loss: 0.038 Epoch 38 Batch 113/538 - Train Accuracy: 0.947, Validation Accuracy: 0.955, Loss: 0.036 Epoch 38 Batch 114/538 - Train Accuracy: 0.964, Validation Accuracy: 0.953, Loss: 0.033 Epoch 38 Batch 115/538 - Train Accuracy: 0.962, Validation Accuracy: 0.950, Loss: 0.037 Epoch 38 Batch 116/538 - Train Accuracy: 0.960, Validation Accuracy: 0.955, Loss: 0.046 Epoch 38 Batch 117/538 - Train Accuracy: 0.966, Validation Accuracy: 0.954, Loss: 0.041 Epoch 38 Batch 118/538 - Train Accuracy: 0.972, Validation Accuracy: 0.956, Loss: 0.030 Epoch 38 Batch 119/538 - Train Accuracy: 0.966, Validation Accuracy: 0.958, Loss: 0.028 Epoch 38 Batch 120/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.030 Epoch 38 Batch 121/538 - Train Accuracy: 0.962, Validation Accuracy: 0.965, Loss: 0.038 Epoch 38 Batch 122/538 - Train Accuracy: 0.956, Validation Accuracy: 0.966, Loss: 0.037 Epoch 38 Batch 123/538 - Train Accuracy: 0.947, Validation Accuracy: 0.961, Loss: 0.031 Epoch 38 Batch 124/538 - Train Accuracy: 0.953, Validation Accuracy: 0.961, Loss: 0.032 Epoch 38 Batch 125/538 - Train Accuracy: 0.958, Validation Accuracy: 0.958, Loss: 0.043 Epoch 38 Batch 126/538 - Train Accuracy: 0.947, Validation Accuracy: 0.959, Loss: 0.044 Epoch 38 Batch 127/538 - Train Accuracy: 0.943, Validation Accuracy: 0.961, Loss: 0.045 Epoch 38 Batch 128/538 - Train Accuracy: 0.958, Validation Accuracy: 0.959, Loss: 0.033 Epoch 38 Batch 129/538 - Train Accuracy: 0.966, Validation Accuracy: 0.961, Loss: 0.028 Epoch 38 Batch 130/538 - Train Accuracy: 0.954, Validation Accuracy: 0.964, Loss: 0.041 Epoch 38 Batch 131/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.032 Epoch 38 Batch 132/538 - Train Accuracy: 0.948, Validation Accuracy: 0.963, Loss: 0.036 Epoch 38 Batch 133/538 - Train Accuracy: 0.953, Validation Accuracy: 0.959, Loss: 0.037 Epoch 38 Batch 134/538 - Train Accuracy: 0.939, Validation Accuracy: 0.959, Loss: 0.046 Epoch 38 Batch 135/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.056 Epoch 38 Batch 136/538 - Train Accuracy: 0.960, Validation Accuracy: 0.959, Loss: 0.035 Epoch 38 Batch 137/538 - Train Accuracy: 0.964, Validation Accuracy: 0.954, Loss: 0.041 Epoch 38 Batch 138/538 - Train Accuracy: 0.954, Validation Accuracy: 0.951, Loss: 0.036 Epoch 38 Batch 139/538 - Train Accuracy: 0.952, Validation Accuracy: 0.953, Loss: 0.037 Epoch 38 Batch 140/538 - Train Accuracy: 0.953, Validation Accuracy: 0.955, Loss: 0.043 Epoch 38 Batch 141/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.041 Epoch 38 Batch 142/538 - Train Accuracy: 0.961, Validation Accuracy: 0.957, Loss: 0.037 Epoch 38 Batch 143/538 - Train Accuracy: 0.958, Validation Accuracy: 0.959, Loss: 0.048 Epoch 38 Batch 144/538 - Train Accuracy: 0.960, Validation Accuracy: 0.959, Loss: 0.048 Epoch 38 Batch 145/538 - Train Accuracy: 0.952, Validation Accuracy: 0.957, Loss: 0.049 Epoch 38 Batch 146/538 - Train Accuracy: 0.957, Validation Accuracy: 0.956, Loss: 0.038 Epoch 38 Batch 147/538 - Train Accuracy: 0.958, Validation Accuracy: 0.958, Loss: 0.042 Epoch 38 Batch 148/538 - Train Accuracy: 0.949, Validation Accuracy: 0.961, Loss: 0.046 Epoch 38 Batch 149/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.034 Epoch 38 Batch 150/538 - Train Accuracy: 0.974, Validation Accuracy: 0.960, Loss: 0.031 Epoch 38 Batch 151/538 - Train Accuracy: 0.954, Validation Accuracy: 0.954, Loss: 0.035 Epoch 38 Batch 152/538 - Train Accuracy: 0.959, Validation Accuracy: 0.956, Loss: 0.041 Epoch 38 Batch 153/538 - Train Accuracy: 0.955, Validation Accuracy: 0.956, Loss: 0.038 Epoch 38 Batch 154/538 - Train Accuracy: 0.967, Validation Accuracy: 0.958, Loss: 0.032 Epoch 38 Batch 155/538 - Train Accuracy: 0.949, Validation Accuracy: 0.958, Loss: 0.045 Epoch 38 Batch 156/538 - Train Accuracy: 0.974, Validation Accuracy: 0.960, Loss: 0.037 Epoch 38 Batch 157/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.038 Epoch 38 Batch 158/538 - Train Accuracy: 0.974, Validation Accuracy: 0.961, Loss: 0.033 Epoch 38 Batch 159/538 - Train Accuracy: 0.948, Validation Accuracy: 0.964, Loss: 0.045 Epoch 38 Batch 160/538 - Train Accuracy: 0.951, Validation Accuracy: 0.964, Loss: 0.034 Epoch 38 Batch 161/538 - Train Accuracy: 0.962, Validation Accuracy: 0.963, Loss: 0.038 Epoch 38 Batch 162/538 - Train Accuracy: 0.971, Validation Accuracy: 0.961, Loss: 0.033 Epoch 38 Batch 163/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.042 Epoch 38 Batch 164/538 - Train Accuracy: 0.950, Validation Accuracy: 0.961, Loss: 0.034 Epoch 38 Batch 165/538 - Train Accuracy: 0.963, Validation Accuracy: 0.960, Loss: 0.036 Epoch 38 Batch 166/538 - Train Accuracy: 0.968, Validation Accuracy: 0.959, Loss: 0.029 Epoch 38 Batch 167/538 - Train Accuracy: 0.955, Validation Accuracy: 0.960, Loss: 0.055 Epoch 38 Batch 168/538 - Train Accuracy: 0.943, Validation Accuracy: 0.962, Loss: 0.044 Epoch 38 Batch 169/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.029 Epoch 38 Batch 170/538 - Train Accuracy: 0.958, Validation Accuracy: 0.959, Loss: 0.033 Epoch 38 Batch 171/538 - Train Accuracy: 0.945, Validation Accuracy: 0.963, Loss: 0.045 Epoch 38 Batch 172/538 - Train Accuracy: 0.960, Validation Accuracy: 0.964, Loss: 0.031 Epoch 38 Batch 173/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.026 Epoch 38 Batch 174/538 - Train Accuracy: 0.951, Validation Accuracy: 0.961, Loss: 0.038 Epoch 38 Batch 175/538 - Train Accuracy: 0.957, Validation Accuracy: 0.963, Loss: 0.035 Epoch 38 Batch 176/538 - Train Accuracy: 0.954, Validation Accuracy: 0.961, Loss: 0.043 Epoch 38 Batch 177/538 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.037 Epoch 38 Batch 178/538 - Train Accuracy: 0.956, Validation Accuracy: 0.959, Loss: 0.034 Epoch 38 Batch 179/538 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.037 Epoch 38 Batch 180/538 - Train Accuracy: 0.955, Validation Accuracy: 0.960, Loss: 0.037 Epoch 38 Batch 181/538 - Train Accuracy: 0.951, Validation Accuracy: 0.960, Loss: 0.040 Epoch 38 Batch 182/538 - Train Accuracy: 0.968, Validation Accuracy: 0.965, Loss: 0.030 Epoch 38 Batch 183/538 - Train Accuracy: 0.963, Validation Accuracy: 0.963, Loss: 0.030 Epoch 38 Batch 184/538 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.036 Epoch 38 Batch 185/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.027 Epoch 38 Batch 186/538 - Train Accuracy: 0.962, Validation Accuracy: 0.964, Loss: 0.037 Epoch 38 Batch 187/538 - Train Accuracy: 0.965, Validation Accuracy: 0.965, Loss: 0.033 Epoch 38 Batch 188/538 - Train Accuracy: 0.960, Validation Accuracy: 0.961, Loss: 0.031 Epoch 38 Batch 189/538 - Train Accuracy: 0.975, Validation Accuracy: 0.961, Loss: 0.036 Epoch 38 Batch 190/538 - Train Accuracy: 0.948, Validation Accuracy: 0.960, Loss: 0.053 Epoch 38 Batch 191/538 - Train Accuracy: 0.970, Validation Accuracy: 0.959, Loss: 0.030 Epoch 38 Batch 192/538 - Train Accuracy: 0.961, Validation Accuracy: 0.954, Loss: 0.035 Epoch 38 Batch 193/538 - Train Accuracy: 0.956, Validation Accuracy: 0.954, Loss: 0.027 Epoch 38 Batch 194/538 - Train Accuracy: 0.952, Validation Accuracy: 0.956, Loss: 0.046 Epoch 38 Batch 195/538 - Train Accuracy: 0.968, Validation Accuracy: 0.956, Loss: 0.049 Epoch 38 Batch 196/538 - Train Accuracy: 0.957, Validation Accuracy: 0.951, Loss: 0.036 Epoch 38 Batch 197/538 - Train Accuracy: 0.964, Validation Accuracy: 0.949, Loss: 0.040 Epoch 38 Batch 198/538 - Train Accuracy: 0.953, Validation Accuracy: 0.950, Loss: 0.036 Epoch 38 Batch 199/538 - Train Accuracy: 0.956, Validation Accuracy: 0.948, Loss: 0.038 Epoch 38 Batch 200/538 - Train Accuracy: 0.964, Validation Accuracy: 0.946, Loss: 0.032 Epoch 38 Batch 201/538 - Train Accuracy: 0.965, Validation Accuracy: 0.944, Loss: 0.043 Epoch 38 Batch 202/538 - Train Accuracy: 0.961, Validation Accuracy: 0.944, Loss: 0.032 Epoch 38 Batch 203/538 - Train Accuracy: 0.954, Validation Accuracy: 0.944, Loss: 0.039 Epoch 38 Batch 204/538 - Train Accuracy: 0.951, Validation Accuracy: 0.950, Loss: 0.044 Epoch 38 Batch 205/538 - Train Accuracy: 0.960, Validation Accuracy: 0.953, Loss: 0.033 Epoch 38 Batch 206/538 - Train Accuracy: 0.969, Validation Accuracy: 0.953, Loss: 0.036 Epoch 38 Batch 207/538 - Train Accuracy: 0.959, Validation Accuracy: 0.958, Loss: 0.038 Epoch 38 Batch 208/538 - Train Accuracy: 0.963, Validation Accuracy: 0.955, Loss: 0.047 Epoch 38 Batch 209/538 - Train Accuracy: 0.961, Validation Accuracy: 0.950, Loss: 0.036 Epoch 38 Batch 210/538 - Train Accuracy: 0.954, Validation Accuracy: 0.949, Loss: 0.040 Epoch 38 Batch 211/538 - Train Accuracy: 0.957, Validation Accuracy: 0.951, Loss: 0.044 Epoch 38 Batch 212/538 - Train Accuracy: 0.960, Validation Accuracy: 0.955, Loss: 0.030 Epoch 38 Batch 213/538 - Train Accuracy: 0.958, Validation Accuracy: 0.954, Loss: 0.038 Epoch 38 Batch 214/538 - Train Accuracy: 0.964, Validation Accuracy: 0.959, Loss: 0.030 Epoch 38 Batch 215/538 - Train Accuracy: 0.961, Validation Accuracy: 0.961, Loss: 0.037 Epoch 38 Batch 216/538 - Train Accuracy: 0.944, Validation Accuracy: 0.957, Loss: 0.036 Epoch 38 Batch 217/538 - Train Accuracy: 0.959, Validation Accuracy: 0.957, Loss: 0.039 Epoch 38 Batch 218/538 - Train Accuracy: 0.962, Validation Accuracy: 0.955, Loss: 0.027 Epoch 38 Batch 219/538 - Train Accuracy: 0.945, Validation Accuracy: 0.955, Loss: 0.040 Epoch 38 Batch 220/538 - Train Accuracy: 0.946, Validation Accuracy: 0.955, Loss: 0.041 Epoch 38 Batch 221/538 - Train Accuracy: 0.963, Validation Accuracy: 0.963, Loss: 0.034 Epoch 38 Batch 222/538 - Train Accuracy: 0.956, Validation Accuracy: 0.961, Loss: 0.035 Epoch 38 Batch 223/538 - Train Accuracy: 0.957, Validation Accuracy: 0.958, Loss: 0.039 Epoch 38 Batch 224/538 - Train Accuracy: 0.953, Validation Accuracy: 0.958, Loss: 0.037 Epoch 38 Batch 225/538 - Train Accuracy: 0.965, Validation Accuracy: 0.958, Loss: 0.029 Epoch 38 Batch 226/538 - Train Accuracy: 0.957, Validation Accuracy: 0.960, Loss: 0.039 Epoch 38 Batch 227/538 - Train Accuracy: 0.961, Validation Accuracy: 0.961, Loss: 0.040 Epoch 38 Batch 228/538 - Train Accuracy: 0.942, Validation Accuracy: 0.961, Loss: 0.042 Epoch 38 Batch 229/538 - Train Accuracy: 0.956, Validation Accuracy: 0.960, Loss: 0.048 Epoch 38 Batch 230/538 - Train Accuracy: 0.948, Validation Accuracy: 0.960, Loss: 0.042 Epoch 38 Batch 231/538 - Train Accuracy: 0.951, Validation Accuracy: 0.962, Loss: 0.042 Epoch 38 Batch 232/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.039 Epoch 38 Batch 233/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.042 Epoch 38 Batch 234/538 - Train Accuracy: 0.971, Validation Accuracy: 0.961, Loss: 0.033 Epoch 38 Batch 235/538 - Train Accuracy: 0.957, Validation Accuracy: 0.961, Loss: 0.030 Epoch 38 Batch 236/538 - Train Accuracy: 0.954, Validation Accuracy: 0.961, Loss: 0.037 Epoch 38 Batch 237/538 - Train Accuracy: 0.951, Validation Accuracy: 0.958, Loss: 0.031 Epoch 38 Batch 238/538 - Train Accuracy: 0.966, Validation Accuracy: 0.956, Loss: 0.035 Epoch 38 Batch 239/538 - Train Accuracy: 0.964, Validation Accuracy: 0.959, Loss: 0.040 Epoch 38 Batch 240/538 - Train Accuracy: 0.955, Validation Accuracy: 0.957, Loss: 0.036 Epoch 38 Batch 241/538 - Train Accuracy: 0.943, Validation Accuracy: 0.958, Loss: 0.040 Epoch 38 Batch 242/538 - Train Accuracy: 0.964, Validation Accuracy: 0.956, Loss: 0.031 Epoch 38 Batch 243/538 - Train Accuracy: 0.957, Validation Accuracy: 0.954, Loss: 0.036 Epoch 38 Batch 244/538 - Train Accuracy: 0.954, Validation Accuracy: 0.958, Loss: 0.035 Epoch 38 Batch 245/538 - Train Accuracy: 0.954, Validation Accuracy: 0.957, Loss: 0.045 Epoch 38 Batch 246/538 - Train Accuracy: 0.960, Validation Accuracy: 0.959, Loss: 0.031 Epoch 38 Batch 247/538 - Train Accuracy: 0.957, Validation Accuracy: 0.959, Loss: 0.033 Epoch 38 Batch 248/538 - Train Accuracy: 0.957, Validation Accuracy: 0.959, Loss: 0.044 Epoch 38 Batch 249/538 - Train Accuracy: 0.961, Validation Accuracy: 0.960, Loss: 0.030 Epoch 38 Batch 250/538 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.038 Epoch 38 Batch 251/538 - Train Accuracy: 0.961, Validation Accuracy: 0.960, Loss: 0.037 Epoch 38 Batch 252/538 - Train Accuracy: 0.958, Validation Accuracy: 0.957, Loss: 0.031 Epoch 38 Batch 253/538 - Train Accuracy: 0.959, Validation Accuracy: 0.958, Loss: 0.030 Epoch 38 Batch 254/538 - Train Accuracy: 0.947, Validation Accuracy: 0.957, Loss: 0.043 Epoch 38 Batch 255/538 - Train Accuracy: 0.970, Validation Accuracy: 0.957, Loss: 0.035 Epoch 38 Batch 256/538 - Train Accuracy: 0.954, Validation Accuracy: 0.952, Loss: 0.035 Epoch 38 Batch 257/538 - Train Accuracy: 0.972, Validation Accuracy: 0.953, Loss: 0.030 Epoch 38 Batch 258/538 - Train Accuracy: 0.966, Validation Accuracy: 0.953, Loss: 0.030 Epoch 38 Batch 259/538 - Train Accuracy: 0.976, Validation Accuracy: 0.953, Loss: 0.027 Epoch 38 Batch 260/538 - Train Accuracy: 0.940, Validation Accuracy: 0.952, Loss: 0.043 Epoch 38 Batch 261/538 - Train Accuracy: 0.954, Validation Accuracy: 0.952, Loss: 0.045 Epoch 38 Batch 262/538 - Train Accuracy: 0.970, Validation Accuracy: 0.955, Loss: 0.031 Epoch 38 Batch 263/538 - Train Accuracy: 0.956, Validation Accuracy: 0.955, Loss: 0.033 Epoch 38 Batch 264/538 - Train Accuracy: 0.961, Validation Accuracy: 0.957, Loss: 0.034 Epoch 38 Batch 265/538 - Train Accuracy: 0.949, Validation Accuracy: 0.957, Loss: 0.042 Epoch 38 Batch 266/538 - Train Accuracy: 0.957, Validation Accuracy: 0.956, Loss: 0.038 Epoch 38 Batch 267/538 - Train Accuracy: 0.956, Validation Accuracy: 0.954, Loss: 0.034 Epoch 38 Batch 268/538 - Train Accuracy: 0.961, Validation Accuracy: 0.956, Loss: 0.027 Epoch 38 Batch 269/538 - Train Accuracy: 0.958, Validation Accuracy: 0.955, Loss: 0.039 Epoch 38 Batch 270/538 - Train Accuracy: 0.956, Validation Accuracy: 0.956, Loss: 0.031 Epoch 38 Batch 271/538 - Train Accuracy: 0.961, Validation Accuracy: 0.960, Loss: 0.029 Epoch 38 Batch 272/538 - Train Accuracy: 0.962, Validation Accuracy: 0.960, Loss: 0.042 Epoch 38 Batch 273/538 - Train Accuracy: 0.949, Validation Accuracy: 0.958, Loss: 0.042 Epoch 38 Batch 274/538 - Train Accuracy: 0.942, Validation Accuracy: 0.962, Loss: 0.040 Epoch 38 Batch 275/538 - Train Accuracy: 0.951, Validation Accuracy: 0.962, Loss: 0.044 Epoch 38 Batch 276/538 - Train Accuracy: 0.954, Validation Accuracy: 0.961, Loss: 0.043 Epoch 38 Batch 277/538 - Train Accuracy: 0.967, Validation Accuracy: 0.961, Loss: 0.028 Epoch 38 Batch 278/538 - Train Accuracy: 0.952, Validation Accuracy: 0.961, Loss: 0.033 Epoch 38 Batch 279/538 - Train Accuracy: 0.954, Validation Accuracy: 0.956, Loss: 0.032 Epoch 38 Batch 280/538 - Train Accuracy: 0.973, Validation Accuracy: 0.957, Loss: 0.029 Epoch 38 Batch 281/538 - Train Accuracy: 0.958, Validation Accuracy: 0.957, Loss: 0.040 Epoch 38 Batch 282/538 - Train Accuracy: 0.962, Validation Accuracy: 0.958, Loss: 0.042 Epoch 38 Batch 283/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.038 Epoch 38 Batch 284/538 - Train Accuracy: 0.952, Validation Accuracy: 0.971, Loss: 0.045 Epoch 38 Batch 285/538 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.032 Epoch 38 Batch 286/538 - Train Accuracy: 0.954, Validation Accuracy: 0.967, Loss: 0.043 Epoch 38 Batch 287/538 - Train Accuracy: 0.968, Validation Accuracy: 0.965, Loss: 0.029 Epoch 38 Batch 288/538 - Train Accuracy: 0.957, Validation Accuracy: 0.964, Loss: 0.035 Epoch 38 Batch 289/538 - Train Accuracy: 0.961, Validation Accuracy: 0.966, Loss: 0.024 Epoch 38 Batch 290/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.028 Epoch 38 Batch 291/538 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.039 Epoch 38 Batch 292/538 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.032 Epoch 38 Batch 293/538 - Train Accuracy: 0.949, Validation Accuracy: 0.961, Loss: 0.035 Epoch 38 Batch 294/538 - Train Accuracy: 0.964, Validation Accuracy: 0.961, Loss: 0.034 Epoch 38 Batch 295/538 - Train Accuracy: 0.969, Validation Accuracy: 0.959, Loss: 0.035 Epoch 38 Batch 296/538 - Train Accuracy: 0.949, Validation Accuracy: 0.959, Loss: 0.047 Epoch 38 Batch 297/538 - Train Accuracy: 0.973, Validation Accuracy: 0.960, Loss: 0.031 Epoch 38 Batch 298/538 - Train Accuracy: 0.961, Validation Accuracy: 0.960, Loss: 0.030 Epoch 38 Batch 299/538 - Train Accuracy: 0.957, Validation Accuracy: 0.960, Loss: 0.046 Epoch 38 Batch 300/538 - Train Accuracy: 0.956, Validation Accuracy: 0.962, Loss: 0.034 Epoch 38 Batch 301/538 - Train Accuracy: 0.962, Validation Accuracy: 0.964, Loss: 0.041 Epoch 38 Batch 302/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.035 Epoch 38 Batch 303/538 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.041 Epoch 38 Batch 304/538 - Train Accuracy: 0.955, Validation Accuracy: 0.967, Loss: 0.049 Epoch 38 Batch 305/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.034 Epoch 38 Batch 306/538 - Train Accuracy: 0.956, Validation Accuracy: 0.962, Loss: 0.039 Epoch 38 Batch 307/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.039 Epoch 38 Batch 308/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.035 Epoch 38 Batch 309/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.030 Epoch 38 Batch 310/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.038 Epoch 38 Batch 311/538 - Train Accuracy: 0.960, Validation Accuracy: 0.963, Loss: 0.031 Epoch 38 Batch 312/538 - Train Accuracy: 0.960, Validation Accuracy: 0.958, Loss: 0.031 Epoch 38 Batch 313/538 - Train Accuracy: 0.961, Validation Accuracy: 0.958, Loss: 0.036 Epoch 38 Batch 314/538 - Train Accuracy: 0.965, Validation Accuracy: 0.958, Loss: 0.042 Epoch 38 Batch 315/538 - Train Accuracy: 0.965, Validation Accuracy: 0.956, Loss: 0.034 Epoch 38 Batch 316/538 - Train Accuracy: 0.951, Validation Accuracy: 0.958, Loss: 0.034 Epoch 38 Batch 317/538 - Train Accuracy: 0.967, Validation Accuracy: 0.958, Loss: 0.037 Epoch 38 Batch 318/538 - Train Accuracy: 0.961, Validation Accuracy: 0.960, Loss: 0.032 Epoch 38 Batch 319/538 - Train Accuracy: 0.961, Validation Accuracy: 0.960, Loss: 0.036 Epoch 38 Batch 320/538 - Train Accuracy: 0.958, Validation Accuracy: 0.960, Loss: 0.035 Epoch 38 Batch 321/538 - Train Accuracy: 0.960, Validation Accuracy: 0.959, Loss: 0.033 Epoch 38 Batch 322/538 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.038 Epoch 38 Batch 323/538 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.032 Epoch 38 Batch 324/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.036 Epoch 38 Batch 325/538 - Train Accuracy: 0.970, Validation Accuracy: 0.964, Loss: 0.027 Epoch 38 Batch 326/538 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.041 Epoch 38 Batch 327/538 - Train Accuracy: 0.959, Validation Accuracy: 0.961, Loss: 0.038 Epoch 38 Batch 328/538 - Train Accuracy: 0.968, Validation Accuracy: 0.960, Loss: 0.033 Epoch 38 Batch 329/538 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.036 Epoch 38 Batch 330/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.029 Epoch 38 Batch 331/538 - Train Accuracy: 0.960, Validation Accuracy: 0.963, Loss: 0.031 Epoch 38 Batch 332/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.039 Epoch 38 Batch 333/538 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.039 Epoch 38 Batch 334/538 - Train Accuracy: 0.967, Validation Accuracy: 0.964, Loss: 0.035 Epoch 38 Batch 335/538 - Train Accuracy: 0.967, Validation Accuracy: 0.964, Loss: 0.029 Epoch 38 Batch 336/538 - Train Accuracy: 0.951, Validation Accuracy: 0.961, Loss: 0.033 Epoch 38 Batch 337/538 - Train Accuracy: 0.960, Validation Accuracy: 0.962, Loss: 0.032 Epoch 38 Batch 338/538 - Train Accuracy: 0.971, Validation Accuracy: 0.960, Loss: 0.034 Epoch 38 Batch 339/538 - Train Accuracy: 0.956, Validation Accuracy: 0.960, Loss: 0.035 Epoch 38 Batch 340/538 - Train Accuracy: 0.955, Validation Accuracy: 0.960, Loss: 0.035 Epoch 38 Batch 341/538 - Train Accuracy: 0.954, Validation Accuracy: 0.960, Loss: 0.034 Epoch 38 Batch 342/538 - Train Accuracy: 0.956, Validation Accuracy: 0.964, Loss: 0.036 Epoch 38 Batch 343/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.047 Epoch 38 Batch 344/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.036 Epoch 38 Batch 345/538 - Train Accuracy: 0.968, Validation Accuracy: 0.962, Loss: 0.032 Epoch 38 Batch 346/538 - Train Accuracy: 0.960, Validation Accuracy: 0.962, Loss: 0.042 Epoch 38 Batch 347/538 - Train Accuracy: 0.976, Validation Accuracy: 0.956, Loss: 0.028 Epoch 38 Batch 348/538 - Train Accuracy: 0.948, Validation Accuracy: 0.956, Loss: 0.033 Epoch 38 Batch 349/538 - Train Accuracy: 0.966, Validation Accuracy: 0.959, Loss: 0.031 Epoch 38 Batch 350/538 - Train Accuracy: 0.955, Validation Accuracy: 0.957, Loss: 0.043 Epoch 38 Batch 351/538 - Train Accuracy: 0.957, Validation Accuracy: 0.959, Loss: 0.046 Epoch 38 Batch 352/538 - Train Accuracy: 0.954, Validation Accuracy: 0.959, Loss: 0.056 Epoch 38 Batch 353/538 - Train Accuracy: 0.957, Validation Accuracy: 0.962, Loss: 0.045 Epoch 38 Batch 354/538 - Train Accuracy: 0.955, Validation Accuracy: 0.967, Loss: 0.036 Epoch 38 Batch 355/538 - Train Accuracy: 0.967, Validation Accuracy: 0.962, Loss: 0.034 Epoch 38 Batch 356/538 - Train Accuracy: 0.961, Validation Accuracy: 0.962, Loss: 0.033 Epoch 38 Batch 357/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.035 Epoch 38 Batch 358/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.029 Epoch 38 Batch 359/538 - Train Accuracy: 0.957, Validation Accuracy: 0.962, Loss: 0.040 Epoch 38 Batch 360/538 - Train Accuracy: 0.960, Validation Accuracy: 0.960, Loss: 0.034 Epoch 38 Batch 361/538 - Train Accuracy: 0.972, Validation Accuracy: 0.959, Loss: 0.039 Epoch 38 Batch 362/538 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.026 Epoch 38 Batch 363/538 - Train Accuracy: 0.958, Validation Accuracy: 0.957, Loss: 0.035 Epoch 38 Batch 364/538 - Train Accuracy: 0.952, Validation Accuracy: 0.955, Loss: 0.046 Epoch 38 Batch 365/538 - Train Accuracy: 0.960, Validation Accuracy: 0.955, Loss: 0.035 Epoch 38 Batch 366/538 - Train Accuracy: 0.963, Validation Accuracy: 0.955, Loss: 0.035 Epoch 38 Batch 367/538 - Train Accuracy: 0.962, Validation Accuracy: 0.956, Loss: 0.033 Epoch 38 Batch 368/538 - Train Accuracy: 0.971, Validation Accuracy: 0.956, Loss: 0.031 Epoch 38 Batch 369/538 - Train Accuracy: 0.965, Validation Accuracy: 0.960, Loss: 0.032 Epoch 38 Batch 370/538 - Train Accuracy: 0.957, Validation Accuracy: 0.956, Loss: 0.037 Epoch 38 Batch 371/538 - Train Accuracy: 0.970, Validation Accuracy: 0.954, Loss: 0.040 Epoch 38 Batch 372/538 - Train Accuracy: 0.966, Validation Accuracy: 0.954, Loss: 0.039 Epoch 38 Batch 373/538 - Train Accuracy: 0.965, Validation Accuracy: 0.952, Loss: 0.030 Epoch 38 Batch 374/538 - Train Accuracy: 0.957, Validation Accuracy: 0.956, Loss: 0.030 Epoch 38 Batch 375/538 - Train Accuracy: 0.964, Validation Accuracy: 0.956, Loss: 0.041 Epoch 38 Batch 376/538 - Train Accuracy: 0.969, Validation Accuracy: 0.958, Loss: 0.040 Epoch 38 Batch 377/538 - Train Accuracy: 0.959, Validation Accuracy: 0.958, Loss: 0.039 Epoch 38 Batch 378/538 - Train Accuracy: 0.951, Validation Accuracy: 0.956, Loss: 0.033 Epoch 38 Batch 379/538 - Train Accuracy: 0.969, Validation Accuracy: 0.956, Loss: 0.040 Epoch 38 Batch 380/538 - Train Accuracy: 0.964, Validation Accuracy: 0.955, Loss: 0.031 Epoch 38 Batch 381/538 - Train Accuracy: 0.968, Validation Accuracy: 0.951, Loss: 0.033 Epoch 38 Batch 382/538 - Train Accuracy: 0.949, Validation Accuracy: 0.955, Loss: 0.046 Epoch 38 Batch 383/538 - Train Accuracy: 0.955, Validation Accuracy: 0.957, Loss: 0.032 Epoch 38 Batch 384/538 - Train Accuracy: 0.954, Validation Accuracy: 0.957, Loss: 0.034 Epoch 38 Batch 385/538 - Train Accuracy: 0.963, Validation Accuracy: 0.956, Loss: 0.036 Epoch 38 Batch 386/538 - Train Accuracy: 0.965, Validation Accuracy: 0.954, Loss: 0.034 Epoch 38 Batch 387/538 - Train Accuracy: 0.958, Validation Accuracy: 0.954, Loss: 0.034 Epoch 38 Batch 388/538 - Train Accuracy: 0.956, Validation Accuracy: 0.955, Loss: 0.030 Epoch 38 Batch 389/538 - Train Accuracy: 0.949, Validation Accuracy: 0.955, Loss: 0.040 Epoch 38 Batch 390/538 - Train Accuracy: 0.957, Validation Accuracy: 0.957, Loss: 0.031 Epoch 38 Batch 391/538 - Train Accuracy: 0.958, Validation Accuracy: 0.953, Loss: 0.031 Epoch 38 Batch 392/538 - Train Accuracy: 0.959, Validation Accuracy: 0.953, Loss: 0.035 Epoch 38 Batch 393/538 - Train Accuracy: 0.965, Validation Accuracy: 0.955, Loss: 0.038 Epoch 38 Batch 394/538 - Train Accuracy: 0.956, Validation Accuracy: 0.956, Loss: 0.039 Epoch 38 Batch 395/538 - Train Accuracy: 0.954, Validation Accuracy: 0.958, Loss: 0.041 Epoch 38 Batch 396/538 - Train Accuracy: 0.961, Validation Accuracy: 0.956, Loss: 0.035 Epoch 38 Batch 397/538 - Train Accuracy: 0.966, Validation Accuracy: 0.958, Loss: 0.036 Epoch 38 Batch 398/538 - Train Accuracy: 0.944, Validation Accuracy: 0.963, Loss: 0.036 Epoch 38 Batch 399/538 - Train Accuracy: 0.963, Validation Accuracy: 0.961, Loss: 0.039 Epoch 38 Batch 400/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.031 Epoch 38 Batch 401/538 - Train Accuracy: 0.972, Validation Accuracy: 0.962, Loss: 0.041 Epoch 38 Batch 402/538 - Train Accuracy: 0.970, Validation Accuracy: 0.961, Loss: 0.032 Epoch 38 Batch 403/538 - Train Accuracy: 0.964, Validation Accuracy: 0.967, Loss: 0.036 Epoch 38 Batch 404/538 - Train Accuracy: 0.966, Validation Accuracy: 0.961, Loss: 0.037 Epoch 38 Batch 405/538 - Train Accuracy: 0.962, Validation Accuracy: 0.961, Loss: 0.034 Epoch 38 Batch 406/538 - Train Accuracy: 0.957, Validation Accuracy: 0.959, Loss: 0.035 Epoch 38 Batch 407/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.037 Epoch 38 Batch 408/538 - Train Accuracy: 0.939, Validation Accuracy: 0.959, Loss: 0.041 Epoch 38 Batch 409/538 - Train Accuracy: 0.947, Validation Accuracy: 0.964, Loss: 0.035 Epoch 38 Batch 410/538 - Train Accuracy: 0.975, Validation Accuracy: 0.965, Loss: 0.041 Epoch 38 Batch 411/538 - Train Accuracy: 0.964, Validation Accuracy: 0.965, Loss: 0.039 Epoch 38 Batch 412/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.028 Epoch 38 Batch 413/538 - Train Accuracy: 0.960, Validation Accuracy: 0.962, Loss: 0.031 Epoch 38 Batch 414/538 - Train Accuracy: 0.946, Validation Accuracy: 0.962, Loss: 0.055 Epoch 38 Batch 415/538 - Train Accuracy: 0.960, Validation Accuracy: 0.964, Loss: 0.033 Epoch 38 Batch 416/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.035 Epoch 38 Batch 417/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.037 Epoch 38 Batch 418/538 - Train Accuracy: 0.958, Validation Accuracy: 0.963, Loss: 0.043 Epoch 38 Batch 419/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.031 Epoch 38 Batch 420/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.034 Epoch 38 Batch 421/538 - Train Accuracy: 0.960, Validation Accuracy: 0.963, Loss: 0.031 Epoch 38 Batch 422/538 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.038 Epoch 38 Batch 423/538 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.036 Epoch 38 Batch 424/538 - Train Accuracy: 0.960, Validation Accuracy: 0.967, Loss: 0.042 Epoch 38 Batch 425/538 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.054 Epoch 38 Batch 426/538 - Train Accuracy: 0.960, Validation Accuracy: 0.965, Loss: 0.036 Epoch 38 Batch 427/538 - Train Accuracy: 0.949, Validation Accuracy: 0.963, Loss: 0.036 Epoch 38 Batch 428/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.030 Epoch 38 Batch 429/538 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.034 Epoch 38 Batch 430/538 - Train Accuracy: 0.951, Validation Accuracy: 0.964, Loss: 0.031 Epoch 38 Batch 431/538 - Train Accuracy: 0.959, Validation Accuracy: 0.966, Loss: 0.034 Epoch 38 Batch 432/538 - Train Accuracy: 0.958, Validation Accuracy: 0.963, Loss: 0.039 Epoch 38 Batch 433/538 - Train Accuracy: 0.955, Validation Accuracy: 0.963, Loss: 0.052 Epoch 38 Batch 434/538 - Train Accuracy: 0.964, Validation Accuracy: 0.962, Loss: 0.033 Epoch 38 Batch 435/538 - Train Accuracy: 0.961, Validation Accuracy: 0.959, Loss: 0.035 Epoch 38 Batch 436/538 - Train Accuracy: 0.951, Validation Accuracy: 0.959, Loss: 0.039 Epoch 38 Batch 437/538 - Train Accuracy: 0.977, Validation Accuracy: 0.959, Loss: 0.037 Epoch 38 Batch 438/538 - Train Accuracy: 0.965, Validation Accuracy: 0.960, Loss: 0.031 Epoch 38 Batch 439/538 - Train Accuracy: 0.968, Validation Accuracy: 0.960, Loss: 0.031 Epoch 38 Batch 440/538 - Train Accuracy: 0.972, Validation Accuracy: 0.960, Loss: 0.032 Epoch 38 Batch 441/538 - Train Accuracy: 0.949, Validation Accuracy: 0.963, Loss: 0.045 Epoch 38 Batch 442/538 - Train Accuracy: 0.955, Validation Accuracy: 0.961, Loss: 0.029 Epoch 38 Batch 443/538 - Train Accuracy: 0.954, Validation Accuracy: 0.960, Loss: 0.039 Epoch 38 Batch 444/538 - Train Accuracy: 0.965, Validation Accuracy: 0.959, Loss: 0.034 Epoch 38 Batch 445/538 - Train Accuracy: 0.964, Validation Accuracy: 0.957, Loss: 0.033 Epoch 38 Batch 446/538 - Train Accuracy: 0.962, Validation Accuracy: 0.959, Loss: 0.032 Epoch 38 Batch 447/538 - Train Accuracy: 0.959, Validation Accuracy: 0.957, Loss: 0.034 Epoch 38 Batch 448/538 - Train Accuracy: 0.951, Validation Accuracy: 0.954, Loss: 0.031 Epoch 38 Batch 449/538 - Train Accuracy: 0.964, Validation Accuracy: 0.959, Loss: 0.040 Epoch 38 Batch 450/538 - Train Accuracy: 0.954, Validation Accuracy: 0.958, Loss: 0.048 Epoch 38 Batch 451/538 - Train Accuracy: 0.950, Validation Accuracy: 0.960, Loss: 0.035 Epoch 38 Batch 452/538 - Train Accuracy: 0.963, Validation Accuracy: 0.965, Loss: 0.030 Epoch 38 Batch 453/538 - Train Accuracy: 0.957, Validation Accuracy: 0.957, Loss: 0.040 Epoch 38 Batch 454/538 - Train Accuracy: 0.959, Validation Accuracy: 0.957, Loss: 0.040 Epoch 38 Batch 455/538 - Train Accuracy: 0.964, Validation Accuracy: 0.959, Loss: 0.040 Epoch 38 Batch 456/538 - Train Accuracy: 0.959, Validation Accuracy: 0.961, Loss: 0.069 Epoch 38 Batch 457/538 - Train Accuracy: 0.959, Validation Accuracy: 0.961, Loss: 0.031 Epoch 38 Batch 458/538 - Train Accuracy: 0.963, Validation Accuracy: 0.961, Loss: 0.030 Epoch 38 Batch 459/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.032 Epoch 38 Batch 460/538 - Train Accuracy: 0.954, Validation Accuracy: 0.962, Loss: 0.037 Epoch 38 Batch 461/538 - Train Accuracy: 0.968, Validation Accuracy: 0.959, Loss: 0.032 Epoch 38 Batch 462/538 - Train Accuracy: 0.961, Validation Accuracy: 0.959, Loss: 0.035 Epoch 38 Batch 463/538 - Train Accuracy: 0.942, Validation Accuracy: 0.959, Loss: 0.035 Epoch 38 Batch 464/538 - Train Accuracy: 0.972, Validation Accuracy: 0.960, Loss: 0.028 Epoch 38 Batch 465/538 - Train Accuracy: 0.956, Validation Accuracy: 0.958, Loss: 0.037 Epoch 38 Batch 466/538 - Train Accuracy: 0.959, Validation Accuracy: 0.958, Loss: 0.029 Epoch 38 Batch 467/538 - Train Accuracy: 0.969, Validation Accuracy: 0.960, Loss: 0.034 Epoch 38 Batch 468/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.045 Epoch 38 Batch 469/538 - Train Accuracy: 0.956, Validation Accuracy: 0.965, Loss: 0.037 Epoch 38 Batch 470/538 - Train Accuracy: 0.959, Validation Accuracy: 0.965, Loss: 0.032 Epoch 38 Batch 471/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.025 Epoch 38 Batch 472/538 - Train Accuracy: 0.983, Validation Accuracy: 0.960, Loss: 0.026 Epoch 38 Batch 473/538 - Train Accuracy: 0.962, Validation Accuracy: 0.963, Loss: 0.035 Epoch 38 Batch 474/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.034 Epoch 38 Batch 475/538 - Train Accuracy: 0.964, Validation Accuracy: 0.961, Loss: 0.036 Epoch 38 Batch 476/538 - Train Accuracy: 0.966, Validation Accuracy: 0.961, Loss: 0.035 Epoch 38 Batch 477/538 - Train Accuracy: 0.962, Validation Accuracy: 0.960, Loss: 0.044 Epoch 38 Batch 478/538 - Train Accuracy: 0.974, Validation Accuracy: 0.954, Loss: 0.031 Epoch 38 Batch 479/538 - Train Accuracy: 0.968, Validation Accuracy: 0.954, Loss: 0.034 Epoch 38 Batch 480/538 - Train Accuracy: 0.964, Validation Accuracy: 0.956, Loss: 0.038 Epoch 38 Batch 481/538 - Train Accuracy: 0.971, Validation Accuracy: 0.956, Loss: 0.033 Epoch 38 Batch 482/538 - Train Accuracy: 0.957, Validation Accuracy: 0.958, Loss: 0.030 Epoch 38 Batch 483/538 - Train Accuracy: 0.947, Validation Accuracy: 0.961, Loss: 0.048 Epoch 38 Batch 484/538 - Train Accuracy: 0.957, Validation Accuracy: 0.961, Loss: 0.045 Epoch 38 Batch 485/538 - Train Accuracy: 0.959, Validation Accuracy: 0.963, Loss: 0.047 Epoch 38 Batch 486/538 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.029 Epoch 38 Batch 487/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.033 Epoch 38 Batch 488/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.032 Epoch 38 Batch 489/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.032 Epoch 38 Batch 490/538 - Train Accuracy: 0.954, Validation Accuracy: 0.964, Loss: 0.033 Epoch 38 Batch 491/538 - Train Accuracy: 0.958, Validation Accuracy: 0.965, Loss: 0.042 Epoch 38 Batch 492/538 - Train Accuracy: 0.968, Validation Accuracy: 0.957, Loss: 0.033 Epoch 38 Batch 493/538 - Train Accuracy: 0.946, Validation Accuracy: 0.961, Loss: 0.035 Epoch 38 Batch 494/538 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.039 Epoch 38 Batch 495/538 - Train Accuracy: 0.969, Validation Accuracy: 0.962, Loss: 0.038 Epoch 38 Batch 496/538 - Train Accuracy: 0.965, Validation Accuracy: 0.960, Loss: 0.032 Epoch 38 Batch 497/538 - Train Accuracy: 0.963, Validation Accuracy: 0.960, Loss: 0.037 Epoch 38 Batch 498/538 - Train Accuracy: 0.954, Validation Accuracy: 0.962, Loss: 0.035 Epoch 38 Batch 499/538 - Train Accuracy: 0.949, Validation Accuracy: 0.962, Loss: 0.037 Epoch 38 Batch 500/538 - Train Accuracy: 0.970, Validation Accuracy: 0.961, Loss: 0.022 Epoch 38 Batch 501/538 - Train Accuracy: 0.963, Validation Accuracy: 0.963, Loss: 0.038 Epoch 38 Batch 502/538 - Train Accuracy: 0.954, Validation Accuracy: 0.963, Loss: 0.037 Epoch 38 Batch 503/538 - Train Accuracy: 0.970, Validation Accuracy: 0.960, Loss: 0.039 Epoch 38 Batch 504/538 - Train Accuracy: 0.974, Validation Accuracy: 0.960, Loss: 0.028 Epoch 38 Batch 505/538 - Train Accuracy: 0.962, Validation Accuracy: 0.960, Loss: 0.026 Epoch 38 Batch 506/538 - Train Accuracy: 0.954, Validation Accuracy: 0.958, Loss: 0.030 Epoch 38 Batch 507/538 - Train Accuracy: 0.957, Validation Accuracy: 0.963, Loss: 0.041 Epoch 38 Batch 508/538 - Train Accuracy: 0.954, Validation Accuracy: 0.964, Loss: 0.035 Epoch 38 Batch 509/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.040 Epoch 38 Batch 510/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.030 Epoch 38 Batch 511/538 - Train Accuracy: 0.961, Validation Accuracy: 0.964, Loss: 0.035 Epoch 38 Batch 512/538 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.038 Epoch 38 Batch 513/538 - Train Accuracy: 0.959, Validation Accuracy: 0.962, Loss: 0.031 Epoch 38 Batch 514/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.035 Epoch 38 Batch 515/538 - Train Accuracy: 0.955, Validation Accuracy: 0.966, Loss: 0.036 Epoch 38 Batch 516/538 - Train Accuracy: 0.964, Validation Accuracy: 0.966, Loss: 0.040 Epoch 38 Batch 517/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.030 Epoch 38 Batch 518/538 - Train Accuracy: 0.953, Validation Accuracy: 0.964, Loss: 0.040 Epoch 38 Batch 519/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.030 Epoch 38 Batch 520/538 - Train Accuracy: 0.948, Validation Accuracy: 0.964, Loss: 0.045 Epoch 38 Batch 521/538 - Train Accuracy: 0.960, Validation Accuracy: 0.964, Loss: 0.043 Epoch 38 Batch 522/538 - Train Accuracy: 0.958, Validation Accuracy: 0.966, Loss: 0.036 Epoch 38 Batch 523/538 - Train Accuracy: 0.964, Validation Accuracy: 0.966, Loss: 0.037 Epoch 38 Batch 524/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.036 Epoch 38 Batch 525/538 - Train Accuracy: 0.956, Validation Accuracy: 0.960, Loss: 0.040 Epoch 38 Batch 526/538 - Train Accuracy: 0.961, Validation Accuracy: 0.962, Loss: 0.032 Epoch 38 Batch 527/538 - Train Accuracy: 0.966, Validation Accuracy: 0.962, Loss: 0.035 Epoch 38 Batch 528/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.039 Epoch 38 Batch 529/538 - Train Accuracy: 0.956, Validation Accuracy: 0.959, Loss: 0.039 Epoch 38 Batch 530/538 - Train Accuracy: 0.970, Validation Accuracy: 0.957, Loss: 0.042 Epoch 38 Batch 531/538 - Train Accuracy: 0.960, Validation Accuracy: 0.957, Loss: 0.045 Epoch 38 Batch 532/538 - Train Accuracy: 0.954, Validation Accuracy: 0.957, Loss: 0.031 Epoch 38 Batch 533/538 - Train Accuracy: 0.958, Validation Accuracy: 0.951, Loss: 0.032 Epoch 38 Batch 534/538 - Train Accuracy: 0.960, Validation Accuracy: 0.953, Loss: 0.033 Epoch 38 Batch 535/538 - Train Accuracy: 0.965, Validation Accuracy: 0.955, Loss: 0.032 Epoch 38 Batch 536/538 - Train Accuracy: 0.972, Validation Accuracy: 0.956, Loss: 0.040 Epoch 39 Batch 0/538 - Train Accuracy: 0.976, Validation Accuracy: 0.951, Loss: 0.028 Epoch 39 Batch 1/538 - Train Accuracy: 0.965, Validation Accuracy: 0.951, Loss: 0.038 Epoch 39 Batch 2/538 - Train Accuracy: 0.965, Validation Accuracy: 0.951, Loss: 0.043 Epoch 39 Batch 3/538 - Train Accuracy: 0.956, Validation Accuracy: 0.951, Loss: 0.038 Epoch 39 Batch 4/538 - Train Accuracy: 0.968, Validation Accuracy: 0.952, Loss: 0.038 Epoch 39 Batch 5/538 - Train Accuracy: 0.956, Validation Accuracy: 0.954, Loss: 0.039 Epoch 39 Batch 6/538 - Train Accuracy: 0.963, Validation Accuracy: 0.959, Loss: 0.032 Epoch 39 Batch 7/538 - Train Accuracy: 0.969, Validation Accuracy: 0.950, Loss: 0.038 Epoch 39 Batch 8/538 - Train Accuracy: 0.975, Validation Accuracy: 0.950, Loss: 0.035 Epoch 39 Batch 9/538 - Train Accuracy: 0.951, Validation Accuracy: 0.950, Loss: 0.034 Epoch 39 Batch 10/538 - Train Accuracy: 0.954, Validation Accuracy: 0.948, Loss: 0.036 Epoch 39 Batch 11/538 - Train Accuracy: 0.959, Validation Accuracy: 0.948, Loss: 0.037 Epoch 39 Batch 12/538 - Train Accuracy: 0.960, Validation Accuracy: 0.949, Loss: 0.040 Epoch 39 Batch 13/538 - Train Accuracy: 0.963, Validation Accuracy: 0.951, Loss: 0.034 Epoch 39 Batch 14/538 - Train Accuracy: 0.962, Validation Accuracy: 0.955, Loss: 0.037 Epoch 39 Batch 15/538 - Train Accuracy: 0.970, Validation Accuracy: 0.961, Loss: 0.043 Epoch 39 Batch 16/538 - Train Accuracy: 0.958, Validation Accuracy: 0.956, Loss: 0.036 Epoch 39 Batch 17/538 - Train Accuracy: 0.962, Validation Accuracy: 0.963, Loss: 0.039 Epoch 39 Batch 18/538 - Train Accuracy: 0.963, Validation Accuracy: 0.965, Loss: 0.043 Epoch 39 Batch 19/538 - Train Accuracy: 0.962, Validation Accuracy: 0.965, Loss: 0.037 Epoch 39 Batch 20/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.037 Epoch 39 Batch 21/538 - Train Accuracy: 0.976, Validation Accuracy: 0.956, Loss: 0.023 Epoch 39 Batch 22/538 - Train Accuracy: 0.959, Validation Accuracy: 0.956, Loss: 0.031 Epoch 39 Batch 23/538 - Train Accuracy: 0.967, Validation Accuracy: 0.956, Loss: 0.045 Epoch 39 Batch 24/538 - Train Accuracy: 0.962, Validation Accuracy: 0.952, Loss: 0.036 Epoch 39 Batch 25/538 - Train Accuracy: 0.958, Validation Accuracy: 0.952, Loss: 0.038 Epoch 39 Batch 26/538 - Train Accuracy: 0.957, Validation Accuracy: 0.952, Loss: 0.039 Epoch 39 Batch 27/538 - Train Accuracy: 0.967, Validation Accuracy: 0.950, Loss: 0.026 Epoch 39 Batch 28/538 - Train Accuracy: 0.961, Validation Accuracy: 0.951, Loss: 0.034 Epoch 39 Batch 29/538 - Train Accuracy: 0.965, Validation Accuracy: 0.958, Loss: 0.026 Epoch 39 Batch 30/538 - Train Accuracy: 0.951, Validation Accuracy: 0.958, Loss: 0.045 Epoch 39 Batch 31/538 - Train Accuracy: 0.971, Validation Accuracy: 0.960, Loss: 0.026 Epoch 39 Batch 32/538 - Train Accuracy: 0.964, Validation Accuracy: 0.957, Loss: 0.022 Epoch 39 Batch 33/538 - Train Accuracy: 0.953, Validation Accuracy: 0.952, Loss: 0.039 Epoch 39 Batch 34/538 - Train Accuracy: 0.951, Validation Accuracy: 0.952, Loss: 0.051 Epoch 39 Batch 35/538 - Train Accuracy: 0.967, Validation Accuracy: 0.950, Loss: 0.029 Epoch 39 Batch 36/538 - Train Accuracy: 0.962, Validation Accuracy: 0.951, Loss: 0.032 Epoch 39 Batch 37/538 - Train Accuracy: 0.959, Validation Accuracy: 0.958, Loss: 0.033 Epoch 39 Batch 38/538 - Train Accuracy: 0.950, Validation Accuracy: 0.956, Loss: 0.033 Epoch 39 Batch 39/538 - Train Accuracy: 0.965, Validation Accuracy: 0.954, Loss: 0.035 Epoch 39 Batch 40/538 - Train Accuracy: 0.965, Validation Accuracy: 0.950, Loss: 0.028 Epoch 39 Batch 41/538 - Train Accuracy: 0.967, Validation Accuracy: 0.950, Loss: 0.031 Epoch 39 Batch 42/538 - Train Accuracy: 0.955, Validation Accuracy: 0.952, Loss: 0.037 Epoch 39 Batch 43/538 - Train Accuracy: 0.935, Validation Accuracy: 0.955, Loss: 0.043 Epoch 39 Batch 44/538 - Train Accuracy: 0.963, Validation Accuracy: 0.954, Loss: 0.034 Epoch 39 Batch 45/538 - Train Accuracy: 0.967, Validation Accuracy: 0.961, Loss: 0.039 Epoch 39 Batch 46/538 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.029 Epoch 39 Batch 47/538 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.035 Epoch 39 Batch 48/538 - Train Accuracy: 0.953, Validation Accuracy: 0.962, Loss: 0.046 Epoch 39 Batch 49/538 - Train Accuracy: 0.960, Validation Accuracy: 0.964, Loss: 0.040 Epoch 39 Batch 50/538 - Train Accuracy: 0.953, Validation Accuracy: 0.964, Loss: 0.032 Epoch 39 Batch 51/538 - Train Accuracy: 0.959, Validation Accuracy: 0.958, Loss: 0.046 Epoch 39 Batch 52/538 - Train Accuracy: 0.958, Validation Accuracy: 0.960, Loss: 0.033 Epoch 39 Batch 53/538 - Train Accuracy: 0.940, Validation Accuracy: 0.956, Loss: 0.043 Epoch 39 Batch 54/538 - Train Accuracy: 0.962, Validation Accuracy: 0.952, Loss: 0.033 Epoch 39 Batch 55/538 - Train Accuracy: 0.965, Validation Accuracy: 0.955, Loss: 0.039 Epoch 39 Batch 56/538 - Train Accuracy: 0.961, Validation Accuracy: 0.955, Loss: 0.034 Epoch 39 Batch 57/538 - Train Accuracy: 0.943, Validation Accuracy: 0.958, Loss: 0.043 Epoch 39 Batch 58/538 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.033 Epoch 39 Batch 59/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.032 Epoch 39 Batch 60/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.036 Epoch 39 Batch 61/538 - Train Accuracy: 0.952, Validation Accuracy: 0.967, Loss: 0.037 Epoch 39 Batch 62/538 - Train Accuracy: 0.958, Validation Accuracy: 0.967, Loss: 0.037 Epoch 39 Batch 63/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.029 Epoch 39 Batch 64/538 - Train Accuracy: 0.961, Validation Accuracy: 0.967, Loss: 0.032 Epoch 39 Batch 65/538 - Train Accuracy: 0.954, Validation Accuracy: 0.960, Loss: 0.039 Epoch 39 Batch 66/538 - Train Accuracy: 0.973, Validation Accuracy: 0.958, Loss: 0.025 Epoch 39 Batch 67/538 - Train Accuracy: 0.970, Validation Accuracy: 0.958, Loss: 0.034 Epoch 39 Batch 68/538 - Train Accuracy: 0.957, Validation Accuracy: 0.952, Loss: 0.035 Epoch 39 Batch 69/538 - Train Accuracy: 0.951, Validation Accuracy: 0.955, Loss: 0.031 Epoch 39 Batch 70/538 - Train Accuracy: 0.956, Validation Accuracy: 0.957, Loss: 0.033 Epoch 39 Batch 71/538 - Train Accuracy: 0.967, Validation Accuracy: 0.958, Loss: 0.035 Epoch 39 Batch 72/538 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.055 Epoch 39 Batch 73/538 - Train Accuracy: 0.954, Validation Accuracy: 0.962, Loss: 0.035 Epoch 39 Batch 74/538 - Train Accuracy: 0.968, Validation Accuracy: 0.962, Loss: 0.029 Epoch 39 Batch 75/538 - Train Accuracy: 0.954, Validation Accuracy: 0.959, Loss: 0.038 Epoch 39 Batch 76/538 - Train Accuracy: 0.956, Validation Accuracy: 0.959, Loss: 0.035 Epoch 39 Batch 77/538 - Train Accuracy: 0.956, Validation Accuracy: 0.960, Loss: 0.031 Epoch 39 Batch 78/538 - Train Accuracy: 0.961, Validation Accuracy: 0.965, Loss: 0.039 Epoch 39 Batch 79/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.030 Epoch 39 Batch 80/538 - Train Accuracy: 0.965, Validation Accuracy: 0.960, Loss: 0.033 Epoch 39 Batch 81/538 - Train Accuracy: 0.954, Validation Accuracy: 0.958, Loss: 0.039 Epoch 39 Batch 82/538 - Train Accuracy: 0.961, Validation Accuracy: 0.956, Loss: 0.038 Epoch 39 Batch 83/538 - Train Accuracy: 0.960, Validation Accuracy: 0.951, Loss: 0.041 Epoch 39 Batch 84/538 - Train Accuracy: 0.950, Validation Accuracy: 0.950, Loss: 0.038 Epoch 39 Batch 85/538 - Train Accuracy: 0.964, Validation Accuracy: 0.948, Loss: 0.029 Epoch 39 Batch 86/538 - Train Accuracy: 0.963, Validation Accuracy: 0.951, Loss: 0.028 Epoch 39 Batch 87/538 - Train Accuracy: 0.938, Validation Accuracy: 0.956, Loss: 0.039 Epoch 39 Batch 88/538 - Train Accuracy: 0.955, Validation Accuracy: 0.961, Loss: 0.034 Epoch 39 Batch 89/538 - Train Accuracy: 0.972, Validation Accuracy: 0.957, Loss: 0.031 Epoch 39 Batch 90/538 - Train Accuracy: 0.954, Validation Accuracy: 0.959, Loss: 0.041 Epoch 39 Batch 91/538 - Train Accuracy: 0.952, Validation Accuracy: 0.961, Loss: 0.037 Epoch 39 Batch 92/538 - Train Accuracy: 0.961, Validation Accuracy: 0.968, Loss: 0.041 Epoch 39 Batch 93/538 - Train Accuracy: 0.959, Validation Accuracy: 0.964, Loss: 0.029 Epoch 39 Batch 94/538 - Train Accuracy: 0.955, Validation Accuracy: 0.962, Loss: 0.030 Epoch 39 Batch 95/538 - Train Accuracy: 0.959, Validation Accuracy: 0.962, Loss: 0.038 Epoch 39 Batch 96/538 - Train Accuracy: 0.962, Validation Accuracy: 0.965, Loss: 0.031 Epoch 39 Batch 97/538 - Train Accuracy: 0.963, Validation Accuracy: 0.967, Loss: 0.031 Epoch 39 Batch 98/538 - Train Accuracy: 0.961, Validation Accuracy: 0.960, Loss: 0.039 Epoch 39 Batch 99/538 - Train Accuracy: 0.962, Validation Accuracy: 0.960, Loss: 0.037 Epoch 39 Batch 100/538 - Train Accuracy: 0.963, Validation Accuracy: 0.960, Loss: 0.032 Epoch 39 Batch 101/538 - Train Accuracy: 0.946, Validation Accuracy: 0.959, Loss: 0.044 Epoch 39 Batch 102/538 - Train Accuracy: 0.947, Validation Accuracy: 0.956, Loss: 0.039 Epoch 39 Batch 103/538 - Train Accuracy: 0.960, Validation Accuracy: 0.958, Loss: 0.033 Epoch 39 Batch 104/538 - Train Accuracy: 0.964, Validation Accuracy: 0.960, Loss: 0.032 Epoch 39 Batch 105/538 - Train Accuracy: 0.958, Validation Accuracy: 0.960, Loss: 0.030 Epoch 39 Batch 106/538 - Train Accuracy: 0.960, Validation Accuracy: 0.957, Loss: 0.031 Epoch 39 Batch 107/538 - Train Accuracy: 0.953, Validation Accuracy: 0.957, Loss: 0.036 Epoch 39 Batch 108/538 - Train Accuracy: 0.968, Validation Accuracy: 0.955, Loss: 0.036 Epoch 39 Batch 109/538 - Train Accuracy: 0.954, Validation Accuracy: 0.955, Loss: 0.030 Epoch 39 Batch 110/538 - Train Accuracy: 0.963, Validation Accuracy: 0.952, Loss: 0.030 Epoch 39 Batch 111/538 - Train Accuracy: 0.959, Validation Accuracy: 0.956, Loss: 0.028 Epoch 39 Batch 112/538 - Train Accuracy: 0.950, Validation Accuracy: 0.956, Loss: 0.036 Epoch 39 Batch 113/538 - Train Accuracy: 0.946, Validation Accuracy: 0.957, Loss: 0.041 Epoch 39 Batch 114/538 - Train Accuracy: 0.965, Validation Accuracy: 0.957, Loss: 0.033 Epoch 39 Batch 115/538 - Train Accuracy: 0.968, Validation Accuracy: 0.955, Loss: 0.039 Epoch 39 Batch 116/538 - Train Accuracy: 0.960, Validation Accuracy: 0.962, Loss: 0.043 Epoch 39 Batch 117/538 - Train Accuracy: 0.968, Validation Accuracy: 0.962, Loss: 0.041 Epoch 39 Batch 118/538 - Train Accuracy: 0.974, Validation Accuracy: 0.962, Loss: 0.032 Epoch 39 Batch 119/538 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.028 Epoch 39 Batch 120/538 - Train Accuracy: 0.958, Validation Accuracy: 0.962, Loss: 0.030 Epoch 39 Batch 121/538 - Train Accuracy: 0.962, Validation Accuracy: 0.962, Loss: 0.042 Epoch 39 Batch 122/538 - Train Accuracy: 0.952, Validation Accuracy: 0.965, Loss: 0.037 Epoch 39 Batch 123/538 - Train Accuracy: 0.944, Validation Accuracy: 0.965, Loss: 0.033 Epoch 39 Batch 124/538 - Train Accuracy: 0.957, Validation Accuracy: 0.961, Loss: 0.030 Epoch 39 Batch 125/538 - Train Accuracy: 0.956, Validation Accuracy: 0.959, Loss: 0.040 Epoch 39 Batch 126/538 - Train Accuracy: 0.959, Validation Accuracy: 0.959, Loss: 0.042 Epoch 39 Batch 127/538 - Train Accuracy: 0.946, Validation Accuracy: 0.958, Loss: 0.042 Epoch 39 Batch 128/538 - Train Accuracy: 0.962, Validation Accuracy: 0.959, Loss: 0.033 Epoch 39 Batch 129/538 - Train Accuracy: 0.968, Validation Accuracy: 0.959, Loss: 0.020 Epoch 39 Batch 130/538 - Train Accuracy: 0.956, Validation Accuracy: 0.959, Loss: 0.035 Epoch 39 Batch 131/538 - Train Accuracy: 0.971, Validation Accuracy: 0.959, Loss: 0.027 Epoch 39 Batch 132/538 - Train Accuracy: 0.953, Validation Accuracy: 0.959, Loss: 0.031 Epoch 39 Batch 133/538 - Train Accuracy: 0.950, Validation Accuracy: 0.959, Loss: 0.035 Epoch 39 Batch 134/538 - Train Accuracy: 0.936, Validation Accuracy: 0.961, Loss: 0.045 Epoch 39 Batch 135/538 - Train Accuracy: 0.957, Validation Accuracy: 0.961, Loss: 0.039 Epoch 39 Batch 136/538 - Train Accuracy: 0.958, Validation Accuracy: 0.958, Loss: 0.031 Epoch 39 Batch 137/538 - Train Accuracy: 0.964, Validation Accuracy: 0.958, Loss: 0.037 Epoch 39 Batch 138/538 - Train Accuracy: 0.960, Validation Accuracy: 0.957, Loss: 0.040 Epoch 39 Batch 139/538 - Train Accuracy: 0.958, Validation Accuracy: 0.957, Loss: 0.037 Epoch 39 Batch 140/538 - Train Accuracy: 0.956, Validation Accuracy: 0.957, Loss: 0.047 Epoch 39 Batch 141/538 - Train Accuracy: 0.967, Validation Accuracy: 0.958, Loss: 0.034 Epoch 39 Batch 142/538 - Train Accuracy: 0.958, Validation Accuracy: 0.953, Loss: 0.036 Epoch 39 Batch 143/538 - Train Accuracy: 0.958, Validation Accuracy: 0.959, Loss: 0.045 Epoch 39 Batch 144/538 - Train Accuracy: 0.956, Validation Accuracy: 0.960, Loss: 0.046 Epoch 39 Batch 145/538 - Train Accuracy: 0.951, Validation Accuracy: 0.957, Loss: 0.045 Epoch 39 Batch 146/538 - Train Accuracy: 0.954, Validation Accuracy: 0.957, Loss: 0.035 Epoch 39 Batch 147/538 - Train Accuracy: 0.962, Validation Accuracy: 0.958, Loss: 0.034 Epoch 39 Batch 148/538 - Train Accuracy: 0.950, Validation Accuracy: 0.960, Loss: 0.040 Epoch 39 Batch 149/538 - Train Accuracy: 0.968, Validation Accuracy: 0.957, Loss: 0.030 Epoch 39 Batch 150/538 - Train Accuracy: 0.974, Validation Accuracy: 0.954, Loss: 0.033 Epoch 39 Batch 151/538 - Train Accuracy: 0.955, Validation Accuracy: 0.954, Loss: 0.039 Epoch 39 Batch 152/538 - Train Accuracy: 0.956, Validation Accuracy: 0.955, Loss: 0.035 Epoch 39 Batch 153/538 - Train Accuracy: 0.966, Validation Accuracy: 0.952, Loss: 0.033 Epoch 39 Batch 154/538 - Train Accuracy: 0.967, Validation Accuracy: 0.952, Loss: 0.029 Epoch 39 Batch 155/538 - Train Accuracy: 0.965, Validation Accuracy: 0.954, Loss: 0.033 Epoch 39 Batch 156/538 - Train Accuracy: 0.975, Validation Accuracy: 0.950, Loss: 0.036 Epoch 39 Batch 157/538 - Train Accuracy: 0.965, Validation Accuracy: 0.952, Loss: 0.033 Epoch 39 Batch 158/538 - Train Accuracy: 0.975, Validation Accuracy: 0.956, Loss: 0.029 Epoch 39 Batch 159/538 - Train Accuracy: 0.952, Validation Accuracy: 0.963, Loss: 0.037 Epoch 39 Batch 160/538 - Train Accuracy: 0.940, Validation Accuracy: 0.965, Loss: 0.032 Epoch 39 Batch 161/538 - Train Accuracy: 0.960, Validation Accuracy: 0.967, Loss: 0.035 Epoch 39 Batch 162/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.032 Epoch 39 Batch 163/538 - Train Accuracy: 0.957, Validation Accuracy: 0.965, Loss: 0.040 Epoch 39 Batch 164/538 - Train Accuracy: 0.955, Validation Accuracy: 0.963, Loss: 0.033 Epoch 39 Batch 165/538 - Train Accuracy: 0.960, Validation Accuracy: 0.957, Loss: 0.029 Epoch 39 Batch 166/538 - Train Accuracy: 0.975, Validation Accuracy: 0.958, Loss: 0.031 Epoch 39 Batch 167/538 - Train Accuracy: 0.964, Validation Accuracy: 0.954, Loss: 0.054 Epoch 39 Batch 168/538 - Train Accuracy: 0.945, Validation Accuracy: 0.954, Loss: 0.046 Epoch 39 Batch 169/538 - Train Accuracy: 0.973, Validation Accuracy: 0.954, Loss: 0.030 Epoch 39 Batch 170/538 - Train Accuracy: 0.963, Validation Accuracy: 0.958, Loss: 0.035 Epoch 39 Batch 171/538 - Train Accuracy: 0.943, Validation Accuracy: 0.958, Loss: 0.041 Epoch 39 Batch 172/538 - Train Accuracy: 0.971, Validation Accuracy: 0.959, Loss: 0.030 Epoch 39 Batch 173/538 - Train Accuracy: 0.966, Validation Accuracy: 0.959, Loss: 0.029 Epoch 39 Batch 174/538 - Train Accuracy: 0.964, Validation Accuracy: 0.960, Loss: 0.034 Epoch 39 Batch 175/538 - Train Accuracy: 0.964, Validation Accuracy: 0.960, Loss: 0.033 Epoch 39 Batch 176/538 - Train Accuracy: 0.957, Validation Accuracy: 0.957, Loss: 0.036 Epoch 39 Batch 177/538 - Train Accuracy: 0.974, Validation Accuracy: 0.958, Loss: 0.033 Epoch 39 Batch 178/538 - Train Accuracy: 0.948, Validation Accuracy: 0.953, Loss: 0.035 Epoch 39 Batch 179/538 - Train Accuracy: 0.968, Validation Accuracy: 0.955, Loss: 0.033 Epoch 39 Batch 180/538 - Train Accuracy: 0.957, Validation Accuracy: 0.956, Loss: 0.037 Epoch 39 Batch 181/538 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.036 Epoch 39 Batch 182/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.029 Epoch 39 Batch 183/538 - Train Accuracy: 0.969, Validation Accuracy: 0.958, Loss: 0.029 Epoch 39 Batch 184/538 - Train Accuracy: 0.963, Validation Accuracy: 0.958, Loss: 0.029 Epoch 39 Batch 185/538 - Train Accuracy: 0.975, Validation Accuracy: 0.958, Loss: 0.023 Epoch 39 Batch 186/538 - Train Accuracy: 0.964, Validation Accuracy: 0.956, Loss: 0.037 Epoch 39 Batch 187/538 - Train Accuracy: 0.963, Validation Accuracy: 0.956, Loss: 0.035 Epoch 39 Batch 188/538 - Train Accuracy: 0.958, Validation Accuracy: 0.959, Loss: 0.029 Epoch 39 Batch 189/538 - Train Accuracy: 0.967, Validation Accuracy: 0.956, Loss: 0.040 Epoch 39 Batch 190/538 - Train Accuracy: 0.942, Validation Accuracy: 0.953, Loss: 0.047 Epoch 39 Batch 191/538 - Train Accuracy: 0.964, Validation Accuracy: 0.952, Loss: 0.034 Epoch 39 Batch 192/538 - Train Accuracy: 0.967, Validation Accuracy: 0.951, Loss: 0.034 Epoch 39 Batch 193/538 - Train Accuracy: 0.962, Validation Accuracy: 0.952, Loss: 0.033 Epoch 39 Batch 194/538 - Train Accuracy: 0.943, Validation Accuracy: 0.957, Loss: 0.040 Epoch 39 Batch 195/538 - Train Accuracy: 0.959, Validation Accuracy: 0.954, Loss: 0.041 Epoch 39 Batch 196/538 - Train Accuracy: 0.961, Validation Accuracy: 0.956, Loss: 0.030 Epoch 39 Batch 197/538 - Train Accuracy: 0.971, Validation Accuracy: 0.957, Loss: 0.034 Epoch 39 Batch 198/538 - Train Accuracy: 0.959, Validation Accuracy: 0.957, Loss: 0.037 Epoch 39 Batch 199/538 - Train Accuracy: 0.961, Validation Accuracy: 0.954, Loss: 0.035 Epoch 39 Batch 200/538 - Train Accuracy: 0.968, Validation Accuracy: 0.956, Loss: 0.028 Epoch 39 Batch 201/538 - Train Accuracy: 0.966, Validation Accuracy: 0.955, Loss: 0.042 Epoch 39 Batch 202/538 - Train Accuracy: 0.959, Validation Accuracy: 0.953, Loss: 0.035 Epoch 39 Batch 203/538 - Train Accuracy: 0.965, Validation Accuracy: 0.953, Loss: 0.038 Epoch 39 Batch 204/538 - Train Accuracy: 0.960, Validation Accuracy: 0.953, Loss: 0.045 Epoch 39 Batch 205/538 - Train Accuracy: 0.963, Validation Accuracy: 0.953, Loss: 0.036 Epoch 39 Batch 206/538 - Train Accuracy: 0.960, Validation Accuracy: 0.952, Loss: 0.031 Epoch 39 Batch 207/538 - Train Accuracy: 0.964, Validation Accuracy: 0.952, Loss: 0.038 Epoch 39 Batch 208/538 - Train Accuracy: 0.962, Validation Accuracy: 0.952, Loss: 0.045 Epoch 39 Batch 209/538 - Train Accuracy: 0.963, Validation Accuracy: 0.956, Loss: 0.025 Epoch 39 Batch 210/538 - Train Accuracy: 0.958, Validation Accuracy: 0.958, Loss: 0.040 Epoch 39 Batch 211/538 - Train Accuracy: 0.964, Validation Accuracy: 0.960, Loss: 0.038 Epoch 39 Batch 212/538 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.039 Epoch 39 Batch 213/538 - Train Accuracy: 0.964, Validation Accuracy: 0.958, Loss: 0.034 Epoch 39 Batch 214/538 - Train Accuracy: 0.961, Validation Accuracy: 0.957, Loss: 0.031 Epoch 39 Batch 215/538 - Train Accuracy: 0.964, Validation Accuracy: 0.957, Loss: 0.033 Epoch 39 Batch 216/538 - Train Accuracy: 0.949, Validation Accuracy: 0.957, Loss: 0.041 Epoch 39 Batch 217/538 - Train Accuracy: 0.965, Validation Accuracy: 0.953, Loss: 0.037 Epoch 39 Batch 218/538 - Train Accuracy: 0.963, Validation Accuracy: 0.951, Loss: 0.033 Epoch 39 Batch 219/538 - Train Accuracy: 0.946, Validation Accuracy: 0.951, Loss: 0.036 Epoch 39 Batch 220/538 - Train Accuracy: 0.944, Validation Accuracy: 0.953, Loss: 0.038 Epoch 39 Batch 221/538 - Train Accuracy: 0.965, Validation Accuracy: 0.958, Loss: 0.031 Epoch 39 Batch 222/538 - Train Accuracy: 0.957, Validation Accuracy: 0.961, Loss: 0.029 Epoch 39 Batch 223/538 - Train Accuracy: 0.962, Validation Accuracy: 0.959, Loss: 0.036 Epoch 39 Batch 224/538 - Train Accuracy: 0.956, Validation Accuracy: 0.960, Loss: 0.038 Epoch 39 Batch 225/538 - Train Accuracy: 0.965, Validation Accuracy: 0.960, Loss: 0.035 Epoch 39 Batch 226/538 - Train Accuracy: 0.961, Validation Accuracy: 0.959, Loss: 0.040 Epoch 39 Batch 227/538 - Train Accuracy: 0.949, Validation Accuracy: 0.963, Loss: 0.036 Epoch 39 Batch 228/538 - Train Accuracy: 0.946, Validation Accuracy: 0.960, Loss: 0.035 Epoch 39 Batch 229/538 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.046 Epoch 39 Batch 230/538 - Train Accuracy: 0.951, Validation Accuracy: 0.956, Loss: 0.034 Epoch 39 Batch 231/538 - Train Accuracy: 0.954, Validation Accuracy: 0.958, Loss: 0.042 Epoch 39 Batch 232/538 - Train Accuracy: 0.963, Validation Accuracy: 0.954, Loss: 0.038 Epoch 39 Batch 233/538 - Train Accuracy: 0.964, Validation Accuracy: 0.953, Loss: 0.040 Epoch 39 Batch 234/538 - Train Accuracy: 0.961, Validation Accuracy: 0.956, Loss: 0.037 Epoch 39 Batch 235/538 - Train Accuracy: 0.965, Validation Accuracy: 0.956, Loss: 0.031 Epoch 39 Batch 236/538 - Train Accuracy: 0.957, Validation Accuracy: 0.960, Loss: 0.034 Epoch 39 Batch 237/538 - Train Accuracy: 0.953, Validation Accuracy: 0.960, Loss: 0.027 Epoch 39 Batch 238/538 - Train Accuracy: 0.972, Validation Accuracy: 0.958, Loss: 0.030 Epoch 39 Batch 239/538 - Train Accuracy: 0.964, Validation Accuracy: 0.956, Loss: 0.042 Epoch 39 Batch 240/538 - Train Accuracy: 0.959, Validation Accuracy: 0.956, Loss: 0.032 Epoch 39 Batch 241/538 - Train Accuracy: 0.941, Validation Accuracy: 0.958, Loss: 0.040 Epoch 39 Batch 242/538 - Train Accuracy: 0.967, Validation Accuracy: 0.955, Loss: 0.030 Epoch 39 Batch 243/538 - Train Accuracy: 0.959, Validation Accuracy: 0.955, Loss: 0.037 Epoch 39 Batch 244/538 - Train Accuracy: 0.959, Validation Accuracy: 0.956, Loss: 0.029 Epoch 39 Batch 245/538 - Train Accuracy: 0.950, Validation Accuracy: 0.956, Loss: 0.047 Epoch 39 Batch 246/538 - Train Accuracy: 0.959, Validation Accuracy: 0.954, Loss: 0.024 Epoch 39 Batch 247/538 - Train Accuracy: 0.959, Validation Accuracy: 0.954, Loss: 0.037 Epoch 39 Batch 248/538 - Train Accuracy: 0.958, Validation Accuracy: 0.958, Loss: 0.037 Epoch 39 Batch 249/538 - Train Accuracy: 0.963, Validation Accuracy: 0.953, Loss: 0.027 Epoch 39 Batch 250/538 - Train Accuracy: 0.957, Validation Accuracy: 0.951, Loss: 0.035 Epoch 39 Batch 251/538 - Train Accuracy: 0.963, Validation Accuracy: 0.952, Loss: 0.029 Epoch 39 Batch 252/538 - Train Accuracy: 0.961, Validation Accuracy: 0.960, Loss: 0.030 Epoch 39 Batch 253/538 - Train Accuracy: 0.958, Validation Accuracy: 0.958, Loss: 0.030 Epoch 39 Batch 254/538 - Train Accuracy: 0.958, Validation Accuracy: 0.961, Loss: 0.037 Epoch 39 Batch 255/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.034 Epoch 39 Batch 256/538 - Train Accuracy: 0.953, Validation Accuracy: 0.960, Loss: 0.038 Epoch 39 Batch 257/538 - Train Accuracy: 0.970, Validation Accuracy: 0.960, Loss: 0.037 Epoch 39 Batch 258/538 - Train Accuracy: 0.971, Validation Accuracy: 0.958, Loss: 0.033 Epoch 39 Batch 259/538 - Train Accuracy: 0.976, Validation Accuracy: 0.958, Loss: 0.030 Epoch 39 Batch 260/538 - Train Accuracy: 0.949, Validation Accuracy: 0.956, Loss: 0.038 Epoch 39 Batch 261/538 - Train Accuracy: 0.958, Validation Accuracy: 0.957, Loss: 0.039 Epoch 39 Batch 262/538 - Train Accuracy: 0.969, Validation Accuracy: 0.957, Loss: 0.038 Epoch 39 Batch 263/538 - Train Accuracy: 0.950, Validation Accuracy: 0.957, Loss: 0.032 Epoch 39 Batch 264/538 - Train Accuracy: 0.950, Validation Accuracy: 0.959, Loss: 0.033 Epoch 39 Batch 265/538 - Train Accuracy: 0.940, Validation Accuracy: 0.959, Loss: 0.045 Epoch 39 Batch 266/538 - Train Accuracy: 0.959, Validation Accuracy: 0.957, Loss: 0.039 Epoch 39 Batch 267/538 - Train Accuracy: 0.951, Validation Accuracy: 0.955, Loss: 0.035 Epoch 39 Batch 268/538 - Train Accuracy: 0.960, Validation Accuracy: 0.954, Loss: 0.029 Epoch 39 Batch 269/538 - Train Accuracy: 0.967, Validation Accuracy: 0.952, Loss: 0.034 Epoch 39 Batch 270/538 - Train Accuracy: 0.956, Validation Accuracy: 0.954, Loss: 0.037 Epoch 39 Batch 271/538 - Train Accuracy: 0.964, Validation Accuracy: 0.959, Loss: 0.030 Epoch 39 Batch 272/538 - Train Accuracy: 0.958, Validation Accuracy: 0.961, Loss: 0.037 Epoch 39 Batch 273/538 - Train Accuracy: 0.954, Validation Accuracy: 0.958, Loss: 0.041 Epoch 39 Batch 274/538 - Train Accuracy: 0.948, Validation Accuracy: 0.958, Loss: 0.036 Epoch 39 Batch 275/538 - Train Accuracy: 0.956, Validation Accuracy: 0.956, Loss: 0.044 Epoch 39 Batch 276/538 - Train Accuracy: 0.959, Validation Accuracy: 0.956, Loss: 0.040 Epoch 39 Batch 277/538 - Train Accuracy: 0.963, Validation Accuracy: 0.954, Loss: 0.028 Epoch 39 Batch 278/538 - Train Accuracy: 0.960, Validation Accuracy: 0.950, Loss: 0.032 Epoch 39 Batch 279/538 - Train Accuracy: 0.956, Validation Accuracy: 0.952, Loss: 0.035 Epoch 39 Batch 280/538 - Train Accuracy: 0.959, Validation Accuracy: 0.955, Loss: 0.034 Epoch 39 Batch 281/538 - Train Accuracy: 0.959, Validation Accuracy: 0.957, Loss: 0.039 Epoch 39 Batch 282/538 - Train Accuracy: 0.964, Validation Accuracy: 0.959, Loss: 0.036 Epoch 39 Batch 283/538 - Train Accuracy: 0.965, Validation Accuracy: 0.959, Loss: 0.036 Epoch 39 Batch 284/538 - Train Accuracy: 0.958, Validation Accuracy: 0.959, Loss: 0.041 Epoch 39 Batch 285/538 - Train Accuracy: 0.965, Validation Accuracy: 0.959, Loss: 0.031 Epoch 39 Batch 286/538 - Train Accuracy: 0.954, Validation Accuracy: 0.959, Loss: 0.041 Epoch 39 Batch 287/538 - Train Accuracy: 0.966, Validation Accuracy: 0.962, Loss: 0.028 Epoch 39 Batch 288/538 - Train Accuracy: 0.957, Validation Accuracy: 0.961, Loss: 0.034 Epoch 39 Batch 289/538 - Train Accuracy: 0.965, Validation Accuracy: 0.959, Loss: 0.031 Epoch 39 Batch 290/538 - Train Accuracy: 0.968, Validation Accuracy: 0.962, Loss: 0.033 Epoch 39 Batch 291/538 - Train Accuracy: 0.968, Validation Accuracy: 0.960, Loss: 0.037 Epoch 39 Batch 292/538 - Train Accuracy: 0.971, Validation Accuracy: 0.960, Loss: 0.028 Epoch 39 Batch 293/538 - Train Accuracy: 0.962, Validation Accuracy: 0.963, Loss: 0.032 Epoch 39 Batch 294/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.031 Epoch 39 Batch 295/538 - Train Accuracy: 0.969, Validation Accuracy: 0.960, Loss: 0.029 Epoch 39 Batch 296/538 - Train Accuracy: 0.958, Validation Accuracy: 0.960, Loss: 0.043 Epoch 39 Batch 297/538 - Train Accuracy: 0.964, Validation Accuracy: 0.956, Loss: 0.032 Epoch 39 Batch 298/538 - Train Accuracy: 0.962, Validation Accuracy: 0.956, Loss: 0.035 Epoch 39 Batch 299/538 - Train Accuracy: 0.957, Validation Accuracy: 0.956, Loss: 0.042 Epoch 39 Batch 300/538 - Train Accuracy: 0.961, Validation Accuracy: 0.955, Loss: 0.035 Epoch 39 Batch 301/538 - Train Accuracy: 0.968, Validation Accuracy: 0.957, Loss: 0.041 Epoch 39 Batch 302/538 - Train Accuracy: 0.965, Validation Accuracy: 0.959, Loss: 0.031 Epoch 39 Batch 303/538 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.034 Epoch 39 Batch 304/538 - Train Accuracy: 0.962, Validation Accuracy: 0.964, Loss: 0.042 Epoch 39 Batch 305/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.028 Epoch 39 Batch 306/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.035 Epoch 39 Batch 307/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.032 Epoch 39 Batch 308/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.032 Epoch 39 Batch 309/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.027 Epoch 39 Batch 310/538 - Train Accuracy: 0.965, Validation Accuracy: 0.962, Loss: 0.039 Epoch 39 Batch 311/538 - Train Accuracy: 0.954, Validation Accuracy: 0.957, Loss: 0.041 Epoch 39 Batch 312/538 - Train Accuracy: 0.962, Validation Accuracy: 0.951, Loss: 0.039 Epoch 39 Batch 313/538 - Train Accuracy: 0.963, Validation Accuracy: 0.956, Loss: 0.034 Epoch 39 Batch 314/538 - Train Accuracy: 0.960, Validation Accuracy: 0.959, Loss: 0.041 Epoch 39 Batch 315/538 - Train Accuracy: 0.964, Validation Accuracy: 0.959, Loss: 0.036 Epoch 39 Batch 316/538 - Train Accuracy: 0.959, Validation Accuracy: 0.962, Loss: 0.030 Epoch 39 Batch 317/538 - Train Accuracy: 0.957, Validation Accuracy: 0.962, Loss: 0.035 Epoch 39 Batch 318/538 - Train Accuracy: 0.955, Validation Accuracy: 0.964, Loss: 0.031 Epoch 39 Batch 319/538 - Train Accuracy: 0.961, Validation Accuracy: 0.962, Loss: 0.037 Epoch 39 Batch 320/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.036 Epoch 39 Batch 321/538 - Train Accuracy: 0.956, Validation Accuracy: 0.963, Loss: 0.030 Epoch 39 Batch 322/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.031 Epoch 39 Batch 323/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.029 Epoch 39 Batch 324/538 - Train Accuracy: 0.964, Validation Accuracy: 0.962, Loss: 0.032 Epoch 39 Batch 325/538 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.030 Epoch 39 Batch 326/538 - Train Accuracy: 0.970, Validation Accuracy: 0.960, Loss: 0.033 Epoch 39 Batch 327/538 - Train Accuracy: 0.954, Validation Accuracy: 0.960, Loss: 0.041 Epoch 39 Batch 328/538 - Train Accuracy: 0.968, Validation Accuracy: 0.960, Loss: 0.031 Epoch 39 Batch 329/538 - Train Accuracy: 0.969, Validation Accuracy: 0.962, Loss: 0.031 Epoch 39 Batch 330/538 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.029 Epoch 39 Batch 331/538 - Train Accuracy: 0.965, Validation Accuracy: 0.962, Loss: 0.039 Epoch 39 Batch 332/538 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.037 Epoch 39 Batch 333/538 - Train Accuracy: 0.965, Validation Accuracy: 0.962, Loss: 0.040 Epoch 39 Batch 334/538 - Train Accuracy: 0.962, Validation Accuracy: 0.956, Loss: 0.030 Epoch 39 Batch 335/538 - Train Accuracy: 0.961, Validation Accuracy: 0.957, Loss: 0.037 Epoch 39 Batch 336/538 - Train Accuracy: 0.953, Validation Accuracy: 0.960, Loss: 0.035 Epoch 39 Batch 337/538 - Train Accuracy: 0.957, Validation Accuracy: 0.960, Loss: 0.032 Epoch 39 Batch 338/538 - Train Accuracy: 0.970, Validation Accuracy: 0.960, Loss: 0.035 Epoch 39 Batch 339/538 - Train Accuracy: 0.956, Validation Accuracy: 0.960, Loss: 0.033 Epoch 39 Batch 340/538 - Train Accuracy: 0.961, Validation Accuracy: 0.960, Loss: 0.036 Epoch 39 Batch 341/538 - Train Accuracy: 0.953, Validation Accuracy: 0.958, Loss: 0.032 Epoch 39 Batch 342/538 - Train Accuracy: 0.961, Validation Accuracy: 0.956, Loss: 0.036 Epoch 39 Batch 343/538 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.039 Epoch 39 Batch 344/538 - Train Accuracy: 0.960, Validation Accuracy: 0.961, Loss: 0.027 Epoch 39 Batch 345/538 - Train Accuracy: 0.963, Validation Accuracy: 0.956, Loss: 0.033 Epoch 39 Batch 346/538 - Train Accuracy: 0.956, Validation Accuracy: 0.956, Loss: 0.038 Epoch 39 Batch 347/538 - Train Accuracy: 0.976, Validation Accuracy: 0.950, Loss: 0.032 Epoch 39 Batch 348/538 - Train Accuracy: 0.948, Validation Accuracy: 0.950, Loss: 0.034 Epoch 39 Batch 349/538 - Train Accuracy: 0.973, Validation Accuracy: 0.952, Loss: 0.026 Epoch 39 Batch 350/538 - Train Accuracy: 0.960, Validation Accuracy: 0.955, Loss: 0.042 Epoch 39 Batch 351/538 - Train Accuracy: 0.954, Validation Accuracy: 0.957, Loss: 0.036 Epoch 39 Batch 352/538 - Train Accuracy: 0.958, Validation Accuracy: 0.955, Loss: 0.051 Epoch 39 Batch 353/538 - Train Accuracy: 0.959, Validation Accuracy: 0.957, Loss: 0.041 Epoch 39 Batch 354/538 - Train Accuracy: 0.956, Validation Accuracy: 0.955, Loss: 0.033 Epoch 39 Batch 355/538 - Train Accuracy: 0.966, Validation Accuracy: 0.957, Loss: 0.040 Epoch 39 Batch 356/538 - Train Accuracy: 0.956, Validation Accuracy: 0.957, Loss: 0.034 Epoch 39 Batch 357/538 - Train Accuracy: 0.962, Validation Accuracy: 0.962, Loss: 0.035 Epoch 39 Batch 358/538 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.033 Epoch 39 Batch 359/538 - Train Accuracy: 0.959, Validation Accuracy: 0.961, Loss: 0.045 Epoch 39 Batch 360/538 - Train Accuracy: 0.962, Validation Accuracy: 0.957, Loss: 0.034 Epoch 39 Batch 361/538 - Train Accuracy: 0.970, Validation Accuracy: 0.954, Loss: 0.037 Epoch 39 Batch 362/538 - Train Accuracy: 0.969, Validation Accuracy: 0.953, Loss: 0.030 Epoch 39 Batch 363/538 - Train Accuracy: 0.958, Validation Accuracy: 0.956, Loss: 0.036 Epoch 39 Batch 364/538 - Train Accuracy: 0.956, Validation Accuracy: 0.958, Loss: 0.041 Epoch 39 Batch 365/538 - Train Accuracy: 0.957, Validation Accuracy: 0.959, Loss: 0.035 Epoch 39 Batch 366/538 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.035 Epoch 39 Batch 367/538 - Train Accuracy: 0.967, Validation Accuracy: 0.962, Loss: 0.023 Epoch 39 Batch 368/538 - Train Accuracy: 0.972, Validation Accuracy: 0.962, Loss: 0.027 Epoch 39 Batch 369/538 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.026 Epoch 39 Batch 370/538 - Train Accuracy: 0.957, Validation Accuracy: 0.964, Loss: 0.042 Epoch 39 Batch 371/538 - Train Accuracy: 0.976, Validation Accuracy: 0.963, Loss: 0.036 Epoch 39 Batch 372/538 - Train Accuracy: 0.959, Validation Accuracy: 0.961, Loss: 0.031 Epoch 39 Batch 373/538 - Train Accuracy: 0.964, Validation Accuracy: 0.961, Loss: 0.031 Epoch 39 Batch 374/538 - Train Accuracy: 0.963, Validation Accuracy: 0.961, Loss: 0.036 Epoch 39 Batch 375/538 - Train Accuracy: 0.975, Validation Accuracy: 0.958, Loss: 0.034 Epoch 39 Batch 376/538 - Train Accuracy: 0.964, Validation Accuracy: 0.962, Loss: 0.041 Epoch 39 Batch 377/538 - Train Accuracy: 0.957, Validation Accuracy: 0.962, Loss: 0.034 Epoch 39 Batch 378/538 - Train Accuracy: 0.956, Validation Accuracy: 0.957, Loss: 0.027 Epoch 39 Batch 379/538 - Train Accuracy: 0.967, Validation Accuracy: 0.961, Loss: 0.034 Epoch 39 Batch 380/538 - Train Accuracy: 0.971, Validation Accuracy: 0.961, Loss: 0.026 Epoch 39 Batch 381/538 - Train Accuracy: 0.966, Validation Accuracy: 0.959, Loss: 0.029 Epoch 39 Batch 382/538 - Train Accuracy: 0.943, Validation Accuracy: 0.958, Loss: 0.046 Epoch 39 Batch 383/538 - Train Accuracy: 0.965, Validation Accuracy: 0.958, Loss: 0.029 Epoch 39 Batch 384/538 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.035 Epoch 39 Batch 385/538 - Train Accuracy: 0.961, Validation Accuracy: 0.960, Loss: 0.032 Epoch 39 Batch 386/538 - Train Accuracy: 0.968, Validation Accuracy: 0.960, Loss: 0.037 Epoch 39 Batch 387/538 - Train Accuracy: 0.962, Validation Accuracy: 0.964, Loss: 0.028 Epoch 39 Batch 388/538 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.032 Epoch 39 Batch 389/538 - Train Accuracy: 0.954, Validation Accuracy: 0.960, Loss: 0.048 Epoch 39 Batch 390/538 - Train Accuracy: 0.964, Validation Accuracy: 0.960, Loss: 0.028 Epoch 39 Batch 391/538 - Train Accuracy: 0.961, Validation Accuracy: 0.958, Loss: 0.030 Epoch 39 Batch 392/538 - Train Accuracy: 0.969, Validation Accuracy: 0.955, Loss: 0.033 Epoch 39 Batch 393/538 - Train Accuracy: 0.971, Validation Accuracy: 0.958, Loss: 0.029 Epoch 39 Batch 394/538 - Train Accuracy: 0.954, Validation Accuracy: 0.953, Loss: 0.038 Epoch 39 Batch 395/538 - Train Accuracy: 0.949, Validation Accuracy: 0.960, Loss: 0.036 Epoch 39 Batch 396/538 - Train Accuracy: 0.962, Validation Accuracy: 0.961, Loss: 0.032 Epoch 39 Batch 397/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.034 Epoch 39 Batch 398/538 - Train Accuracy: 0.966, Validation Accuracy: 0.959, Loss: 0.037 Epoch 39 Batch 399/538 - Train Accuracy: 0.968, Validation Accuracy: 0.958, Loss: 0.034 Epoch 39 Batch 400/538 - Train Accuracy: 0.968, Validation Accuracy: 0.958, Loss: 0.039 Epoch 39 Batch 401/538 - Train Accuracy: 0.968, Validation Accuracy: 0.960, Loss: 0.031 Epoch 39 Batch 402/538 - Train Accuracy: 0.974, Validation Accuracy: 0.958, Loss: 0.037 Epoch 39 Batch 403/538 - Train Accuracy: 0.968, Validation Accuracy: 0.958, Loss: 0.033 Epoch 39 Batch 404/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.038 Epoch 39 Batch 405/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.034 Epoch 39 Batch 406/538 - Train Accuracy: 0.964, Validation Accuracy: 0.961, Loss: 0.034 Epoch 39 Batch 407/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.033 Epoch 39 Batch 408/538 - Train Accuracy: 0.947, Validation Accuracy: 0.959, Loss: 0.040 Epoch 39 Batch 409/538 - Train Accuracy: 0.953, Validation Accuracy: 0.958, Loss: 0.039 Epoch 39 Batch 410/538 - Train Accuracy: 0.971, Validation Accuracy: 0.958, Loss: 0.036 Epoch 39 Batch 411/538 - Train Accuracy: 0.964, Validation Accuracy: 0.961, Loss: 0.034 Epoch 39 Batch 412/538 - Train Accuracy: 0.971, Validation Accuracy: 0.960, Loss: 0.031 Epoch 39 Batch 413/538 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.036 Epoch 39 Batch 414/538 - Train Accuracy: 0.945, Validation Accuracy: 0.958, Loss: 0.050 Epoch 39 Batch 415/538 - Train Accuracy: 0.954, Validation Accuracy: 0.955, Loss: 0.031 Epoch 39 Batch 416/538 - Train Accuracy: 0.964, Validation Accuracy: 0.956, Loss: 0.032 Epoch 39 Batch 417/538 - Train Accuracy: 0.974, Validation Accuracy: 0.956, Loss: 0.032 Epoch 39 Batch 418/538 - Train Accuracy: 0.956, Validation Accuracy: 0.960, Loss: 0.038 Epoch 39 Batch 419/538 - Train Accuracy: 0.961, Validation Accuracy: 0.959, Loss: 0.030 Epoch 39 Batch 420/538 - Train Accuracy: 0.958, Validation Accuracy: 0.959, Loss: 0.035 Epoch 39 Batch 421/538 - Train Accuracy: 0.963, Validation Accuracy: 0.959, Loss: 0.026 Epoch 39 Batch 422/538 - Train Accuracy: 0.957, Validation Accuracy: 0.956, Loss: 0.035 Epoch 39 Batch 423/538 - Train Accuracy: 0.971, Validation Accuracy: 0.956, Loss: 0.033 Epoch 39 Batch 424/538 - Train Accuracy: 0.964, Validation Accuracy: 0.957, Loss: 0.037 Epoch 39 Batch 425/538 - Train Accuracy: 0.963, Validation Accuracy: 0.952, Loss: 0.055 Epoch 39 Batch 426/538 - Train Accuracy: 0.965, Validation Accuracy: 0.952, Loss: 0.038 Epoch 39 Batch 427/538 - Train Accuracy: 0.956, Validation Accuracy: 0.952, Loss: 0.035 Epoch 39 Batch 428/538 - Train Accuracy: 0.961, Validation Accuracy: 0.959, Loss: 0.032 Epoch 39 Batch 429/538 - Train Accuracy: 0.980, Validation Accuracy: 0.961, Loss: 0.032 Epoch 39 Batch 430/538 - Train Accuracy: 0.956, Validation Accuracy: 0.965, Loss: 0.032 Epoch 39 Batch 431/538 - Train Accuracy: 0.963, Validation Accuracy: 0.966, Loss: 0.035 Epoch 39 Batch 432/538 - Train Accuracy: 0.959, Validation Accuracy: 0.967, Loss: 0.037 Epoch 39 Batch 433/538 - Train Accuracy: 0.941, Validation Accuracy: 0.964, Loss: 0.053 Epoch 39 Batch 434/538 - Train Accuracy: 0.959, Validation Accuracy: 0.964, Loss: 0.035 Epoch 39 Batch 435/538 - Train Accuracy: 0.960, Validation Accuracy: 0.964, Loss: 0.037 Epoch 39 Batch 436/538 - Train Accuracy: 0.964, Validation Accuracy: 0.962, Loss: 0.038 Epoch 39 Batch 437/538 - Train Accuracy: 0.975, Validation Accuracy: 0.958, Loss: 0.037 Epoch 39 Batch 438/538 - Train Accuracy: 0.970, Validation Accuracy: 0.959, Loss: 0.031 Epoch 39 Batch 439/538 - Train Accuracy: 0.971, Validation Accuracy: 0.958, Loss: 0.036 Epoch 39 Batch 440/538 - Train Accuracy: 0.967, Validation Accuracy: 0.958, Loss: 0.033 Epoch 39 Batch 441/538 - Train Accuracy: 0.949, Validation Accuracy: 0.960, Loss: 0.043 Epoch 39 Batch 442/538 - Train Accuracy: 0.960, Validation Accuracy: 0.960, Loss: 0.030 Epoch 39 Batch 443/538 - Train Accuracy: 0.964, Validation Accuracy: 0.962, Loss: 0.035 Epoch 39 Batch 444/538 - Train Accuracy: 0.962, Validation Accuracy: 0.962, Loss: 0.034 Epoch 39 Batch 445/538 - Train Accuracy: 0.960, Validation Accuracy: 0.963, Loss: 0.034 Epoch 39 Batch 446/538 - Train Accuracy: 0.962, Validation Accuracy: 0.963, Loss: 0.032 Epoch 39 Batch 447/538 - Train Accuracy: 0.961, Validation Accuracy: 0.962, Loss: 0.032 Epoch 39 Batch 448/538 - Train Accuracy: 0.964, Validation Accuracy: 0.961, Loss: 0.028 Epoch 39 Batch 449/538 - Train Accuracy: 0.965, Validation Accuracy: 0.958, Loss: 0.036 Epoch 39 Batch 450/538 - Train Accuracy: 0.961, Validation Accuracy: 0.956, Loss: 0.043 Epoch 39 Batch 451/538 - Train Accuracy: 0.946, Validation Accuracy: 0.955, Loss: 0.033 Epoch 39 Batch 452/538 - Train Accuracy: 0.969, Validation Accuracy: 0.954, Loss: 0.032 Epoch 39 Batch 453/538 - Train Accuracy: 0.958, Validation Accuracy: 0.954, Loss: 0.036 Epoch 39 Batch 454/538 - Train Accuracy: 0.957, Validation Accuracy: 0.955, Loss: 0.046 Epoch 39 Batch 455/538 - Train Accuracy: 0.961, Validation Accuracy: 0.955, Loss: 0.037 Epoch 39 Batch 456/538 - Train Accuracy: 0.964, Validation Accuracy: 0.958, Loss: 0.062 Epoch 39 Batch 457/538 - Train Accuracy: 0.965, Validation Accuracy: 0.953, Loss: 0.027 Epoch 39 Batch 458/538 - Train Accuracy: 0.965, Validation Accuracy: 0.956, Loss: 0.033 Epoch 39 Batch 459/538 - Train Accuracy: 0.968, Validation Accuracy: 0.956, Loss: 0.031 Epoch 39 Batch 460/538 - Train Accuracy: 0.958, Validation Accuracy: 0.960, Loss: 0.037 Epoch 39 Batch 461/538 - Train Accuracy: 0.970, Validation Accuracy: 0.960, Loss: 0.031 Epoch 39 Batch 462/538 - Train Accuracy: 0.957, Validation Accuracy: 0.962, Loss: 0.035 Epoch 39 Batch 463/538 - Train Accuracy: 0.941, Validation Accuracy: 0.962, Loss: 0.039 Epoch 39 Batch 464/538 - Train Accuracy: 0.966, Validation Accuracy: 0.957, Loss: 0.029 Epoch 39 Batch 465/538 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.031 Epoch 39 Batch 466/538 - Train Accuracy: 0.960, Validation Accuracy: 0.964, Loss: 0.033 Epoch 39 Batch 467/538 - Train Accuracy: 0.964, Validation Accuracy: 0.965, Loss: 0.033 Epoch 39 Batch 468/538 - Train Accuracy: 0.976, Validation Accuracy: 0.965, Loss: 0.044 Epoch 39 Batch 469/538 - Train Accuracy: 0.953, Validation Accuracy: 0.967, Loss: 0.030 Epoch 39 Batch 470/538 - Train Accuracy: 0.961, Validation Accuracy: 0.965, Loss: 0.033 Epoch 39 Batch 471/538 - Train Accuracy: 0.975, Validation Accuracy: 0.961, Loss: 0.026 Epoch 39 Batch 472/538 - Train Accuracy: 0.982, Validation Accuracy: 0.963, Loss: 0.027 Epoch 39 Batch 473/538 - Train Accuracy: 0.955, Validation Accuracy: 0.956, Loss: 0.038 Epoch 39 Batch 474/538 - Train Accuracy: 0.961, Validation Accuracy: 0.956, Loss: 0.029 Epoch 39 Batch 475/538 - Train Accuracy: 0.962, Validation Accuracy: 0.957, Loss: 0.030 Epoch 39 Batch 476/538 - Train Accuracy: 0.969, Validation Accuracy: 0.957, Loss: 0.036 Epoch 39 Batch 477/538 - Train Accuracy: 0.959, Validation Accuracy: 0.966, Loss: 0.041 Epoch 39 Batch 478/538 - Train Accuracy: 0.974, Validation Accuracy: 0.963, Loss: 0.024 Epoch 39 Batch 479/538 - Train Accuracy: 0.963, Validation Accuracy: 0.960, Loss: 0.030 Epoch 39 Batch 480/538 - Train Accuracy: 0.953, Validation Accuracy: 0.959, Loss: 0.039 Epoch 39 Batch 481/538 - Train Accuracy: 0.967, Validation Accuracy: 0.960, Loss: 0.035 Epoch 39 Batch 482/538 - Train Accuracy: 0.954, Validation Accuracy: 0.960, Loss: 0.034 Epoch 39 Batch 483/538 - Train Accuracy: 0.946, Validation Accuracy: 0.962, Loss: 0.043 Epoch 39 Batch 484/538 - Train Accuracy: 0.958, Validation Accuracy: 0.956, Loss: 0.038 Epoch 39 Batch 485/538 - Train Accuracy: 0.954, Validation Accuracy: 0.960, Loss: 0.036 Epoch 39 Batch 486/538 - Train Accuracy: 0.969, Validation Accuracy: 0.960, Loss: 0.029 Epoch 39 Batch 487/538 - Train Accuracy: 0.967, Validation Accuracy: 0.955, Loss: 0.032 Epoch 39 Batch 488/538 - Train Accuracy: 0.973, Validation Accuracy: 0.953, Loss: 0.027 Epoch 39 Batch 489/538 - Train Accuracy: 0.961, Validation Accuracy: 0.962, Loss: 0.029 Epoch 39 Batch 490/538 - Train Accuracy: 0.950, Validation Accuracy: 0.960, Loss: 0.042 Epoch 39 Batch 491/538 - Train Accuracy: 0.953, Validation Accuracy: 0.960, Loss: 0.036 Epoch 39 Batch 492/538 - Train Accuracy: 0.961, Validation Accuracy: 0.964, Loss: 0.034 Epoch 39 Batch 493/538 - Train Accuracy: 0.954, Validation Accuracy: 0.966, Loss: 0.037 Epoch 39 Batch 494/538 - Train Accuracy: 0.964, Validation Accuracy: 0.968, Loss: 0.040 Epoch 39 Batch 495/538 - Train Accuracy: 0.963, Validation Accuracy: 0.968, Loss: 0.038 Epoch 39 Batch 496/538 - Train Accuracy: 0.960, Validation Accuracy: 0.966, Loss: 0.031 Epoch 39 Batch 497/538 - Train Accuracy: 0.959, Validation Accuracy: 0.966, Loss: 0.038 Epoch 39 Batch 498/538 - Train Accuracy: 0.956, Validation Accuracy: 0.962, Loss: 0.032 Epoch 39 Batch 499/538 - Train Accuracy: 0.953, Validation Accuracy: 0.957, Loss: 0.037 Epoch 39 Batch 500/538 - Train Accuracy: 0.975, Validation Accuracy: 0.955, Loss: 0.025 Epoch 39 Batch 501/538 - Train Accuracy: 0.966, Validation Accuracy: 0.955, Loss: 0.035 Epoch 39 Batch 502/538 - Train Accuracy: 0.951, Validation Accuracy: 0.955, Loss: 0.030 Epoch 39 Batch 503/538 - Train Accuracy: 0.971, Validation Accuracy: 0.955, Loss: 0.034 Epoch 39 Batch 504/538 - Train Accuracy: 0.973, Validation Accuracy: 0.957, Loss: 0.029 Epoch 39 Batch 505/538 - Train Accuracy: 0.956, Validation Accuracy: 0.955, Loss: 0.028 Epoch 39 Batch 506/538 - Train Accuracy: 0.957, Validation Accuracy: 0.958, Loss: 0.033 Epoch 39 Batch 507/538 - Train Accuracy: 0.967, Validation Accuracy: 0.960, Loss: 0.041 Epoch 39 Batch 508/538 - Train Accuracy: 0.963, Validation Accuracy: 0.960, Loss: 0.037 Epoch 39 Batch 509/538 - Train Accuracy: 0.960, Validation Accuracy: 0.960, Loss: 0.035 Epoch 39 Batch 510/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.026 Epoch 39 Batch 511/538 - Train Accuracy: 0.943, Validation Accuracy: 0.961, Loss: 0.043 Epoch 39 Batch 512/538 - Train Accuracy: 0.961, Validation Accuracy: 0.960, Loss: 0.035 Epoch 39 Batch 513/538 - Train Accuracy: 0.952, Validation Accuracy: 0.960, Loss: 0.031 Epoch 39 Batch 514/538 - Train Accuracy: 0.957, Validation Accuracy: 0.960, Loss: 0.033 Epoch 39 Batch 515/538 - Train Accuracy: 0.961, Validation Accuracy: 0.960, Loss: 0.039 Epoch 39 Batch 516/538 - Train Accuracy: 0.960, Validation Accuracy: 0.960, Loss: 0.035 Epoch 39 Batch 517/538 - Train Accuracy: 0.970, Validation Accuracy: 0.960, Loss: 0.029 Epoch 39 Batch 518/538 - Train Accuracy: 0.951, Validation Accuracy: 0.956, Loss: 0.040 Epoch 39 Batch 519/538 - Train Accuracy: 0.974, Validation Accuracy: 0.958, Loss: 0.031 Epoch 39 Batch 520/538 - Train Accuracy: 0.950, Validation Accuracy: 0.960, Loss: 0.040 Epoch 39 Batch 521/538 - Train Accuracy: 0.969, Validation Accuracy: 0.959, Loss: 0.042 Epoch 39 Batch 522/538 - Train Accuracy: 0.960, Validation Accuracy: 0.962, Loss: 0.035 Epoch 39 Batch 523/538 - Train Accuracy: 0.966, Validation Accuracy: 0.957, Loss: 0.044 Epoch 39 Batch 524/538 - Train Accuracy: 0.966, Validation Accuracy: 0.957, Loss: 0.034 Epoch 39 Batch 525/538 - Train Accuracy: 0.960, Validation Accuracy: 0.960, Loss: 0.036 Epoch 39 Batch 526/538 - Train Accuracy: 0.955, Validation Accuracy: 0.963, Loss: 0.037 Epoch 39 Batch 527/538 - Train Accuracy: 0.967, Validation Accuracy: 0.959, Loss: 0.038 Epoch 39 Batch 528/538 - Train Accuracy: 0.966, Validation Accuracy: 0.958, Loss: 0.040 Epoch 39 Batch 529/538 - Train Accuracy: 0.958, Validation Accuracy: 0.953, Loss: 0.047 Epoch 39 Batch 530/538 - Train Accuracy: 0.963, Validation Accuracy: 0.958, Loss: 0.045 Epoch 39 Batch 531/538 - Train Accuracy: 0.963, Validation Accuracy: 0.957, Loss: 0.043 Epoch 39 Batch 532/538 - Train Accuracy: 0.953, Validation Accuracy: 0.952, Loss: 0.037 Epoch 39 Batch 533/538 - Train Accuracy: 0.955, Validation Accuracy: 0.946, Loss: 0.037 Epoch 39 Batch 534/538 - Train Accuracy: 0.954, Validation Accuracy: 0.949, Loss: 0.031 Epoch 39 Batch 535/538 - Train Accuracy: 0.962, Validation Accuracy: 0.948, Loss: 0.039 Epoch 39 Batch 536/538 - Train Accuracy: 0.964, Validation Accuracy: 0.958, Loss: 0.048 Epoch 40 Batch 0/538 - Train Accuracy: 0.978, Validation Accuracy: 0.953, Loss: 0.034 Epoch 40 Batch 1/538 - Train Accuracy: 0.970, Validation Accuracy: 0.954, Loss: 0.034 Epoch 40 Batch 2/538 - Train Accuracy: 0.967, Validation Accuracy: 0.952, Loss: 0.043 Epoch 40 Batch 3/538 - Train Accuracy: 0.966, Validation Accuracy: 0.953, Loss: 0.030 Epoch 40 Batch 4/538 - Train Accuracy: 0.968, Validation Accuracy: 0.955, Loss: 0.043 Epoch 40 Batch 5/538 - Train Accuracy: 0.957, Validation Accuracy: 0.955, Loss: 0.036 Epoch 40 Batch 6/538 - Train Accuracy: 0.959, Validation Accuracy: 0.952, Loss: 0.037 Epoch 40 Batch 7/538 - Train Accuracy: 0.971, Validation Accuracy: 0.950, Loss: 0.039 Epoch 40 Batch 8/538 - Train Accuracy: 0.973, Validation Accuracy: 0.952, Loss: 0.035 Epoch 40 Batch 9/538 - Train Accuracy: 0.954, Validation Accuracy: 0.951, Loss: 0.030 Epoch 40 Batch 10/538 - Train Accuracy: 0.962, Validation Accuracy: 0.949, Loss: 0.035 Epoch 40 Batch 11/538 - Train Accuracy: 0.951, Validation Accuracy: 0.944, Loss: 0.038 Epoch 40 Batch 12/538 - Train Accuracy: 0.958, Validation Accuracy: 0.941, Loss: 0.038 Epoch 40 Batch 13/538 - Train Accuracy: 0.961, Validation Accuracy: 0.944, Loss: 0.036 Epoch 40 Batch 14/538 - Train Accuracy: 0.955, Validation Accuracy: 0.944, Loss: 0.037 Epoch 40 Batch 15/538 - Train Accuracy: 0.968, Validation Accuracy: 0.947, Loss: 0.037 Epoch 40 Batch 16/538 - Train Accuracy: 0.960, Validation Accuracy: 0.950, Loss: 0.033 Epoch 40 Batch 17/538 - Train Accuracy: 0.965, Validation Accuracy: 0.955, Loss: 0.040 Epoch 40 Batch 18/538 - Train Accuracy: 0.971, Validation Accuracy: 0.955, Loss: 0.039 Epoch 40 Batch 19/538 - Train Accuracy: 0.968, Validation Accuracy: 0.957, Loss: 0.038 Epoch 40 Batch 20/538 - Train Accuracy: 0.963, Validation Accuracy: 0.963, Loss: 0.036 Epoch 40 Batch 21/538 - Train Accuracy: 0.977, Validation Accuracy: 0.959, Loss: 0.022 Epoch 40 Batch 22/538 - Train Accuracy: 0.953, Validation Accuracy: 0.959, Loss: 0.042 Epoch 40 Batch 23/538 - Train Accuracy: 0.958, Validation Accuracy: 0.961, Loss: 0.044 Epoch 40 Batch 24/538 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.037 Epoch 40 Batch 25/538 - Train Accuracy: 0.955, Validation Accuracy: 0.961, Loss: 0.037 Epoch 40 Batch 26/538 - Train Accuracy: 0.961, Validation Accuracy: 0.961, Loss: 0.044 Epoch 40 Batch 27/538 - Train Accuracy: 0.975, Validation Accuracy: 0.961, Loss: 0.028 Epoch 40 Batch 28/538 - Train Accuracy: 0.962, Validation Accuracy: 0.960, Loss: 0.037 Epoch 40 Batch 29/538 - Train Accuracy: 0.960, Validation Accuracy: 0.960, Loss: 0.029 Epoch 40 Batch 30/538 - Train Accuracy: 0.947, Validation Accuracy: 0.956, Loss: 0.042 Epoch 40 Batch 31/538 - Train Accuracy: 0.972, Validation Accuracy: 0.956, Loss: 0.030 Epoch 40 Batch 32/538 - Train Accuracy: 0.964, Validation Accuracy: 0.954, Loss: 0.026 Epoch 40 Batch 33/538 - Train Accuracy: 0.960, Validation Accuracy: 0.954, Loss: 0.040 Epoch 40 Batch 34/538 - Train Accuracy: 0.950, Validation Accuracy: 0.954, Loss: 0.047 Epoch 40 Batch 35/538 - Train Accuracy: 0.957, Validation Accuracy: 0.948, Loss: 0.030 Epoch 40 Batch 36/538 - Train Accuracy: 0.969, Validation Accuracy: 0.952, Loss: 0.028 Epoch 40 Batch 37/538 - Train Accuracy: 0.965, Validation Accuracy: 0.954, Loss: 0.041 Epoch 40 Batch 38/538 - Train Accuracy: 0.955, Validation Accuracy: 0.952, Loss: 0.035 Epoch 40 Batch 39/538 - Train Accuracy: 0.966, Validation Accuracy: 0.950, Loss: 0.036 Epoch 40 Batch 40/538 - Train Accuracy: 0.962, Validation Accuracy: 0.951, Loss: 0.027 Epoch 40 Batch 41/538 - Train Accuracy: 0.975, Validation Accuracy: 0.949, Loss: 0.035 Epoch 40 Batch 42/538 - Train Accuracy: 0.950, Validation Accuracy: 0.951, Loss: 0.033 Epoch 40 Batch 43/538 - Train Accuracy: 0.945, Validation Accuracy: 0.953, Loss: 0.041 Epoch 40 Batch 44/538 - Train Accuracy: 0.961, Validation Accuracy: 0.953, Loss: 0.032 Epoch 40 Batch 45/538 - Train Accuracy: 0.971, Validation Accuracy: 0.953, Loss: 0.031 Epoch 40 Batch 46/538 - Train Accuracy: 0.968, Validation Accuracy: 0.956, Loss: 0.027 Epoch 40 Batch 47/538 - Train Accuracy: 0.962, Validation Accuracy: 0.956, Loss: 0.037 Epoch 40 Batch 48/538 - Train Accuracy: 0.951, Validation Accuracy: 0.956, Loss: 0.038 Epoch 40 Batch 49/538 - Train Accuracy: 0.963, Validation Accuracy: 0.960, Loss: 0.037 Epoch 40 Batch 50/538 - Train Accuracy: 0.955, Validation Accuracy: 0.962, Loss: 0.031 Epoch 40 Batch 51/538 - Train Accuracy: 0.954, Validation Accuracy: 0.960, Loss: 0.048 Epoch 40 Batch 52/538 - Train Accuracy: 0.962, Validation Accuracy: 0.958, Loss: 0.032 Epoch 40 Batch 53/538 - Train Accuracy: 0.936, Validation Accuracy: 0.951, Loss: 0.042 Epoch 40 Batch 54/538 - Train Accuracy: 0.964, Validation Accuracy: 0.950, Loss: 0.034 Epoch 40 Batch 55/538 - Train Accuracy: 0.952, Validation Accuracy: 0.950, Loss: 0.035 Epoch 40 Batch 56/538 - Train Accuracy: 0.963, Validation Accuracy: 0.952, Loss: 0.035 Epoch 40 Batch 57/538 - Train Accuracy: 0.946, Validation Accuracy: 0.955, Loss: 0.044 Epoch 40 Batch 58/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.030 Epoch 40 Batch 59/538 - Train Accuracy: 0.962, Validation Accuracy: 0.963, Loss: 0.033 Epoch 40 Batch 60/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.037 Epoch 40 Batch 61/538 - Train Accuracy: 0.960, Validation Accuracy: 0.964, Loss: 0.034 Epoch 40 Batch 62/538 - Train Accuracy: 0.956, Validation Accuracy: 0.964, Loss: 0.038 Epoch 40 Batch 63/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.033 Epoch 40 Batch 64/538 - Train Accuracy: 0.956, Validation Accuracy: 0.965, Loss: 0.040 Epoch 40 Batch 65/538 - Train Accuracy: 0.950, Validation Accuracy: 0.963, Loss: 0.034 Epoch 40 Batch 66/538 - Train Accuracy: 0.975, Validation Accuracy: 0.959, Loss: 0.031 Epoch 40 Batch 67/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.031 Epoch 40 Batch 68/538 - Train Accuracy: 0.947, Validation Accuracy: 0.959, Loss: 0.031 Epoch 40 Batch 69/538 - Train Accuracy: 0.962, Validation Accuracy: 0.959, Loss: 0.035 Epoch 40 Batch 70/538 - Train Accuracy: 0.953, Validation Accuracy: 0.963, Loss: 0.033 Epoch 40 Batch 71/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.038 Epoch 40 Batch 72/538 - Train Accuracy: 0.962, Validation Accuracy: 0.963, Loss: 0.055 Epoch 40 Batch 73/538 - Train Accuracy: 0.954, Validation Accuracy: 0.963, Loss: 0.035 Epoch 40 Batch 74/538 - Train Accuracy: 0.967, Validation Accuracy: 0.968, Loss: 0.030 Epoch 40 Batch 75/538 - Train Accuracy: 0.954, Validation Accuracy: 0.967, Loss: 0.033 Epoch 40 Batch 76/538 - Train Accuracy: 0.959, Validation Accuracy: 0.964, Loss: 0.036 Epoch 40 Batch 77/538 - Train Accuracy: 0.946, Validation Accuracy: 0.960, Loss: 0.034 Epoch 40 Batch 78/538 - Train Accuracy: 0.956, Validation Accuracy: 0.962, Loss: 0.031 Epoch 40 Batch 79/538 - Train Accuracy: 0.958, Validation Accuracy: 0.962, Loss: 0.025 Epoch 40 Batch 80/538 - Train Accuracy: 0.965, Validation Accuracy: 0.962, Loss: 0.040 Epoch 40 Batch 81/538 - Train Accuracy: 0.954, Validation Accuracy: 0.961, Loss: 0.040 Epoch 40 Batch 82/538 - Train Accuracy: 0.963, Validation Accuracy: 0.957, Loss: 0.034 Epoch 40 Batch 83/538 - Train Accuracy: 0.957, Validation Accuracy: 0.957, Loss: 0.032 Epoch 40 Batch 84/538 - Train Accuracy: 0.956, Validation Accuracy: 0.957, Loss: 0.036 Epoch 40 Batch 85/538 - Train Accuracy: 0.969, Validation Accuracy: 0.960, Loss: 0.032 Epoch 40 Batch 86/538 - Train Accuracy: 0.974, Validation Accuracy: 0.960, Loss: 0.034 Epoch 40 Batch 87/538 - Train Accuracy: 0.953, Validation Accuracy: 0.960, Loss: 0.036 Epoch 40 Batch 88/538 - Train Accuracy: 0.973, Validation Accuracy: 0.959, Loss: 0.034 Epoch 40 Batch 89/538 - Train Accuracy: 0.975, Validation Accuracy: 0.961, Loss: 0.035 Epoch 40 Batch 90/538 - Train Accuracy: 0.962, Validation Accuracy: 0.961, Loss: 0.035 Epoch 40 Batch 91/538 - Train Accuracy: 0.959, Validation Accuracy: 0.959, Loss: 0.034 Epoch 40 Batch 92/538 - Train Accuracy: 0.960, Validation Accuracy: 0.961, Loss: 0.036 Epoch 40 Batch 93/538 - Train Accuracy: 0.966, Validation Accuracy: 0.958, Loss: 0.033 Epoch 40 Batch 94/538 - Train Accuracy: 0.955, Validation Accuracy: 0.958, Loss: 0.029 Epoch 40 Batch 95/538 - Train Accuracy: 0.966, Validation Accuracy: 0.961, Loss: 0.033 Epoch 40 Batch 96/538 - Train Accuracy: 0.966, Validation Accuracy: 0.961, Loss: 0.031 Epoch 40 Batch 97/538 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.028 Epoch 40 Batch 98/538 - Train Accuracy: 0.959, Validation Accuracy: 0.958, Loss: 0.034 Epoch 40 Batch 99/538 - Train Accuracy: 0.963, Validation Accuracy: 0.958, Loss: 0.034 Epoch 40 Batch 100/538 - Train Accuracy: 0.966, Validation Accuracy: 0.961, Loss: 0.028 Epoch 40 Batch 101/538 - Train Accuracy: 0.952, Validation Accuracy: 0.961, Loss: 0.050 Epoch 40 Batch 102/538 - Train Accuracy: 0.955, Validation Accuracy: 0.961, Loss: 0.040 Epoch 40 Batch 103/538 - Train Accuracy: 0.956, Validation Accuracy: 0.960, Loss: 0.034 Epoch 40 Batch 104/538 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.029 Epoch 40 Batch 105/538 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.030 Epoch 40 Batch 106/538 - Train Accuracy: 0.963, Validation Accuracy: 0.961, Loss: 0.028 Epoch 40 Batch 107/538 - Train Accuracy: 0.952, Validation Accuracy: 0.959, Loss: 0.040 Epoch 40 Batch 108/538 - Train Accuracy: 0.969, Validation Accuracy: 0.960, Loss: 0.034 Epoch 40 Batch 109/538 - Train Accuracy: 0.961, Validation Accuracy: 0.957, Loss: 0.031 Epoch 40 Batch 110/538 - Train Accuracy: 0.970, Validation Accuracy: 0.959, Loss: 0.029 Epoch 40 Batch 111/538 - Train Accuracy: 0.949, Validation Accuracy: 0.959, Loss: 0.031 Epoch 40 Batch 112/538 - Train Accuracy: 0.956, Validation Accuracy: 0.959, Loss: 0.036 Epoch 40 Batch 113/538 - Train Accuracy: 0.950, Validation Accuracy: 0.959, Loss: 0.038 Epoch 40 Batch 114/538 - Train Accuracy: 0.964, Validation Accuracy: 0.959, Loss: 0.030 Epoch 40 Batch 115/538 - Train Accuracy: 0.964, Validation Accuracy: 0.959, Loss: 0.036 Epoch 40 Batch 116/538 - Train Accuracy: 0.962, Validation Accuracy: 0.961, Loss: 0.046 Epoch 40 Batch 117/538 - Train Accuracy: 0.961, Validation Accuracy: 0.960, Loss: 0.033 Epoch 40 Batch 118/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.027 Epoch 40 Batch 119/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.024 Epoch 40 Batch 120/538 - Train Accuracy: 0.961, Validation Accuracy: 0.963, Loss: 0.026 Epoch 40 Batch 121/538 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.036 Epoch 40 Batch 122/538 - Train Accuracy: 0.959, Validation Accuracy: 0.961, Loss: 0.032 Epoch 40 Batch 123/538 - Train Accuracy: 0.957, Validation Accuracy: 0.958, Loss: 0.029 Epoch 40 Batch 124/538 - Train Accuracy: 0.952, Validation Accuracy: 0.960, Loss: 0.034 Epoch 40 Batch 125/538 - Train Accuracy: 0.953, Validation Accuracy: 0.960, Loss: 0.045 Epoch 40 Batch 126/538 - Train Accuracy: 0.957, Validation Accuracy: 0.962, Loss: 0.044 Epoch 40 Batch 127/538 - Train Accuracy: 0.951, Validation Accuracy: 0.961, Loss: 0.041 Epoch 40 Batch 128/538 - Train Accuracy: 0.961, Validation Accuracy: 0.963, Loss: 0.033 Epoch 40 Batch 129/538 - Train Accuracy: 0.968, Validation Accuracy: 0.962, Loss: 0.028 Epoch 40 Batch 130/538 - Train Accuracy: 0.957, Validation Accuracy: 0.962, Loss: 0.028 Epoch 40 Batch 131/538 - Train Accuracy: 0.975, Validation Accuracy: 0.962, Loss: 0.030 Epoch 40 Batch 132/538 - Train Accuracy: 0.958, Validation Accuracy: 0.962, Loss: 0.026 Epoch 40 Batch 133/538 - Train Accuracy: 0.949, Validation Accuracy: 0.962, Loss: 0.040 Epoch 40 Batch 134/538 - Train Accuracy: 0.951, Validation Accuracy: 0.962, Loss: 0.036 Epoch 40 Batch 135/538 - Train Accuracy: 0.958, Validation Accuracy: 0.962, Loss: 0.047 Epoch 40 Batch 136/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.035 Epoch 40 Batch 137/538 - Train Accuracy: 0.962, Validation Accuracy: 0.962, Loss: 0.042 Epoch 40 Batch 138/538 - Train Accuracy: 0.959, Validation Accuracy: 0.958, Loss: 0.033 Epoch 40 Batch 139/538 - Train Accuracy: 0.958, Validation Accuracy: 0.959, Loss: 0.041 Epoch 40 Batch 140/538 - Train Accuracy: 0.950, Validation Accuracy: 0.959, Loss: 0.040 Epoch 40 Batch 141/538 - Train Accuracy: 0.963, Validation Accuracy: 0.959, Loss: 0.040 Epoch 40 Batch 142/538 - Train Accuracy: 0.966, Validation Accuracy: 0.959, Loss: 0.034 Epoch 40 Batch 143/538 - Train Accuracy: 0.962, Validation Accuracy: 0.959, Loss: 0.043 Epoch 40 Batch 144/538 - Train Accuracy: 0.964, Validation Accuracy: 0.961, Loss: 0.040 Epoch 40 Batch 145/538 - Train Accuracy: 0.960, Validation Accuracy: 0.959, Loss: 0.041 Epoch 40 Batch 146/538 - Train Accuracy: 0.958, Validation Accuracy: 0.959, Loss: 0.036 Epoch 40 Batch 147/538 - Train Accuracy: 0.961, Validation Accuracy: 0.961, Loss: 0.041 Epoch 40 Batch 148/538 - Train Accuracy: 0.954, Validation Accuracy: 0.961, Loss: 0.048 Epoch 40 Batch 149/538 - Train Accuracy: 0.972, Validation Accuracy: 0.961, Loss: 0.030 Epoch 40 Batch 150/538 - Train Accuracy: 0.972, Validation Accuracy: 0.961, Loss: 0.032 Epoch 40 Batch 151/538 - Train Accuracy: 0.958, Validation Accuracy: 0.961, Loss: 0.035 Epoch 40 Batch 152/538 - Train Accuracy: 0.961, Validation Accuracy: 0.963, Loss: 0.041 Epoch 40 Batch 153/538 - Train Accuracy: 0.958, Validation Accuracy: 0.964, Loss: 0.031 Epoch 40 Batch 154/538 - Train Accuracy: 0.967, Validation Accuracy: 0.962, Loss: 0.030 Epoch 40 Batch 155/538 - Train Accuracy: 0.962, Validation Accuracy: 0.960, Loss: 0.033 Epoch 40 Batch 156/538 - Train Accuracy: 0.972, Validation Accuracy: 0.957, Loss: 0.034 Epoch 40 Batch 157/538 - Train Accuracy: 0.967, Validation Accuracy: 0.954, Loss: 0.034 Epoch 40 Batch 158/538 - Train Accuracy: 0.970, Validation Accuracy: 0.956, Loss: 0.038 Epoch 40 Batch 159/538 - Train Accuracy: 0.955, Validation Accuracy: 0.953, Loss: 0.043 Epoch 40 Batch 160/538 - Train Accuracy: 0.948, Validation Accuracy: 0.956, Loss: 0.029 Epoch 40 Batch 161/538 - Train Accuracy: 0.966, Validation Accuracy: 0.956, Loss: 0.034 Epoch 40 Batch 162/538 - Train Accuracy: 0.973, Validation Accuracy: 0.956, Loss: 0.031 Epoch 40 Batch 163/538 - Train Accuracy: 0.952, Validation Accuracy: 0.956, Loss: 0.043 Epoch 40 Batch 164/538 - Train Accuracy: 0.950, Validation Accuracy: 0.959, Loss: 0.039 Epoch 40 Batch 165/538 - Train Accuracy: 0.959, Validation Accuracy: 0.956, Loss: 0.028 Epoch 40 Batch 166/538 - Train Accuracy: 0.972, Validation Accuracy: 0.956, Loss: 0.030 Epoch 40 Batch 167/538 - Train Accuracy: 0.958, Validation Accuracy: 0.958, Loss: 0.057 Epoch 40 Batch 168/538 - Train Accuracy: 0.946, Validation Accuracy: 0.958, Loss: 0.043 Epoch 40 Batch 169/538 - Train Accuracy: 0.967, Validation Accuracy: 0.958, Loss: 0.028 Epoch 40 Batch 170/538 - Train Accuracy: 0.961, Validation Accuracy: 0.958, Loss: 0.038 Epoch 40 Batch 171/538 - Train Accuracy: 0.938, Validation Accuracy: 0.961, Loss: 0.041 Epoch 40 Batch 172/538 - Train Accuracy: 0.959, Validation Accuracy: 0.961, Loss: 0.031 Epoch 40 Batch 173/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.028 Epoch 40 Batch 174/538 - Train Accuracy: 0.958, Validation Accuracy: 0.958, Loss: 0.034 Epoch 40 Batch 175/538 - Train Accuracy: 0.963, Validation Accuracy: 0.958, Loss: 0.035 Epoch 40 Batch 176/538 - Train Accuracy: 0.954, Validation Accuracy: 0.958, Loss: 0.039 Epoch 40 Batch 177/538 - Train Accuracy: 0.969, Validation Accuracy: 0.956, Loss: 0.035 Epoch 40 Batch 178/538 - Train Accuracy: 0.947, Validation Accuracy: 0.956, Loss: 0.036 Epoch 40 Batch 179/538 - Train Accuracy: 0.966, Validation Accuracy: 0.958, Loss: 0.032 Epoch 40 Batch 180/538 - Train Accuracy: 0.964, Validation Accuracy: 0.956, Loss: 0.034 Epoch 40 Batch 181/538 - Train Accuracy: 0.943, Validation Accuracy: 0.952, Loss: 0.038 Epoch 40 Batch 182/538 - Train Accuracy: 0.963, Validation Accuracy: 0.950, Loss: 0.030 Epoch 40 Batch 183/538 - Train Accuracy: 0.967, Validation Accuracy: 0.951, Loss: 0.027 Epoch 40 Batch 184/538 - Train Accuracy: 0.967, Validation Accuracy: 0.952, Loss: 0.032 Epoch 40 Batch 185/538 - Train Accuracy: 0.970, Validation Accuracy: 0.953, Loss: 0.026 Epoch 40 Batch 186/538 - Train Accuracy: 0.969, Validation Accuracy: 0.951, Loss: 0.033 Epoch 40 Batch 187/538 - Train Accuracy: 0.964, Validation Accuracy: 0.950, Loss: 0.034 Epoch 40 Batch 188/538 - Train Accuracy: 0.960, Validation Accuracy: 0.953, Loss: 0.032 Epoch 40 Batch 189/538 - Train Accuracy: 0.966, Validation Accuracy: 0.951, Loss: 0.035 Epoch 40 Batch 190/538 - Train Accuracy: 0.948, Validation Accuracy: 0.951, Loss: 0.045 Epoch 40 Batch 191/538 - Train Accuracy: 0.976, Validation Accuracy: 0.953, Loss: 0.027 Epoch 40 Batch 192/538 - Train Accuracy: 0.962, Validation Accuracy: 0.953, Loss: 0.031 Epoch 40 Batch 193/538 - Train Accuracy: 0.958, Validation Accuracy: 0.952, Loss: 0.035 Epoch 40 Batch 194/538 - Train Accuracy: 0.951, Validation Accuracy: 0.952, Loss: 0.047 Epoch 40 Batch 195/538 - Train Accuracy: 0.968, Validation Accuracy: 0.951, Loss: 0.047 Epoch 40 Batch 196/538 - Train Accuracy: 0.959, Validation Accuracy: 0.951, Loss: 0.032 Epoch 40 Batch 197/538 - Train Accuracy: 0.965, Validation Accuracy: 0.950, Loss: 0.032 Epoch 40 Batch 198/538 - Train Accuracy: 0.958, Validation Accuracy: 0.951, Loss: 0.039 Epoch 40 Batch 199/538 - Train Accuracy: 0.963, Validation Accuracy: 0.949, Loss: 0.037 Epoch 40 Batch 200/538 - Train Accuracy: 0.971, Validation Accuracy: 0.952, Loss: 0.028 Epoch 40 Batch 201/538 - Train Accuracy: 0.967, Validation Accuracy: 0.952, Loss: 0.040 Epoch 40 Batch 202/538 - Train Accuracy: 0.961, Validation Accuracy: 0.951, Loss: 0.027 Epoch 40 Batch 203/538 - Train Accuracy: 0.964, Validation Accuracy: 0.949, Loss: 0.041 Epoch 40 Batch 204/538 - Train Accuracy: 0.956, Validation Accuracy: 0.953, Loss: 0.044 Epoch 40 Batch 205/538 - Train Accuracy: 0.961, Validation Accuracy: 0.960, Loss: 0.031 Epoch 40 Batch 206/538 - Train Accuracy: 0.964, Validation Accuracy: 0.958, Loss: 0.035 Epoch 40 Batch 207/538 - Train Accuracy: 0.964, Validation Accuracy: 0.960, Loss: 0.037 Epoch 40 Batch 208/538 - Train Accuracy: 0.965, Validation Accuracy: 0.957, Loss: 0.039 Epoch 40 Batch 209/538 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.030 Epoch 40 Batch 210/538 - Train Accuracy: 0.958, Validation Accuracy: 0.963, Loss: 0.036 Epoch 40 Batch 211/538 - Train Accuracy: 0.962, Validation Accuracy: 0.960, Loss: 0.036 Epoch 40 Batch 212/538 - Train Accuracy: 0.961, Validation Accuracy: 0.953, Loss: 0.036 Epoch 40 Batch 213/538 - Train Accuracy: 0.964, Validation Accuracy: 0.956, Loss: 0.034 Epoch 40 Batch 214/538 - Train Accuracy: 0.964, Validation Accuracy: 0.959, Loss: 0.036 Epoch 40 Batch 215/538 - Train Accuracy: 0.965, Validation Accuracy: 0.957, Loss: 0.031 Epoch 40 Batch 216/538 - Train Accuracy: 0.951, Validation Accuracy: 0.962, Loss: 0.029 Epoch 40 Batch 217/538 - Train Accuracy: 0.962, Validation Accuracy: 0.961, Loss: 0.036 Epoch 40 Batch 218/538 - Train Accuracy: 0.957, Validation Accuracy: 0.957, Loss: 0.029 Epoch 40 Batch 219/538 - Train Accuracy: 0.962, Validation Accuracy: 0.953, Loss: 0.040 Epoch 40 Batch 220/538 - Train Accuracy: 0.951, Validation Accuracy: 0.956, Loss: 0.034 Epoch 40 Batch 221/538 - Train Accuracy: 0.969, Validation Accuracy: 0.957, Loss: 0.028 Epoch 40 Batch 222/538 - Train Accuracy: 0.959, Validation Accuracy: 0.955, Loss: 0.028 Epoch 40 Batch 223/538 - Train Accuracy: 0.962, Validation Accuracy: 0.952, Loss: 0.039 Epoch 40 Batch 224/538 - Train Accuracy: 0.950, Validation Accuracy: 0.954, Loss: 0.035 Epoch 40 Batch 225/538 - Train Accuracy: 0.967, Validation Accuracy: 0.954, Loss: 0.032 Epoch 40 Batch 226/538 - Train Accuracy: 0.954, Validation Accuracy: 0.956, Loss: 0.040 Epoch 40 Batch 227/538 - Train Accuracy: 0.971, Validation Accuracy: 0.958, Loss: 0.037 Epoch 40 Batch 228/538 - Train Accuracy: 0.952, Validation Accuracy: 0.961, Loss: 0.034 Epoch 40 Batch 229/538 - Train Accuracy: 0.957, Validation Accuracy: 0.956, Loss: 0.039 Epoch 40 Batch 230/538 - Train Accuracy: 0.955, Validation Accuracy: 0.953, Loss: 0.030 Epoch 40 Batch 231/538 - Train Accuracy: 0.956, Validation Accuracy: 0.953, Loss: 0.039 Epoch 40 Batch 232/538 - Train Accuracy: 0.967, Validation Accuracy: 0.954, Loss: 0.032 Epoch 40 Batch 233/538 - Train Accuracy: 0.963, Validation Accuracy: 0.954, Loss: 0.035 Epoch 40 Batch 234/538 - Train Accuracy: 0.961, Validation Accuracy: 0.954, Loss: 0.031 Epoch 40 Batch 235/538 - Train Accuracy: 0.961, Validation Accuracy: 0.956, Loss: 0.026 Epoch 40 Batch 236/538 - Train Accuracy: 0.958, Validation Accuracy: 0.956, Loss: 0.031 Epoch 40 Batch 237/538 - Train Accuracy: 0.961, Validation Accuracy: 0.957, Loss: 0.027 Epoch 40 Batch 238/538 - Train Accuracy: 0.963, Validation Accuracy: 0.955, Loss: 0.030 Epoch 40 Batch 239/538 - Train Accuracy: 0.966, Validation Accuracy: 0.957, Loss: 0.039 Epoch 40 Batch 240/538 - Train Accuracy: 0.962, Validation Accuracy: 0.955, Loss: 0.039 Epoch 40 Batch 241/538 - Train Accuracy: 0.947, Validation Accuracy: 0.956, Loss: 0.038 Epoch 40 Batch 242/538 - Train Accuracy: 0.967, Validation Accuracy: 0.957, Loss: 0.037 Epoch 40 Batch 243/538 - Train Accuracy: 0.961, Validation Accuracy: 0.955, Loss: 0.030 Epoch 40 Batch 244/538 - Train Accuracy: 0.961, Validation Accuracy: 0.952, Loss: 0.032 Epoch 40 Batch 245/538 - Train Accuracy: 0.948, Validation Accuracy: 0.952, Loss: 0.037 Epoch 40 Batch 246/538 - Train Accuracy: 0.961, Validation Accuracy: 0.955, Loss: 0.028 Epoch 40 Batch 247/538 - Train Accuracy: 0.960, Validation Accuracy: 0.948, Loss: 0.034 Epoch 40 Batch 248/538 - Train Accuracy: 0.946, Validation Accuracy: 0.952, Loss: 0.040 Epoch 40 Batch 249/538 - Train Accuracy: 0.966, Validation Accuracy: 0.951, Loss: 0.029 Epoch 40 Batch 250/538 - Train Accuracy: 0.961, Validation Accuracy: 0.953, Loss: 0.039 Epoch 40 Batch 251/538 - Train Accuracy: 0.964, Validation Accuracy: 0.952, Loss: 0.035 Epoch 40 Batch 252/538 - Train Accuracy: 0.954, Validation Accuracy: 0.955, Loss: 0.031 Epoch 40 Batch 253/538 - Train Accuracy: 0.948, Validation Accuracy: 0.956, Loss: 0.033 Epoch 40 Batch 254/538 - Train Accuracy: 0.954, Validation Accuracy: 0.958, Loss: 0.043 Epoch 40 Batch 255/538 - Train Accuracy: 0.970, Validation Accuracy: 0.958, Loss: 0.033 Epoch 40 Batch 256/538 - Train Accuracy: 0.958, Validation Accuracy: 0.957, Loss: 0.031 Epoch 40 Batch 257/538 - Train Accuracy: 0.972, Validation Accuracy: 0.960, Loss: 0.032 Epoch 40 Batch 258/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.034 Epoch 40 Batch 259/538 - Train Accuracy: 0.976, Validation Accuracy: 0.962, Loss: 0.028 Epoch 40 Batch 260/538 - Train Accuracy: 0.949, Validation Accuracy: 0.962, Loss: 0.039 Epoch 40 Batch 261/538 - Train Accuracy: 0.963, Validation Accuracy: 0.960, Loss: 0.040 Epoch 40 Batch 262/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.039 Epoch 40 Batch 263/538 - Train Accuracy: 0.954, Validation Accuracy: 0.954, Loss: 0.031 Epoch 40 Batch 264/538 - Train Accuracy: 0.960, Validation Accuracy: 0.955, Loss: 0.033 Epoch 40 Batch 265/538 - Train Accuracy: 0.944, Validation Accuracy: 0.955, Loss: 0.040 Epoch 40 Batch 266/538 - Train Accuracy: 0.957, Validation Accuracy: 0.955, Loss: 0.038 Epoch 40 Batch 267/538 - Train Accuracy: 0.944, Validation Accuracy: 0.953, Loss: 0.037 Epoch 40 Batch 268/538 - Train Accuracy: 0.969, Validation Accuracy: 0.953, Loss: 0.031 Epoch 40 Batch 269/538 - Train Accuracy: 0.957, Validation Accuracy: 0.953, Loss: 0.035 Epoch 40 Batch 270/538 - Train Accuracy: 0.955, Validation Accuracy: 0.955, Loss: 0.035 Epoch 40 Batch 271/538 - Train Accuracy: 0.961, Validation Accuracy: 0.958, Loss: 0.027 Epoch 40 Batch 272/538 - Train Accuracy: 0.966, Validation Accuracy: 0.958, Loss: 0.035 Epoch 40 Batch 273/538 - Train Accuracy: 0.954, Validation Accuracy: 0.963, Loss: 0.033 Epoch 40 Batch 274/538 - Train Accuracy: 0.939, Validation Accuracy: 0.964, Loss: 0.038 Epoch 40 Batch 275/538 - Train Accuracy: 0.951, Validation Accuracy: 0.962, Loss: 0.043 Epoch 40 Batch 276/538 - Train Accuracy: 0.955, Validation Accuracy: 0.960, Loss: 0.041 Epoch 40 Batch 277/538 - Train Accuracy: 0.966, Validation Accuracy: 0.968, Loss: 0.030 Epoch 40 Batch 278/538 - Train Accuracy: 0.960, Validation Accuracy: 0.965, Loss: 0.030 Epoch 40 Batch 279/538 - Train Accuracy: 0.960, Validation Accuracy: 0.965, Loss: 0.033 Epoch 40 Batch 280/538 - Train Accuracy: 0.963, Validation Accuracy: 0.963, Loss: 0.030 Epoch 40 Batch 281/538 - Train Accuracy: 0.956, Validation Accuracy: 0.963, Loss: 0.038 Epoch 40 Batch 282/538 - Train Accuracy: 0.963, Validation Accuracy: 0.960, Loss: 0.036 Epoch 40 Batch 283/538 - Train Accuracy: 0.970, Validation Accuracy: 0.960, Loss: 0.041 Epoch 40 Batch 284/538 - Train Accuracy: 0.959, Validation Accuracy: 0.964, Loss: 0.044 Epoch 40 Batch 285/538 - Train Accuracy: 0.956, Validation Accuracy: 0.964, Loss: 0.028 Epoch 40 Batch 286/538 - Train Accuracy: 0.954, Validation Accuracy: 0.964, Loss: 0.043 Epoch 40 Batch 287/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.030 Epoch 40 Batch 288/538 - Train Accuracy: 0.953, Validation Accuracy: 0.961, Loss: 0.035 Epoch 40 Batch 289/538 - Train Accuracy: 0.964, Validation Accuracy: 0.962, Loss: 0.026 Epoch 40 Batch 290/538 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.029 Epoch 40 Batch 291/538 - Train Accuracy: 0.970, Validation Accuracy: 0.961, Loss: 0.033 Epoch 40 Batch 292/538 - Train Accuracy: 0.967, Validation Accuracy: 0.959, Loss: 0.025 Epoch 40 Batch 293/538 - Train Accuracy: 0.961, Validation Accuracy: 0.959, Loss: 0.030 Epoch 40 Batch 294/538 - Train Accuracy: 0.959, Validation Accuracy: 0.959, Loss: 0.034 Epoch 40 Batch 295/538 - Train Accuracy: 0.967, Validation Accuracy: 0.959, Loss: 0.030 Epoch 40 Batch 296/538 - Train Accuracy: 0.957, Validation Accuracy: 0.958, Loss: 0.041 Epoch 40 Batch 297/538 - Train Accuracy: 0.967, Validation Accuracy: 0.954, Loss: 0.034 Epoch 40 Batch 298/538 - Train Accuracy: 0.963, Validation Accuracy: 0.954, Loss: 0.030 Epoch 40 Batch 299/538 - Train Accuracy: 0.953, Validation Accuracy: 0.952, Loss: 0.045 Epoch 40 Batch 300/538 - Train Accuracy: 0.963, Validation Accuracy: 0.951, Loss: 0.037 Epoch 40 Batch 301/538 - Train Accuracy: 0.967, Validation Accuracy: 0.954, Loss: 0.034 Epoch 40 Batch 302/538 - Train Accuracy: 0.956, Validation Accuracy: 0.954, Loss: 0.036 Epoch 40 Batch 303/538 - Train Accuracy: 0.972, Validation Accuracy: 0.954, Loss: 0.035 Epoch 40 Batch 304/538 - Train Accuracy: 0.964, Validation Accuracy: 0.957, Loss: 0.042 Epoch 40 Batch 305/538 - Train Accuracy: 0.971, Validation Accuracy: 0.957, Loss: 0.027 Epoch 40 Batch 306/538 - Train Accuracy: 0.962, Validation Accuracy: 0.957, Loss: 0.034 Epoch 40 Batch 307/538 - Train Accuracy: 0.973, Validation Accuracy: 0.957, Loss: 0.030 Epoch 40 Batch 308/538 - Train Accuracy: 0.969, Validation Accuracy: 0.957, Loss: 0.029 Epoch 40 Batch 309/538 - Train Accuracy: 0.961, Validation Accuracy: 0.955, Loss: 0.027 Epoch 40 Batch 310/538 - Train Accuracy: 0.969, Validation Accuracy: 0.953, Loss: 0.039 Epoch 40 Batch 311/538 - Train Accuracy: 0.961, Validation Accuracy: 0.953, Loss: 0.035 Epoch 40 Batch 312/538 - Train Accuracy: 0.966, Validation Accuracy: 0.953, Loss: 0.033 Epoch 40 Batch 313/538 - Train Accuracy: 0.964, Validation Accuracy: 0.955, Loss: 0.031 Epoch 40 Batch 314/538 - Train Accuracy: 0.954, Validation Accuracy: 0.955, Loss: 0.038 Epoch 40 Batch 315/538 - Train Accuracy: 0.963, Validation Accuracy: 0.957, Loss: 0.028 Epoch 40 Batch 316/538 - Train Accuracy: 0.956, Validation Accuracy: 0.957, Loss: 0.032 Epoch 40 Batch 317/538 - Train Accuracy: 0.957, Validation Accuracy: 0.959, Loss: 0.036 Epoch 40 Batch 318/538 - Train Accuracy: 0.957, Validation Accuracy: 0.960, Loss: 0.030 Epoch 40 Batch 319/538 - Train Accuracy: 0.960, Validation Accuracy: 0.958, Loss: 0.034 Epoch 40 Batch 320/538 - Train Accuracy: 0.969, Validation Accuracy: 0.956, Loss: 0.032 Epoch 40 Batch 321/538 - Train Accuracy: 0.959, Validation Accuracy: 0.957, Loss: 0.023 Epoch 40 Batch 322/538 - Train Accuracy: 0.967, Validation Accuracy: 0.957, Loss: 0.033 Epoch 40 Batch 323/538 - Train Accuracy: 0.970, Validation Accuracy: 0.957, Loss: 0.031 Epoch 40 Batch 324/538 - Train Accuracy: 0.968, Validation Accuracy: 0.957, Loss: 0.034 Epoch 40 Batch 325/538 - Train Accuracy: 0.961, Validation Accuracy: 0.959, Loss: 0.032 Epoch 40 Batch 326/538 - Train Accuracy: 0.965, Validation Accuracy: 0.958, Loss: 0.033 Epoch 40 Batch 327/538 - Train Accuracy: 0.954, Validation Accuracy: 0.957, Loss: 0.036 Epoch 40 Batch 328/538 - Train Accuracy: 0.961, Validation Accuracy: 0.960, Loss: 0.029 Epoch 40 Batch 329/538 - Train Accuracy: 0.971, Validation Accuracy: 0.956, Loss: 0.031 Epoch 40 Batch 330/538 - Train Accuracy: 0.964, Validation Accuracy: 0.960, Loss: 0.023 Epoch 40 Batch 331/538 - Train Accuracy: 0.961, Validation Accuracy: 0.960, Loss: 0.031 Epoch 40 Batch 332/538 - Train Accuracy: 0.963, Validation Accuracy: 0.958, Loss: 0.035 Epoch 40 Batch 333/538 - Train Accuracy: 0.968, Validation Accuracy: 0.957, Loss: 0.033 Epoch 40 Batch 334/538 - Train Accuracy: 0.967, Validation Accuracy: 0.950, Loss: 0.031 Epoch 40 Batch 335/538 - Train Accuracy: 0.966, Validation Accuracy: 0.952, Loss: 0.031 Epoch 40 Batch 336/538 - Train Accuracy: 0.959, Validation Accuracy: 0.948, Loss: 0.031 Epoch 40 Batch 337/538 - Train Accuracy: 0.958, Validation Accuracy: 0.948, Loss: 0.032 Epoch 40 Batch 338/538 - Train Accuracy: 0.970, Validation Accuracy: 0.951, Loss: 0.033 Epoch 40 Batch 339/538 - Train Accuracy: 0.959, Validation Accuracy: 0.953, Loss: 0.031 Epoch 40 Batch 340/538 - Train Accuracy: 0.966, Validation Accuracy: 0.954, Loss: 0.032 Epoch 40 Batch 341/538 - Train Accuracy: 0.960, Validation Accuracy: 0.952, Loss: 0.031 Epoch 40 Batch 342/538 - Train Accuracy: 0.958, Validation Accuracy: 0.955, Loss: 0.035 Epoch 40 Batch 343/538 - Train Accuracy: 0.972, Validation Accuracy: 0.955, Loss: 0.036 Epoch 40 Batch 344/538 - Train Accuracy: 0.962, Validation Accuracy: 0.961, Loss: 0.030 Epoch 40 Batch 345/538 - Train Accuracy: 0.967, Validation Accuracy: 0.962, Loss: 0.033 Epoch 40 Batch 346/538 - Train Accuracy: 0.965, Validation Accuracy: 0.958, Loss: 0.041 Epoch 40 Batch 347/538 - Train Accuracy: 0.974, Validation Accuracy: 0.955, Loss: 0.029 Epoch 40 Batch 348/538 - Train Accuracy: 0.959, Validation Accuracy: 0.955, Loss: 0.033 Epoch 40 Batch 349/538 - Train Accuracy: 0.967, Validation Accuracy: 0.951, Loss: 0.031 Epoch 40 Batch 350/538 - Train Accuracy: 0.963, Validation Accuracy: 0.952, Loss: 0.041 Epoch 40 Batch 351/538 - Train Accuracy: 0.957, Validation Accuracy: 0.953, Loss: 0.044 Epoch 40 Batch 352/538 - Train Accuracy: 0.957, Validation Accuracy: 0.955, Loss: 0.048 Epoch 40 Batch 353/538 - Train Accuracy: 0.958, Validation Accuracy: 0.955, Loss: 0.040 Epoch 40 Batch 354/538 - Train Accuracy: 0.957, Validation Accuracy: 0.951, Loss: 0.028 Epoch 40 Batch 355/538 - Train Accuracy: 0.970, Validation Accuracy: 0.951, Loss: 0.033 Epoch 40 Batch 356/538 - Train Accuracy: 0.965, Validation Accuracy: 0.953, Loss: 0.029 Epoch 40 Batch 357/538 - Train Accuracy: 0.964, Validation Accuracy: 0.951, Loss: 0.035 Epoch 40 Batch 358/538 - Train Accuracy: 0.965, Validation Accuracy: 0.956, Loss: 0.027 Epoch 40 Batch 359/538 - Train Accuracy: 0.962, Validation Accuracy: 0.958, Loss: 0.037 Epoch 40 Batch 360/538 - Train Accuracy: 0.965, Validation Accuracy: 0.956, Loss: 0.033 Epoch 40 Batch 361/538 - Train Accuracy: 0.969, Validation Accuracy: 0.957, Loss: 0.031 Epoch 40 Batch 362/538 - Train Accuracy: 0.967, Validation Accuracy: 0.960, Loss: 0.027 Epoch 40 Batch 363/538 - Train Accuracy: 0.962, Validation Accuracy: 0.961, Loss: 0.029 Epoch 40 Batch 364/538 - Train Accuracy: 0.959, Validation Accuracy: 0.958, Loss: 0.039 Epoch 40 Batch 365/538 - Train Accuracy: 0.966, Validation Accuracy: 0.956, Loss: 0.034 Epoch 40 Batch 366/538 - Train Accuracy: 0.974, Validation Accuracy: 0.956, Loss: 0.028 Epoch 40 Batch 367/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.024 Epoch 40 Batch 368/538 - Train Accuracy: 0.976, Validation Accuracy: 0.964, Loss: 0.030 Epoch 40 Batch 369/538 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.029 Epoch 40 Batch 370/538 - Train Accuracy: 0.958, Validation Accuracy: 0.963, Loss: 0.037 Epoch 40 Batch 371/538 - Train Accuracy: 0.973, Validation Accuracy: 0.959, Loss: 0.033 Epoch 40 Batch 372/538 - Train Accuracy: 0.963, Validation Accuracy: 0.959, Loss: 0.032 Epoch 40 Batch 373/538 - Train Accuracy: 0.968, Validation Accuracy: 0.959, Loss: 0.025 Epoch 40 Batch 374/538 - Train Accuracy: 0.961, Validation Accuracy: 0.961, Loss: 0.031 Epoch 40 Batch 375/538 - Train Accuracy: 0.967, Validation Accuracy: 0.961, Loss: 0.028 Epoch 40 Batch 376/538 - Train Accuracy: 0.966, Validation Accuracy: 0.958, Loss: 0.030 Epoch 40 Batch 377/538 - Train Accuracy: 0.958, Validation Accuracy: 0.959, Loss: 0.035 Epoch 40 Batch 378/538 - Train Accuracy: 0.958, Validation Accuracy: 0.960, Loss: 0.024 Epoch 40 Batch 379/538 - Train Accuracy: 0.967, Validation Accuracy: 0.960, Loss: 0.032 Epoch 40 Batch 380/538 - Train Accuracy: 0.979, Validation Accuracy: 0.962, Loss: 0.031 Epoch 40 Batch 381/538 - Train Accuracy: 0.972, Validation Accuracy: 0.962, Loss: 0.030 Epoch 40 Batch 382/538 - Train Accuracy: 0.951, Validation Accuracy: 0.960, Loss: 0.036 Epoch 40 Batch 383/538 - Train Accuracy: 0.965, Validation Accuracy: 0.958, Loss: 0.030 Epoch 40 Batch 384/538 - Train Accuracy: 0.958, Validation Accuracy: 0.958, Loss: 0.032 Epoch 40 Batch 385/538 - Train Accuracy: 0.967, Validation Accuracy: 0.960, Loss: 0.025 Epoch 40 Batch 386/538 - Train Accuracy: 0.973, Validation Accuracy: 0.962, Loss: 0.033 Epoch 40 Batch 387/538 - Train Accuracy: 0.965, Validation Accuracy: 0.962, Loss: 0.032 Epoch 40 Batch 388/538 - Train Accuracy: 0.957, Validation Accuracy: 0.962, Loss: 0.027 Epoch 40 Batch 389/538 - Train Accuracy: 0.962, Validation Accuracy: 0.962, Loss: 0.037 Epoch 40 Batch 390/538 - Train Accuracy: 0.966, Validation Accuracy: 0.962, Loss: 0.029 Epoch 40 Batch 391/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.031 Epoch 40 Batch 392/538 - Train Accuracy: 0.974, Validation Accuracy: 0.963, Loss: 0.027 Epoch 40 Batch 393/538 - Train Accuracy: 0.964, Validation Accuracy: 0.958, Loss: 0.034 Epoch 40 Batch 394/538 - Train Accuracy: 0.955, Validation Accuracy: 0.958, Loss: 0.038 Epoch 40 Batch 395/538 - Train Accuracy: 0.947, Validation Accuracy: 0.958, Loss: 0.038 Epoch 40 Batch 396/538 - Train Accuracy: 0.965, Validation Accuracy: 0.959, Loss: 0.029 Epoch 40 Batch 397/538 - Train Accuracy: 0.969, Validation Accuracy: 0.957, Loss: 0.041 Epoch 40 Batch 398/538 - Train Accuracy: 0.954, Validation Accuracy: 0.955, Loss: 0.030 Epoch 40 Batch 399/538 - Train Accuracy: 0.965, Validation Accuracy: 0.955, Loss: 0.031 Epoch 40 Batch 400/538 - Train Accuracy: 0.970, Validation Accuracy: 0.956, Loss: 0.032 Epoch 40 Batch 401/538 - Train Accuracy: 0.973, Validation Accuracy: 0.956, Loss: 0.028 Epoch 40 Batch 402/538 - Train Accuracy: 0.968, Validation Accuracy: 0.958, Loss: 0.030 Epoch 40 Batch 403/538 - Train Accuracy: 0.962, Validation Accuracy: 0.958, Loss: 0.031 Epoch 40 Batch 404/538 - Train Accuracy: 0.964, Validation Accuracy: 0.958, Loss: 0.045 Epoch 40 Batch 405/538 - Train Accuracy: 0.966, Validation Accuracy: 0.958, Loss: 0.031 Epoch 40 Batch 406/538 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.029 Epoch 40 Batch 407/538 - Train Accuracy: 0.971, Validation Accuracy: 0.960, Loss: 0.032 Epoch 40 Batch 408/538 - Train Accuracy: 0.950, Validation Accuracy: 0.960, Loss: 0.037 Epoch 40 Batch 409/538 - Train Accuracy: 0.945, Validation Accuracy: 0.960, Loss: 0.032 Epoch 40 Batch 410/538 - Train Accuracy: 0.972, Validation Accuracy: 0.961, Loss: 0.030 Epoch 40 Batch 411/538 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.037 Epoch 40 Batch 412/538 - Train Accuracy: 0.977, Validation Accuracy: 0.962, Loss: 0.029 Epoch 40 Batch 413/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.034 Epoch 40 Batch 414/538 - Train Accuracy: 0.955, Validation Accuracy: 0.963, Loss: 0.038 Epoch 40 Batch 415/538 - Train Accuracy: 0.953, Validation Accuracy: 0.961, Loss: 0.031 Epoch 40 Batch 416/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.031 Epoch 40 Batch 417/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.035 Epoch 40 Batch 418/538 - Train Accuracy: 0.963, Validation Accuracy: 0.963, Loss: 0.039 Epoch 40 Batch 419/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.028 Epoch 40 Batch 420/538 - Train Accuracy: 0.961, Validation Accuracy: 0.965, Loss: 0.033 Epoch 40 Batch 421/538 - Train Accuracy: 0.967, Validation Accuracy: 0.961, Loss: 0.030 Epoch 40 Batch 422/538 - Train Accuracy: 0.958, Validation Accuracy: 0.964, Loss: 0.033 Epoch 40 Batch 423/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.031 Epoch 40 Batch 424/538 - Train Accuracy: 0.964, Validation Accuracy: 0.965, Loss: 0.036 Epoch 40 Batch 425/538 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.046 Epoch 40 Batch 426/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.032 Epoch 40 Batch 427/538 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.032 Epoch 40 Batch 428/538 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.025 Epoch 40 Batch 429/538 - Train Accuracy: 0.981, Validation Accuracy: 0.963, Loss: 0.038 Epoch 40 Batch 430/538 - Train Accuracy: 0.955, Validation Accuracy: 0.960, Loss: 0.029 Epoch 40 Batch 431/538 - Train Accuracy: 0.956, Validation Accuracy: 0.959, Loss: 0.031 Epoch 40 Batch 432/538 - Train Accuracy: 0.958, Validation Accuracy: 0.959, Loss: 0.040 Epoch 40 Batch 433/538 - Train Accuracy: 0.955, Validation Accuracy: 0.959, Loss: 0.051 Epoch 40 Batch 434/538 - Train Accuracy: 0.960, Validation Accuracy: 0.961, Loss: 0.031 Epoch 40 Batch 435/538 - Train Accuracy: 0.961, Validation Accuracy: 0.959, Loss: 0.031 Epoch 40 Batch 436/538 - Train Accuracy: 0.961, Validation Accuracy: 0.958, Loss: 0.036 Epoch 40 Batch 437/538 - Train Accuracy: 0.974, Validation Accuracy: 0.959, Loss: 0.032 Epoch 40 Batch 438/538 - Train Accuracy: 0.966, Validation Accuracy: 0.955, Loss: 0.032 Epoch 40 Batch 439/538 - Train Accuracy: 0.972, Validation Accuracy: 0.955, Loss: 0.032 Epoch 40 Batch 440/538 - Train Accuracy: 0.972, Validation Accuracy: 0.960, Loss: 0.032 Epoch 40 Batch 441/538 - Train Accuracy: 0.952, Validation Accuracy: 0.961, Loss: 0.042 Epoch 40 Batch 442/538 - Train Accuracy: 0.956, Validation Accuracy: 0.957, Loss: 0.030 Epoch 40 Batch 443/538 - Train Accuracy: 0.962, Validation Accuracy: 0.957, Loss: 0.031 Epoch 40 Batch 444/538 - Train Accuracy: 0.968, Validation Accuracy: 0.957, Loss: 0.038 Epoch 40 Batch 445/538 - Train Accuracy: 0.967, Validation Accuracy: 0.960, Loss: 0.029 Epoch 40 Batch 446/538 - Train Accuracy: 0.966, Validation Accuracy: 0.959, Loss: 0.028 Epoch 40 Batch 447/538 - Train Accuracy: 0.960, Validation Accuracy: 0.955, Loss: 0.031 Epoch 40 Batch 448/538 - Train Accuracy: 0.954, Validation Accuracy: 0.955, Loss: 0.032 Epoch 40 Batch 449/538 - Train Accuracy: 0.973, Validation Accuracy: 0.956, Loss: 0.036 Epoch 40 Batch 450/538 - Train Accuracy: 0.958, Validation Accuracy: 0.958, Loss: 0.044 Epoch 40 Batch 451/538 - Train Accuracy: 0.958, Validation Accuracy: 0.960, Loss: 0.035 Epoch 40 Batch 452/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.032 Epoch 40 Batch 453/538 - Train Accuracy: 0.961, Validation Accuracy: 0.961, Loss: 0.039 Epoch 40 Batch 454/538 - Train Accuracy: 0.957, Validation Accuracy: 0.960, Loss: 0.037 Epoch 40 Batch 455/538 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.036 Epoch 40 Batch 456/538 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.063 Epoch 40 Batch 457/538 - Train Accuracy: 0.962, Validation Accuracy: 0.955, Loss: 0.031 Epoch 40 Batch 458/538 - Train Accuracy: 0.966, Validation Accuracy: 0.952, Loss: 0.028 Epoch 40 Batch 459/538 - Train Accuracy: 0.967, Validation Accuracy: 0.954, Loss: 0.028 Epoch 40 Batch 460/538 - Train Accuracy: 0.953, Validation Accuracy: 0.956, Loss: 0.035 Epoch 40 Batch 461/538 - Train Accuracy: 0.976, Validation Accuracy: 0.956, Loss: 0.036 Epoch 40 Batch 462/538 - Train Accuracy: 0.953, Validation Accuracy: 0.956, Loss: 0.038 Epoch 40 Batch 463/538 - Train Accuracy: 0.945, Validation Accuracy: 0.956, Loss: 0.039 Epoch 40 Batch 464/538 - Train Accuracy: 0.974, Validation Accuracy: 0.956, Loss: 0.027 Epoch 40 Batch 465/538 - Train Accuracy: 0.964, Validation Accuracy: 0.959, Loss: 0.029 Epoch 40 Batch 466/538 - Train Accuracy: 0.956, Validation Accuracy: 0.959, Loss: 0.031 Epoch 40 Batch 467/538 - Train Accuracy: 0.957, Validation Accuracy: 0.957, Loss: 0.039 Epoch 40 Batch 468/538 - Train Accuracy: 0.971, Validation Accuracy: 0.955, Loss: 0.039 Epoch 40 Batch 469/538 - Train Accuracy: 0.961, Validation Accuracy: 0.956, Loss: 0.031 Epoch 40 Batch 470/538 - Train Accuracy: 0.963, Validation Accuracy: 0.956, Loss: 0.035 Epoch 40 Batch 471/538 - Train Accuracy: 0.973, Validation Accuracy: 0.958, Loss: 0.025 Epoch 40 Batch 472/538 - Train Accuracy: 0.984, Validation Accuracy: 0.961, Loss: 0.023 Epoch 40 Batch 473/538 - Train Accuracy: 0.964, Validation Accuracy: 0.958, Loss: 0.034 Epoch 40 Batch 474/538 - Train Accuracy: 0.966, Validation Accuracy: 0.956, Loss: 0.026 Epoch 40 Batch 475/538 - Train Accuracy: 0.969, Validation Accuracy: 0.956, Loss: 0.031 Epoch 40 Batch 476/538 - Train Accuracy: 0.971, Validation Accuracy: 0.949, Loss: 0.028 Epoch 40 Batch 477/538 - Train Accuracy: 0.957, Validation Accuracy: 0.949, Loss: 0.039 Epoch 40 Batch 478/538 - Train Accuracy: 0.974, Validation Accuracy: 0.950, Loss: 0.032 Epoch 40 Batch 479/538 - Train Accuracy: 0.961, Validation Accuracy: 0.948, Loss: 0.030 Epoch 40 Batch 480/538 - Train Accuracy: 0.966, Validation Accuracy: 0.950, Loss: 0.032 Epoch 40 Batch 481/538 - Train Accuracy: 0.972, Validation Accuracy: 0.948, Loss: 0.034 Epoch 40 Batch 482/538 - Train Accuracy: 0.956, Validation Accuracy: 0.948, Loss: 0.030 Epoch 40 Batch 483/538 - Train Accuracy: 0.956, Validation Accuracy: 0.949, Loss: 0.041 Epoch 40 Batch 484/538 - Train Accuracy: 0.960, Validation Accuracy: 0.955, Loss: 0.037 Epoch 40 Batch 485/538 - Train Accuracy: 0.963, Validation Accuracy: 0.957, Loss: 0.035 Epoch 40 Batch 486/538 - Train Accuracy: 0.968, Validation Accuracy: 0.957, Loss: 0.022 Epoch 40 Batch 487/538 - Train Accuracy: 0.974, Validation Accuracy: 0.957, Loss: 0.027 Epoch 40 Batch 488/538 - Train Accuracy: 0.975, Validation Accuracy: 0.957, Loss: 0.027 Epoch 40 Batch 489/538 - Train Accuracy: 0.962, Validation Accuracy: 0.957, Loss: 0.035 Epoch 40 Batch 490/538 - Train Accuracy: 0.956, Validation Accuracy: 0.959, Loss: 0.034 Epoch 40 Batch 491/538 - Train Accuracy: 0.954, Validation Accuracy: 0.959, Loss: 0.034 Epoch 40 Batch 492/538 - Train Accuracy: 0.969, Validation Accuracy: 0.959, Loss: 0.030 Epoch 40 Batch 493/538 - Train Accuracy: 0.956, Validation Accuracy: 0.962, Loss: 0.037 Epoch 40 Batch 494/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.036 Epoch 40 Batch 495/538 - Train Accuracy: 0.962, Validation Accuracy: 0.964, Loss: 0.036 Epoch 40 Batch 496/538 - Train Accuracy: 0.971, Validation Accuracy: 0.961, Loss: 0.028 Epoch 40 Batch 497/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.033 Epoch 40 Batch 498/538 - Train Accuracy: 0.953, Validation Accuracy: 0.963, Loss: 0.033 Epoch 40 Batch 499/538 - Train Accuracy: 0.952, Validation Accuracy: 0.962, Loss: 0.035 Epoch 40 Batch 500/538 - Train Accuracy: 0.972, Validation Accuracy: 0.959, Loss: 0.023 Epoch 40 Batch 501/538 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.034 Epoch 40 Batch 502/538 - Train Accuracy: 0.948, Validation Accuracy: 0.959, Loss: 0.029 Epoch 40 Batch 503/538 - Train Accuracy: 0.972, Validation Accuracy: 0.957, Loss: 0.029 Epoch 40 Batch 504/538 - Train Accuracy: 0.977, Validation Accuracy: 0.953, Loss: 0.028 Epoch 40 Batch 505/538 - Train Accuracy: 0.964, Validation Accuracy: 0.953, Loss: 0.024 Epoch 40 Batch 506/538 - Train Accuracy: 0.961, Validation Accuracy: 0.957, Loss: 0.027 Epoch 40 Batch 507/538 - Train Accuracy: 0.963, Validation Accuracy: 0.956, Loss: 0.036 Epoch 40 Batch 508/538 - Train Accuracy: 0.959, Validation Accuracy: 0.958, Loss: 0.034 Epoch 40 Batch 509/538 - Train Accuracy: 0.965, Validation Accuracy: 0.958, Loss: 0.034 Epoch 40 Batch 510/538 - Train Accuracy: 0.968, Validation Accuracy: 0.958, Loss: 0.031 Epoch 40 Batch 511/538 - Train Accuracy: 0.956, Validation Accuracy: 0.960, Loss: 0.035 Epoch 40 Batch 512/538 - Train Accuracy: 0.961, Validation Accuracy: 0.960, Loss: 0.038 Epoch 40 Batch 513/538 - Train Accuracy: 0.953, Validation Accuracy: 0.960, Loss: 0.032 Epoch 40 Batch 514/538 - Train Accuracy: 0.966, Validation Accuracy: 0.961, Loss: 0.025 Epoch 40 Batch 515/538 - Train Accuracy: 0.960, Validation Accuracy: 0.961, Loss: 0.036 Epoch 40 Batch 516/538 - Train Accuracy: 0.958, Validation Accuracy: 0.959, Loss: 0.029 Epoch 40 Batch 517/538 - Train Accuracy: 0.972, Validation Accuracy: 0.952, Loss: 0.027 Epoch 40 Batch 518/538 - Train Accuracy: 0.961, Validation Accuracy: 0.954, Loss: 0.039 Epoch 40 Batch 519/538 - Train Accuracy: 0.968, Validation Accuracy: 0.956, Loss: 0.033 Epoch 40 Batch 520/538 - Train Accuracy: 0.957, Validation Accuracy: 0.959, Loss: 0.035 Epoch 40 Batch 521/538 - Train Accuracy: 0.966, Validation Accuracy: 0.959, Loss: 0.038 Epoch 40 Batch 522/538 - Train Accuracy: 0.960, Validation Accuracy: 0.963, Loss: 0.035 Epoch 40 Batch 523/538 - Train Accuracy: 0.961, Validation Accuracy: 0.962, Loss: 0.036 Epoch 40 Batch 524/538 - Train Accuracy: 0.971, Validation Accuracy: 0.960, Loss: 0.031 Epoch 40 Batch 525/538 - Train Accuracy: 0.952, Validation Accuracy: 0.961, Loss: 0.038 Epoch 40 Batch 526/538 - Train Accuracy: 0.956, Validation Accuracy: 0.962, Loss: 0.031 Epoch 40 Batch 527/538 - Train Accuracy: 0.964, Validation Accuracy: 0.966, Loss: 0.033 Epoch 40 Batch 528/538 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.039 Epoch 40 Batch 529/538 - Train Accuracy: 0.956, Validation Accuracy: 0.962, Loss: 0.036 Epoch 40 Batch 530/538 - Train Accuracy: 0.960, Validation Accuracy: 0.959, Loss: 0.040 Epoch 40 Batch 531/538 - Train Accuracy: 0.965, Validation Accuracy: 0.956, Loss: 0.038 Epoch 40 Batch 532/538 - Train Accuracy: 0.956, Validation Accuracy: 0.957, Loss: 0.032 Epoch 40 Batch 533/538 - Train Accuracy: 0.958, Validation Accuracy: 0.955, Loss: 0.033 Epoch 40 Batch 534/538 - Train Accuracy: 0.958, Validation Accuracy: 0.955, Loss: 0.028 Epoch 40 Batch 535/538 - Train Accuracy: 0.965, Validation Accuracy: 0.955, Loss: 0.033 Epoch 40 Batch 536/538 - Train Accuracy: 0.970, Validation Accuracy: 0.956, Loss: 0.036 Epoch 41 Batch 0/538 - Train Accuracy: 0.976, Validation Accuracy: 0.954, Loss: 0.032 Epoch 41 Batch 1/538 - Train Accuracy: 0.968, Validation Accuracy: 0.953, Loss: 0.033 Epoch 41 Batch 2/538 - Train Accuracy: 0.962, Validation Accuracy: 0.950, Loss: 0.037 Epoch 41 Batch 3/538 - Train Accuracy: 0.962, Validation Accuracy: 0.951, Loss: 0.029 Epoch 41 Batch 4/538 - Train Accuracy: 0.964, Validation Accuracy: 0.952, Loss: 0.034 Epoch 41 Batch 5/538 - Train Accuracy: 0.964, Validation Accuracy: 0.952, Loss: 0.035 Epoch 41 Batch 6/538 - Train Accuracy: 0.955, Validation Accuracy: 0.952, Loss: 0.032 Epoch 41 Batch 7/538 - Train Accuracy: 0.969, Validation Accuracy: 0.952, Loss: 0.036 Epoch 41 Batch 8/538 - Train Accuracy: 0.975, Validation Accuracy: 0.958, Loss: 0.034 Epoch 41 Batch 9/538 - Train Accuracy: 0.958, Validation Accuracy: 0.954, Loss: 0.034 Epoch 41 Batch 10/538 - Train Accuracy: 0.963, Validation Accuracy: 0.952, Loss: 0.033 Epoch 41 Batch 11/538 - Train Accuracy: 0.961, Validation Accuracy: 0.945, Loss: 0.031 Epoch 41 Batch 12/538 - Train Accuracy: 0.957, Validation Accuracy: 0.945, Loss: 0.035 Epoch 41 Batch 13/538 - Train Accuracy: 0.953, Validation Accuracy: 0.948, Loss: 0.035 Epoch 41 Batch 14/538 - Train Accuracy: 0.956, Validation Accuracy: 0.948, Loss: 0.034 Epoch 41 Batch 15/538 - Train Accuracy: 0.971, Validation Accuracy: 0.949, Loss: 0.033 Epoch 41 Batch 16/538 - Train Accuracy: 0.958, Validation Accuracy: 0.951, Loss: 0.041 Epoch 41 Batch 17/538 - Train Accuracy: 0.967, Validation Accuracy: 0.956, Loss: 0.035 Epoch 41 Batch 18/538 - Train Accuracy: 0.971, Validation Accuracy: 0.960, Loss: 0.038 Epoch 41 Batch 19/538 - Train Accuracy: 0.966, Validation Accuracy: 0.962, Loss: 0.032 Epoch 41 Batch 20/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.040 Epoch 41 Batch 21/538 - Train Accuracy: 0.977, Validation Accuracy: 0.963, Loss: 0.022 Epoch 41 Batch 22/538 - Train Accuracy: 0.955, Validation Accuracy: 0.963, Loss: 0.033 Epoch 41 Batch 23/538 - Train Accuracy: 0.959, Validation Accuracy: 0.963, Loss: 0.041 Epoch 41 Batch 24/538 - Train Accuracy: 0.961, Validation Accuracy: 0.957, Loss: 0.035 Epoch 41 Batch 25/538 - Train Accuracy: 0.960, Validation Accuracy: 0.959, Loss: 0.037 Epoch 41 Batch 26/538 - Train Accuracy: 0.963, Validation Accuracy: 0.956, Loss: 0.035 Epoch 41 Batch 27/538 - Train Accuracy: 0.966, Validation Accuracy: 0.953, Loss: 0.026 Epoch 41 Batch 28/538 - Train Accuracy: 0.954, Validation Accuracy: 0.953, Loss: 0.032 Epoch 41 Batch 29/538 - Train Accuracy: 0.971, Validation Accuracy: 0.952, Loss: 0.029 Epoch 41 Batch 30/538 - Train Accuracy: 0.949, Validation Accuracy: 0.955, Loss: 0.035 Epoch 41 Batch 31/538 - Train Accuracy: 0.970, Validation Accuracy: 0.956, Loss: 0.032 Epoch 41 Batch 32/538 - Train Accuracy: 0.967, Validation Accuracy: 0.958, Loss: 0.024 Epoch 41 Batch 33/538 - Train Accuracy: 0.957, Validation Accuracy: 0.959, Loss: 0.040 Epoch 41 Batch 34/538 - Train Accuracy: 0.950, Validation Accuracy: 0.957, Loss: 0.044 Epoch 41 Batch 35/538 - Train Accuracy: 0.963, Validation Accuracy: 0.959, Loss: 0.028 Epoch 41 Batch 36/538 - Train Accuracy: 0.972, Validation Accuracy: 0.960, Loss: 0.035 Epoch 41 Batch 37/538 - Train Accuracy: 0.955, Validation Accuracy: 0.960, Loss: 0.035 Epoch 41 Batch 38/538 - Train Accuracy: 0.956, Validation Accuracy: 0.960, Loss: 0.028 Epoch 41 Batch 39/538 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.027 Epoch 41 Batch 40/538 - Train Accuracy: 0.970, Validation Accuracy: 0.956, Loss: 0.025 Epoch 41 Batch 41/538 - Train Accuracy: 0.970, Validation Accuracy: 0.954, Loss: 0.029 Epoch 41 Batch 42/538 - Train Accuracy: 0.962, Validation Accuracy: 0.954, Loss: 0.031 Epoch 41 Batch 43/538 - Train Accuracy: 0.949, Validation Accuracy: 0.957, Loss: 0.041 Epoch 41 Batch 44/538 - Train Accuracy: 0.954, Validation Accuracy: 0.961, Loss: 0.030 Epoch 41 Batch 45/538 - Train Accuracy: 0.972, Validation Accuracy: 0.960, Loss: 0.031 Epoch 41 Batch 46/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.030 Epoch 41 Batch 47/538 - Train Accuracy: 0.967, Validation Accuracy: 0.957, Loss: 0.035 Epoch 41 Batch 48/538 - Train Accuracy: 0.956, Validation Accuracy: 0.955, Loss: 0.036 Epoch 41 Batch 49/538 - Train Accuracy: 0.962, Validation Accuracy: 0.955, Loss: 0.032 Epoch 41 Batch 50/538 - Train Accuracy: 0.955, Validation Accuracy: 0.958, Loss: 0.033 Epoch 41 Batch 51/538 - Train Accuracy: 0.958, Validation Accuracy: 0.962, Loss: 0.037 Epoch 41 Batch 52/538 - Train Accuracy: 0.958, Validation Accuracy: 0.962, Loss: 0.036 Epoch 41 Batch 53/538 - Train Accuracy: 0.941, Validation Accuracy: 0.960, Loss: 0.038 Epoch 41 Batch 54/538 - Train Accuracy: 0.967, Validation Accuracy: 0.956, Loss: 0.028 Epoch 41 Batch 55/538 - Train Accuracy: 0.952, Validation Accuracy: 0.956, Loss: 0.036 Epoch 41 Batch 56/538 - Train Accuracy: 0.965, Validation Accuracy: 0.956, Loss: 0.029 Epoch 41 Batch 57/538 - Train Accuracy: 0.952, Validation Accuracy: 0.956, Loss: 0.036 Epoch 41 Batch 58/538 - Train Accuracy: 0.969, Validation Accuracy: 0.959, Loss: 0.030 Epoch 41 Batch 59/538 - Train Accuracy: 0.952, Validation Accuracy: 0.970, Loss: 0.036 Epoch 41 Batch 60/538 - Train Accuracy: 0.967, Validation Accuracy: 0.970, Loss: 0.033 Epoch 41 Batch 61/538 - Train Accuracy: 0.961, Validation Accuracy: 0.971, Loss: 0.033 Epoch 41 Batch 62/538 - Train Accuracy: 0.952, Validation Accuracy: 0.969, Loss: 0.042 Epoch 41 Batch 63/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.025 Epoch 41 Batch 64/538 - Train Accuracy: 0.956, Validation Accuracy: 0.969, Loss: 0.034 Epoch 41 Batch 65/538 - Train Accuracy: 0.959, Validation Accuracy: 0.969, Loss: 0.034 Epoch 41 Batch 66/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.020 Epoch 41 Batch 67/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.029 Epoch 41 Batch 68/538 - Train Accuracy: 0.959, Validation Accuracy: 0.964, Loss: 0.034 Epoch 41 Batch 69/538 - Train Accuracy: 0.959, Validation Accuracy: 0.967, Loss: 0.028 Epoch 41 Batch 70/538 - Train Accuracy: 0.953, Validation Accuracy: 0.967, Loss: 0.036 Epoch 41 Batch 71/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.032 Epoch 41 Batch 72/538 - Train Accuracy: 0.961, Validation Accuracy: 0.964, Loss: 0.056 Epoch 41 Batch 73/538 - Train Accuracy: 0.963, Validation Accuracy: 0.966, Loss: 0.032 Epoch 41 Batch 74/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.028 Epoch 41 Batch 75/538 - Train Accuracy: 0.962, Validation Accuracy: 0.966, Loss: 0.026 Epoch 41 Batch 76/538 - Train Accuracy: 0.955, Validation Accuracy: 0.968, Loss: 0.034 Epoch 41 Batch 77/538 - Train Accuracy: 0.954, Validation Accuracy: 0.966, Loss: 0.027 Epoch 41 Batch 78/538 - Train Accuracy: 0.955, Validation Accuracy: 0.966, Loss: 0.035 Epoch 41 Batch 79/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.028 Epoch 41 Batch 80/538 - Train Accuracy: 0.970, Validation Accuracy: 0.961, Loss: 0.037 Epoch 41 Batch 81/538 - Train Accuracy: 0.947, Validation Accuracy: 0.959, Loss: 0.038 Epoch 41 Batch 82/538 - Train Accuracy: 0.963, Validation Accuracy: 0.953, Loss: 0.038 Epoch 41 Batch 83/538 - Train Accuracy: 0.962, Validation Accuracy: 0.951, Loss: 0.033 Epoch 41 Batch 84/538 - Train Accuracy: 0.963, Validation Accuracy: 0.950, Loss: 0.035 Epoch 41 Batch 85/538 - Train Accuracy: 0.966, Validation Accuracy: 0.950, Loss: 0.025 Epoch 41 Batch 86/538 - Train Accuracy: 0.976, Validation Accuracy: 0.950, Loss: 0.034 Epoch 41 Batch 87/538 - Train Accuracy: 0.953, Validation Accuracy: 0.946, Loss: 0.046 Epoch 41 Batch 88/538 - Train Accuracy: 0.966, Validation Accuracy: 0.948, Loss: 0.035 Epoch 41 Batch 89/538 - Train Accuracy: 0.968, Validation Accuracy: 0.945, Loss: 0.031 Epoch 41 Batch 90/538 - Train Accuracy: 0.960, Validation Accuracy: 0.949, Loss: 0.039 Epoch 41 Batch 91/538 - Train Accuracy: 0.955, Validation Accuracy: 0.951, Loss: 0.038 Epoch 41 Batch 92/538 - Train Accuracy: 0.962, Validation Accuracy: 0.951, Loss: 0.032 Epoch 41 Batch 93/538 - Train Accuracy: 0.966, Validation Accuracy: 0.956, Loss: 0.030 Epoch 41 Batch 94/538 - Train Accuracy: 0.952, Validation Accuracy: 0.954, Loss: 0.031 Epoch 41 Batch 95/538 - Train Accuracy: 0.968, Validation Accuracy: 0.954, Loss: 0.030 Epoch 41 Batch 96/538 - Train Accuracy: 0.970, Validation Accuracy: 0.956, Loss: 0.028 Epoch 41 Batch 97/538 - Train Accuracy: 0.957, Validation Accuracy: 0.954, Loss: 0.024 Epoch 41 Batch 98/538 - Train Accuracy: 0.961, Validation Accuracy: 0.954, Loss: 0.031 Epoch 41 Batch 99/538 - Train Accuracy: 0.967, Validation Accuracy: 0.953, Loss: 0.033 Epoch 41 Batch 100/538 - Train Accuracy: 0.969, Validation Accuracy: 0.951, Loss: 0.023 Epoch 41 Batch 101/538 - Train Accuracy: 0.954, Validation Accuracy: 0.951, Loss: 0.038 Epoch 41 Batch 102/538 - Train Accuracy: 0.963, Validation Accuracy: 0.956, Loss: 0.045 Epoch 41 Batch 103/538 - Train Accuracy: 0.959, Validation Accuracy: 0.953, Loss: 0.030 Epoch 41 Batch 104/538 - Train Accuracy: 0.968, Validation Accuracy: 0.956, Loss: 0.029 Epoch 41 Batch 105/538 - Train Accuracy: 0.962, Validation Accuracy: 0.956, Loss: 0.030 Epoch 41 Batch 106/538 - Train Accuracy: 0.955, Validation Accuracy: 0.956, Loss: 0.028 Epoch 41 Batch 107/538 - Train Accuracy: 0.953, Validation Accuracy: 0.956, Loss: 0.037 Epoch 41 Batch 108/538 - Train Accuracy: 0.964, Validation Accuracy: 0.953, Loss: 0.036 Epoch 41 Batch 109/538 - Train Accuracy: 0.967, Validation Accuracy: 0.951, Loss: 0.031 Epoch 41 Batch 110/538 - Train Accuracy: 0.971, Validation Accuracy: 0.953, Loss: 0.027 Epoch 41 Batch 111/538 - Train Accuracy: 0.958, Validation Accuracy: 0.953, Loss: 0.036 Epoch 41 Batch 112/538 - Train Accuracy: 0.960, Validation Accuracy: 0.955, Loss: 0.036 Epoch 41 Batch 113/538 - Train Accuracy: 0.952, Validation Accuracy: 0.953, Loss: 0.036 Epoch 41 Batch 114/538 - Train Accuracy: 0.965, Validation Accuracy: 0.957, Loss: 0.032 Epoch 41 Batch 115/538 - Train Accuracy: 0.963, Validation Accuracy: 0.960, Loss: 0.037 Epoch 41 Batch 116/538 - Train Accuracy: 0.964, Validation Accuracy: 0.961, Loss: 0.039 Epoch 41 Batch 117/538 - Train Accuracy: 0.962, Validation Accuracy: 0.963, Loss: 0.031 Epoch 41 Batch 118/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.027 Epoch 41 Batch 119/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.023 Epoch 41 Batch 120/538 - Train Accuracy: 0.964, Validation Accuracy: 0.966, Loss: 0.027 Epoch 41 Batch 121/538 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.032 Epoch 41 Batch 122/538 - Train Accuracy: 0.961, Validation Accuracy: 0.968, Loss: 0.035 Epoch 41 Batch 123/538 - Train Accuracy: 0.954, Validation Accuracy: 0.969, Loss: 0.032 Epoch 41 Batch 124/538 - Train Accuracy: 0.953, Validation Accuracy: 0.964, Loss: 0.036 Epoch 41 Batch 125/538 - Train Accuracy: 0.956, Validation Accuracy: 0.964, Loss: 0.043 Epoch 41 Batch 126/538 - Train Accuracy: 0.958, Validation Accuracy: 0.962, Loss: 0.034 Epoch 41 Batch 127/538 - Train Accuracy: 0.950, Validation Accuracy: 0.960, Loss: 0.042 Epoch 41 Batch 128/538 - Train Accuracy: 0.962, Validation Accuracy: 0.962, Loss: 0.031 Epoch 41 Batch 129/538 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.028 Epoch 41 Batch 130/538 - Train Accuracy: 0.957, Validation Accuracy: 0.971, Loss: 0.031 Epoch 41 Batch 131/538 - Train Accuracy: 0.975, Validation Accuracy: 0.965, Loss: 0.032 Epoch 41 Batch 132/538 - Train Accuracy: 0.962, Validation Accuracy: 0.964, Loss: 0.034 Epoch 41 Batch 133/538 - Train Accuracy: 0.961, Validation Accuracy: 0.962, Loss: 0.035 Epoch 41 Batch 134/538 - Train Accuracy: 0.954, Validation Accuracy: 0.964, Loss: 0.039 Epoch 41 Batch 135/538 - Train Accuracy: 0.963, Validation Accuracy: 0.966, Loss: 0.047 Epoch 41 Batch 136/538 - Train Accuracy: 0.958, Validation Accuracy: 0.962, Loss: 0.035 Epoch 41 Batch 137/538 - Train Accuracy: 0.965, Validation Accuracy: 0.962, Loss: 0.041 Epoch 41 Batch 138/538 - Train Accuracy: 0.956, Validation Accuracy: 0.955, Loss: 0.030 Epoch 41 Batch 139/538 - Train Accuracy: 0.965, Validation Accuracy: 0.955, Loss: 0.044 Epoch 41 Batch 140/538 - Train Accuracy: 0.953, Validation Accuracy: 0.958, Loss: 0.046 Epoch 41 Batch 141/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.034 Epoch 41 Batch 142/538 - Train Accuracy: 0.967, Validation Accuracy: 0.961, Loss: 0.035 Epoch 41 Batch 143/538 - Train Accuracy: 0.964, Validation Accuracy: 0.962, Loss: 0.038 Epoch 41 Batch 144/538 - Train Accuracy: 0.967, Validation Accuracy: 0.962, Loss: 0.038 Epoch 41 Batch 145/538 - Train Accuracy: 0.956, Validation Accuracy: 0.960, Loss: 0.040 Epoch 41 Batch 146/538 - Train Accuracy: 0.962, Validation Accuracy: 0.958, Loss: 0.032 Epoch 41 Batch 147/538 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.035 Epoch 41 Batch 148/538 - Train Accuracy: 0.947, Validation Accuracy: 0.958, Loss: 0.042 Epoch 41 Batch 149/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.029 Epoch 41 Batch 150/538 - Train Accuracy: 0.969, Validation Accuracy: 0.962, Loss: 0.030 Epoch 41 Batch 151/538 - Train Accuracy: 0.951, Validation Accuracy: 0.958, Loss: 0.038 Epoch 41 Batch 152/538 - Train Accuracy: 0.964, Validation Accuracy: 0.956, Loss: 0.033 Epoch 41 Batch 153/538 - Train Accuracy: 0.966, Validation Accuracy: 0.959, Loss: 0.030 Epoch 41 Batch 154/538 - Train Accuracy: 0.967, Validation Accuracy: 0.955, Loss: 0.027 Epoch 41 Batch 155/538 - Train Accuracy: 0.965, Validation Accuracy: 0.955, Loss: 0.036 Epoch 41 Batch 156/538 - Train Accuracy: 0.973, Validation Accuracy: 0.960, Loss: 0.031 Epoch 41 Batch 157/538 - Train Accuracy: 0.964, Validation Accuracy: 0.960, Loss: 0.032 Epoch 41 Batch 158/538 - Train Accuracy: 0.974, Validation Accuracy: 0.960, Loss: 0.031 Epoch 41 Batch 159/538 - Train Accuracy: 0.950, Validation Accuracy: 0.967, Loss: 0.037 Epoch 41 Batch 160/538 - Train Accuracy: 0.952, Validation Accuracy: 0.962, Loss: 0.028 Epoch 41 Batch 161/538 - Train Accuracy: 0.960, Validation Accuracy: 0.959, Loss: 0.030 Epoch 41 Batch 162/538 - Train Accuracy: 0.976, Validation Accuracy: 0.959, Loss: 0.031 Epoch 41 Batch 163/538 - Train Accuracy: 0.956, Validation Accuracy: 0.962, Loss: 0.042 Epoch 41 Batch 164/538 - Train Accuracy: 0.958, Validation Accuracy: 0.960, Loss: 0.033 Epoch 41 Batch 165/538 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.028 Epoch 41 Batch 166/538 - Train Accuracy: 0.975, Validation Accuracy: 0.960, Loss: 0.032 Epoch 41 Batch 167/538 - Train Accuracy: 0.956, Validation Accuracy: 0.960, Loss: 0.051 Epoch 41 Batch 168/538 - Train Accuracy: 0.950, Validation Accuracy: 0.960, Loss: 0.042 Epoch 41 Batch 169/538 - Train Accuracy: 0.970, Validation Accuracy: 0.954, Loss: 0.027 Epoch 41 Batch 170/538 - Train Accuracy: 0.964, Validation Accuracy: 0.954, Loss: 0.032 Epoch 41 Batch 171/538 - Train Accuracy: 0.945, Validation Accuracy: 0.952, Loss: 0.037 Epoch 41 Batch 172/538 - Train Accuracy: 0.972, Validation Accuracy: 0.953, Loss: 0.025 Epoch 41 Batch 173/538 - Train Accuracy: 0.974, Validation Accuracy: 0.958, Loss: 0.027 Epoch 41 Batch 174/538 - Train Accuracy: 0.964, Validation Accuracy: 0.955, Loss: 0.031 Epoch 41 Batch 175/538 - Train Accuracy: 0.965, Validation Accuracy: 0.953, Loss: 0.038 Epoch 41 Batch 176/538 - Train Accuracy: 0.962, Validation Accuracy: 0.949, Loss: 0.033 Epoch 41 Batch 177/538 - Train Accuracy: 0.971, Validation Accuracy: 0.953, Loss: 0.031 Epoch 41 Batch 178/538 - Train Accuracy: 0.958, Validation Accuracy: 0.953, Loss: 0.029 Epoch 41 Batch 179/538 - Train Accuracy: 0.971, Validation Accuracy: 0.955, Loss: 0.033 Epoch 41 Batch 180/538 - Train Accuracy: 0.964, Validation Accuracy: 0.957, Loss: 0.040 Epoch 41 Batch 181/538 - Train Accuracy: 0.953, Validation Accuracy: 0.958, Loss: 0.033 Epoch 41 Batch 182/538 - Train Accuracy: 0.968, Validation Accuracy: 0.958, Loss: 0.030 Epoch 41 Batch 183/538 - Train Accuracy: 0.973, Validation Accuracy: 0.960, Loss: 0.032 Epoch 41 Batch 184/538 - Train Accuracy: 0.968, Validation Accuracy: 0.957, Loss: 0.029 Epoch 41 Batch 185/538 - Train Accuracy: 0.972, Validation Accuracy: 0.957, Loss: 0.023 Epoch 41 Batch 186/538 - Train Accuracy: 0.972, Validation Accuracy: 0.957, Loss: 0.024 Epoch 41 Batch 187/538 - Train Accuracy: 0.966, Validation Accuracy: 0.959, Loss: 0.033 Epoch 41 Batch 188/538 - Train Accuracy: 0.956, Validation Accuracy: 0.959, Loss: 0.030 Epoch 41 Batch 189/538 - Train Accuracy: 0.963, Validation Accuracy: 0.957, Loss: 0.034 Epoch 41 Batch 190/538 - Train Accuracy: 0.952, Validation Accuracy: 0.957, Loss: 0.045 Epoch 41 Batch 191/538 - Train Accuracy: 0.977, Validation Accuracy: 0.957, Loss: 0.031 Epoch 41 Batch 192/538 - Train Accuracy: 0.962, Validation Accuracy: 0.958, Loss: 0.030 Epoch 41 Batch 193/538 - Train Accuracy: 0.962, Validation Accuracy: 0.960, Loss: 0.035 Epoch 41 Batch 194/538 - Train Accuracy: 0.961, Validation Accuracy: 0.955, Loss: 0.041 Epoch 41 Batch 195/538 - Train Accuracy: 0.968, Validation Accuracy: 0.955, Loss: 0.043 Epoch 41 Batch 196/538 - Train Accuracy: 0.957, Validation Accuracy: 0.955, Loss: 0.030 Epoch 41 Batch 197/538 - Train Accuracy: 0.971, Validation Accuracy: 0.957, Loss: 0.034 Epoch 41 Batch 198/538 - Train Accuracy: 0.961, Validation Accuracy: 0.958, Loss: 0.032 Epoch 41 Batch 199/538 - Train Accuracy: 0.954, Validation Accuracy: 0.964, Loss: 0.035 Epoch 41 Batch 200/538 - Train Accuracy: 0.963, Validation Accuracy: 0.959, Loss: 0.031 Epoch 41 Batch 201/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.045 Epoch 41 Batch 202/538 - Train Accuracy: 0.968, Validation Accuracy: 0.965, Loss: 0.025 Epoch 41 Batch 203/538 - Train Accuracy: 0.960, Validation Accuracy: 0.964, Loss: 0.034 Epoch 41 Batch 204/538 - Train Accuracy: 0.955, Validation Accuracy: 0.964, Loss: 0.043 Epoch 41 Batch 205/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.032 Epoch 41 Batch 206/538 - Train Accuracy: 0.962, Validation Accuracy: 0.964, Loss: 0.026 Epoch 41 Batch 207/538 - Train Accuracy: 0.963, Validation Accuracy: 0.966, Loss: 0.037 Epoch 41 Batch 208/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.038 Epoch 41 Batch 209/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.025 Epoch 41 Batch 210/538 - Train Accuracy: 0.966, Validation Accuracy: 0.961, Loss: 0.037 Epoch 41 Batch 211/538 - Train Accuracy: 0.963, Validation Accuracy: 0.960, Loss: 0.034 Epoch 41 Batch 212/538 - Train Accuracy: 0.967, Validation Accuracy: 0.965, Loss: 0.028 Epoch 41 Batch 213/538 - Train Accuracy: 0.967, Validation Accuracy: 0.967, Loss: 0.033 Epoch 41 Batch 214/538 - Train Accuracy: 0.964, Validation Accuracy: 0.966, Loss: 0.030 Epoch 41 Batch 215/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.028 Epoch 41 Batch 216/538 - Train Accuracy: 0.953, Validation Accuracy: 0.966, Loss: 0.038 Epoch 41 Batch 217/538 - Train Accuracy: 0.964, Validation Accuracy: 0.966, Loss: 0.037 Epoch 41 Batch 218/538 - Train Accuracy: 0.962, Validation Accuracy: 0.959, Loss: 0.029 Epoch 41 Batch 219/538 - Train Accuracy: 0.955, Validation Accuracy: 0.956, Loss: 0.042 Epoch 41 Batch 220/538 - Train Accuracy: 0.941, Validation Accuracy: 0.952, Loss: 0.036 Epoch 41 Batch 221/538 - Train Accuracy: 0.968, Validation Accuracy: 0.949, Loss: 0.030 Epoch 41 Batch 222/538 - Train Accuracy: 0.958, Validation Accuracy: 0.949, Loss: 0.037 Epoch 41 Batch 223/538 - Train Accuracy: 0.956, Validation Accuracy: 0.953, Loss: 0.035 Epoch 41 Batch 224/538 - Train Accuracy: 0.960, Validation Accuracy: 0.956, Loss: 0.036 Epoch 41 Batch 225/538 - Train Accuracy: 0.967, Validation Accuracy: 0.958, Loss: 0.031 Epoch 41 Batch 226/538 - Train Accuracy: 0.958, Validation Accuracy: 0.960, Loss: 0.035 Epoch 41 Batch 227/538 - Train Accuracy: 0.964, Validation Accuracy: 0.958, Loss: 0.030 Epoch 41 Batch 228/538 - Train Accuracy: 0.951, Validation Accuracy: 0.960, Loss: 0.034 Epoch 41 Batch 229/538 - Train Accuracy: 0.960, Validation Accuracy: 0.961, Loss: 0.038 Epoch 41 Batch 230/538 - Train Accuracy: 0.950, Validation Accuracy: 0.959, Loss: 0.033 Epoch 41 Batch 231/538 - Train Accuracy: 0.958, Validation Accuracy: 0.958, Loss: 0.035 Epoch 41 Batch 232/538 - Train Accuracy: 0.962, Validation Accuracy: 0.957, Loss: 0.036 Epoch 41 Batch 233/538 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.038 Epoch 41 Batch 234/538 - Train Accuracy: 0.970, Validation Accuracy: 0.957, Loss: 0.034 Epoch 41 Batch 235/538 - Train Accuracy: 0.958, Validation Accuracy: 0.958, Loss: 0.030 Epoch 41 Batch 236/538 - Train Accuracy: 0.955, Validation Accuracy: 0.959, Loss: 0.032 Epoch 41 Batch 237/538 - Train Accuracy: 0.965, Validation Accuracy: 0.959, Loss: 0.028 Epoch 41 Batch 238/538 - Train Accuracy: 0.967, Validation Accuracy: 0.957, Loss: 0.029 Epoch 41 Batch 239/538 - Train Accuracy: 0.966, Validation Accuracy: 0.955, Loss: 0.036 Epoch 41 Batch 240/538 - Train Accuracy: 0.957, Validation Accuracy: 0.955, Loss: 0.031 Epoch 41 Batch 241/538 - Train Accuracy: 0.953, Validation Accuracy: 0.953, Loss: 0.034 Epoch 41 Batch 242/538 - Train Accuracy: 0.965, Validation Accuracy: 0.953, Loss: 0.034 Epoch 41 Batch 243/538 - Train Accuracy: 0.973, Validation Accuracy: 0.953, Loss: 0.029 Epoch 41 Batch 244/538 - Train Accuracy: 0.964, Validation Accuracy: 0.955, Loss: 0.032 Epoch 41 Batch 245/538 - Train Accuracy: 0.959, Validation Accuracy: 0.955, Loss: 0.043 Epoch 41 Batch 246/538 - Train Accuracy: 0.954, Validation Accuracy: 0.954, Loss: 0.031 Epoch 41 Batch 247/538 - Train Accuracy: 0.948, Validation Accuracy: 0.952, Loss: 0.044 Epoch 41 Batch 248/538 - Train Accuracy: 0.951, Validation Accuracy: 0.954, Loss: 0.041 Epoch 41 Batch 249/538 - Train Accuracy: 0.960, Validation Accuracy: 0.954, Loss: 0.028 Epoch 41 Batch 250/538 - Train Accuracy: 0.959, Validation Accuracy: 0.954, Loss: 0.035 Epoch 41 Batch 251/538 - Train Accuracy: 0.961, Validation Accuracy: 0.952, Loss: 0.027 Epoch 41 Batch 252/538 - Train Accuracy: 0.952, Validation Accuracy: 0.954, Loss: 0.033 Epoch 41 Batch 253/538 - Train Accuracy: 0.960, Validation Accuracy: 0.958, Loss: 0.036 Epoch 41 Batch 254/538 - Train Accuracy: 0.963, Validation Accuracy: 0.956, Loss: 0.037 Epoch 41 Batch 255/538 - Train Accuracy: 0.972, Validation Accuracy: 0.953, Loss: 0.032 Epoch 41 Batch 256/538 - Train Accuracy: 0.952, Validation Accuracy: 0.956, Loss: 0.036 Epoch 41 Batch 257/538 - Train Accuracy: 0.974, Validation Accuracy: 0.959, Loss: 0.035 Epoch 41 Batch 258/538 - Train Accuracy: 0.971, Validation Accuracy: 0.959, Loss: 0.034 Epoch 41 Batch 259/538 - Train Accuracy: 0.974, Validation Accuracy: 0.958, Loss: 0.029 Epoch 41 Batch 260/538 - Train Accuracy: 0.946, Validation Accuracy: 0.957, Loss: 0.040 Epoch 41 Batch 261/538 - Train Accuracy: 0.959, Validation Accuracy: 0.958, Loss: 0.043 Epoch 41 Batch 262/538 - Train Accuracy: 0.970, Validation Accuracy: 0.960, Loss: 0.033 Epoch 41 Batch 263/538 - Train Accuracy: 0.944, Validation Accuracy: 0.956, Loss: 0.036 Epoch 41 Batch 264/538 - Train Accuracy: 0.968, Validation Accuracy: 0.958, Loss: 0.033 Epoch 41 Batch 265/538 - Train Accuracy: 0.943, Validation Accuracy: 0.959, Loss: 0.040 Epoch 41 Batch 266/538 - Train Accuracy: 0.954, Validation Accuracy: 0.957, Loss: 0.039 Epoch 41 Batch 267/538 - Train Accuracy: 0.949, Validation Accuracy: 0.957, Loss: 0.034 Epoch 41 Batch 268/538 - Train Accuracy: 0.961, Validation Accuracy: 0.956, Loss: 0.029 Epoch 41 Batch 269/538 - Train Accuracy: 0.963, Validation Accuracy: 0.956, Loss: 0.031 Epoch 41 Batch 270/538 - Train Accuracy: 0.966, Validation Accuracy: 0.955, Loss: 0.034 Epoch 41 Batch 271/538 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.023 Epoch 41 Batch 272/538 - Train Accuracy: 0.967, Validation Accuracy: 0.961, Loss: 0.042 Epoch 41 Batch 273/538 - Train Accuracy: 0.961, Validation Accuracy: 0.963, Loss: 0.031 Epoch 41 Batch 274/538 - Train Accuracy: 0.944, Validation Accuracy: 0.962, Loss: 0.041 Epoch 41 Batch 275/538 - Train Accuracy: 0.941, Validation Accuracy: 0.958, Loss: 0.043 Epoch 41 Batch 276/538 - Train Accuracy: 0.958, Validation Accuracy: 0.956, Loss: 0.044 Epoch 41 Batch 277/538 - Train Accuracy: 0.962, Validation Accuracy: 0.953, Loss: 0.031 Epoch 41 Batch 278/538 - Train Accuracy: 0.956, Validation Accuracy: 0.955, Loss: 0.031 Epoch 41 Batch 279/538 - Train Accuracy: 0.964, Validation Accuracy: 0.958, Loss: 0.030 Epoch 41 Batch 280/538 - Train Accuracy: 0.969, Validation Accuracy: 0.955, Loss: 0.029 Epoch 41 Batch 281/538 - Train Accuracy: 0.963, Validation Accuracy: 0.955, Loss: 0.038 Epoch 41 Batch 282/538 - Train Accuracy: 0.966, Validation Accuracy: 0.955, Loss: 0.036 Epoch 41 Batch 283/538 - Train Accuracy: 0.966, Validation Accuracy: 0.959, Loss: 0.035 Epoch 41 Batch 284/538 - Train Accuracy: 0.958, Validation Accuracy: 0.958, Loss: 0.039 Epoch 41 Batch 285/538 - Train Accuracy: 0.961, Validation Accuracy: 0.956, Loss: 0.030 Epoch 41 Batch 286/538 - Train Accuracy: 0.947, Validation Accuracy: 0.958, Loss: 0.036 Epoch 41 Batch 287/538 - Train Accuracy: 0.970, Validation Accuracy: 0.960, Loss: 0.027 Epoch 41 Batch 288/538 - Train Accuracy: 0.956, Validation Accuracy: 0.958, Loss: 0.039 Epoch 41 Batch 289/538 - Train Accuracy: 0.958, Validation Accuracy: 0.957, Loss: 0.026 Epoch 41 Batch 290/538 - Train Accuracy: 0.969, Validation Accuracy: 0.957, Loss: 0.027 Epoch 41 Batch 291/538 - Train Accuracy: 0.968, Validation Accuracy: 0.955, Loss: 0.032 Epoch 41 Batch 292/538 - Train Accuracy: 0.965, Validation Accuracy: 0.958, Loss: 0.024 Epoch 41 Batch 293/538 - Train Accuracy: 0.951, Validation Accuracy: 0.958, Loss: 0.033 Epoch 41 Batch 294/538 - Train Accuracy: 0.967, Validation Accuracy: 0.953, Loss: 0.029 Epoch 41 Batch 295/538 - Train Accuracy: 0.973, Validation Accuracy: 0.952, Loss: 0.029 Epoch 41 Batch 296/538 - Train Accuracy: 0.957, Validation Accuracy: 0.953, Loss: 0.038 Epoch 41 Batch 297/538 - Train Accuracy: 0.972, Validation Accuracy: 0.953, Loss: 0.031 Epoch 41 Batch 298/538 - Train Accuracy: 0.964, Validation Accuracy: 0.953, Loss: 0.035 Epoch 41 Batch 299/538 - Train Accuracy: 0.962, Validation Accuracy: 0.951, Loss: 0.040 Epoch 41 Batch 300/538 - Train Accuracy: 0.958, Validation Accuracy: 0.953, Loss: 0.029 Epoch 41 Batch 301/538 - Train Accuracy: 0.964, Validation Accuracy: 0.952, Loss: 0.034 Epoch 41 Batch 302/538 - Train Accuracy: 0.967, Validation Accuracy: 0.953, Loss: 0.036 Epoch 41 Batch 303/538 - Train Accuracy: 0.970, Validation Accuracy: 0.958, Loss: 0.038 Epoch 41 Batch 304/538 - Train Accuracy: 0.961, Validation Accuracy: 0.957, Loss: 0.040 Epoch 41 Batch 305/538 - Train Accuracy: 0.972, Validation Accuracy: 0.957, Loss: 0.029 Epoch 41 Batch 306/538 - Train Accuracy: 0.964, Validation Accuracy: 0.960, Loss: 0.033 Epoch 41 Batch 307/538 - Train Accuracy: 0.971, Validation Accuracy: 0.961, Loss: 0.029 Epoch 41 Batch 308/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.032 Epoch 41 Batch 309/538 - Train Accuracy: 0.963, Validation Accuracy: 0.966, Loss: 0.026 Epoch 41 Batch 310/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.033 Epoch 41 Batch 311/538 - Train Accuracy: 0.961, Validation Accuracy: 0.963, Loss: 0.039 Epoch 41 Batch 312/538 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.034 Epoch 41 Batch 313/538 - Train Accuracy: 0.966, Validation Accuracy: 0.965, Loss: 0.026 Epoch 41 Batch 314/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.035 Epoch 41 Batch 315/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.025 Epoch 41 Batch 316/538 - Train Accuracy: 0.953, Validation Accuracy: 0.964, Loss: 0.029 Epoch 41 Batch 317/538 - Train Accuracy: 0.965, Validation Accuracy: 0.966, Loss: 0.033 Epoch 41 Batch 318/538 - Train Accuracy: 0.966, Validation Accuracy: 0.965, Loss: 0.030 Epoch 41 Batch 319/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.036 Epoch 41 Batch 320/538 - Train Accuracy: 0.966, Validation Accuracy: 0.965, Loss: 0.031 Epoch 41 Batch 321/538 - Train Accuracy: 0.965, Validation Accuracy: 0.965, Loss: 0.025 Epoch 41 Batch 322/538 - Train Accuracy: 0.968, Validation Accuracy: 0.965, Loss: 0.034 Epoch 41 Batch 323/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.027 Epoch 41 Batch 324/538 - Train Accuracy: 0.965, Validation Accuracy: 0.965, Loss: 0.031 Epoch 41 Batch 325/538 - Train Accuracy: 0.971, Validation Accuracy: 0.961, Loss: 0.027 Epoch 41 Batch 326/538 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.033 Epoch 41 Batch 327/538 - Train Accuracy: 0.954, Validation Accuracy: 0.965, Loss: 0.032 Epoch 41 Batch 328/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.025 Epoch 41 Batch 329/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.026 Epoch 41 Batch 330/538 - Train Accuracy: 0.961, Validation Accuracy: 0.961, Loss: 0.026 Epoch 41 Batch 331/538 - Train Accuracy: 0.967, Validation Accuracy: 0.957, Loss: 0.035 Epoch 41 Batch 332/538 - Train Accuracy: 0.969, Validation Accuracy: 0.957, Loss: 0.039 Epoch 41 Batch 333/538 - Train Accuracy: 0.967, Validation Accuracy: 0.956, Loss: 0.032 Epoch 41 Batch 334/538 - Train Accuracy: 0.967, Validation Accuracy: 0.955, Loss: 0.030 Epoch 41 Batch 335/538 - Train Accuracy: 0.970, Validation Accuracy: 0.955, Loss: 0.033 Epoch 41 Batch 336/538 - Train Accuracy: 0.955, Validation Accuracy: 0.955, Loss: 0.027 Epoch 41 Batch 337/538 - Train Accuracy: 0.958, Validation Accuracy: 0.957, Loss: 0.029 Epoch 41 Batch 338/538 - Train Accuracy: 0.967, Validation Accuracy: 0.959, Loss: 0.029 Epoch 41 Batch 339/538 - Train Accuracy: 0.954, Validation Accuracy: 0.962, Loss: 0.032 Epoch 41 Batch 340/538 - Train Accuracy: 0.956, Validation Accuracy: 0.964, Loss: 0.032 Epoch 41 Batch 341/538 - Train Accuracy: 0.963, Validation Accuracy: 0.961, Loss: 0.030 Epoch 41 Batch 342/538 - Train Accuracy: 0.964, Validation Accuracy: 0.962, Loss: 0.039 Epoch 41 Batch 343/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.032 Epoch 41 Batch 344/538 - Train Accuracy: 0.963, Validation Accuracy: 0.961, Loss: 0.032 Epoch 41 Batch 345/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.033 Epoch 41 Batch 346/538 - Train Accuracy: 0.967, Validation Accuracy: 0.957, Loss: 0.036 Epoch 41 Batch 347/538 - Train Accuracy: 0.966, Validation Accuracy: 0.955, Loss: 0.032 Epoch 41 Batch 348/538 - Train Accuracy: 0.960, Validation Accuracy: 0.953, Loss: 0.028 Epoch 41 Batch 349/538 - Train Accuracy: 0.971, Validation Accuracy: 0.953, Loss: 0.027 Epoch 41 Batch 350/538 - Train Accuracy: 0.964, Validation Accuracy: 0.948, Loss: 0.047 Epoch 41 Batch 351/538 - Train Accuracy: 0.954, Validation Accuracy: 0.948, Loss: 0.041 Epoch 41 Batch 352/538 - Train Accuracy: 0.958, Validation Accuracy: 0.952, Loss: 0.044 Epoch 41 Batch 353/538 - Train Accuracy: 0.963, Validation Accuracy: 0.956, Loss: 0.033 Epoch 41 Batch 354/538 - Train Accuracy: 0.961, Validation Accuracy: 0.961, Loss: 0.029 Epoch 41 Batch 355/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.031 Epoch 41 Batch 356/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.035 Epoch 41 Batch 357/538 - Train Accuracy: 0.961, Validation Accuracy: 0.961, Loss: 0.037 Epoch 41 Batch 358/538 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.031 Epoch 41 Batch 359/538 - Train Accuracy: 0.963, Validation Accuracy: 0.965, Loss: 0.037 Epoch 41 Batch 360/538 - Train Accuracy: 0.969, Validation Accuracy: 0.962, Loss: 0.027 Epoch 41 Batch 361/538 - Train Accuracy: 0.970, Validation Accuracy: 0.961, Loss: 0.028 Epoch 41 Batch 362/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.023 Epoch 41 Batch 363/538 - Train Accuracy: 0.968, Validation Accuracy: 0.959, Loss: 0.032 Epoch 41 Batch 364/538 - Train Accuracy: 0.959, Validation Accuracy: 0.959, Loss: 0.035 Epoch 41 Batch 365/538 - Train Accuracy: 0.967, Validation Accuracy: 0.961, Loss: 0.032 Epoch 41 Batch 366/538 - Train Accuracy: 0.977, Validation Accuracy: 0.959, Loss: 0.031 Epoch 41 Batch 367/538 - Train Accuracy: 0.968, Validation Accuracy: 0.957, Loss: 0.025 Epoch 41 Batch 368/538 - Train Accuracy: 0.974, Validation Accuracy: 0.955, Loss: 0.031 Epoch 41 Batch 369/538 - Train Accuracy: 0.966, Validation Accuracy: 0.955, Loss: 0.028 Epoch 41 Batch 370/538 - Train Accuracy: 0.953, Validation Accuracy: 0.957, Loss: 0.034 Epoch 41 Batch 371/538 - Train Accuracy: 0.974, Validation Accuracy: 0.959, Loss: 0.040 Epoch 41 Batch 372/538 - Train Accuracy: 0.968, Validation Accuracy: 0.957, Loss: 0.032 Epoch 41 Batch 373/538 - Train Accuracy: 0.961, Validation Accuracy: 0.957, Loss: 0.032 Epoch 41 Batch 374/538 - Train Accuracy: 0.961, Validation Accuracy: 0.960, Loss: 0.031 Epoch 41 Batch 375/538 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.038 Epoch 41 Batch 376/538 - Train Accuracy: 0.962, Validation Accuracy: 0.962, Loss: 0.033 Epoch 41 Batch 377/538 - Train Accuracy: 0.963, Validation Accuracy: 0.961, Loss: 0.037 Epoch 41 Batch 378/538 - Train Accuracy: 0.954, Validation Accuracy: 0.965, Loss: 0.031 Epoch 41 Batch 379/538 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.028 Epoch 41 Batch 380/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.029 Epoch 41 Batch 381/538 - Train Accuracy: 0.970, Validation Accuracy: 0.961, Loss: 0.036 Epoch 41 Batch 382/538 - Train Accuracy: 0.947, Validation Accuracy: 0.963, Loss: 0.040 Epoch 41 Batch 383/538 - Train Accuracy: 0.959, Validation Accuracy: 0.961, Loss: 0.029 Epoch 41 Batch 384/538 - Train Accuracy: 0.959, Validation Accuracy: 0.961, Loss: 0.028 Epoch 41 Batch 385/538 - Train Accuracy: 0.959, Validation Accuracy: 0.963, Loss: 0.031 Epoch 41 Batch 386/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.038 Epoch 41 Batch 387/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.033 Epoch 41 Batch 388/538 - Train Accuracy: 0.959, Validation Accuracy: 0.965, Loss: 0.035 Epoch 41 Batch 389/538 - Train Accuracy: 0.956, Validation Accuracy: 0.961, Loss: 0.043 Epoch 41 Batch 390/538 - Train Accuracy: 0.962, Validation Accuracy: 0.963, Loss: 0.032 Epoch 41 Batch 391/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.033 Epoch 41 Batch 392/538 - Train Accuracy: 0.967, Validation Accuracy: 0.961, Loss: 0.030 Epoch 41 Batch 393/538 - Train Accuracy: 0.962, Validation Accuracy: 0.961, Loss: 0.033 Epoch 41 Batch 394/538 - Train Accuracy: 0.954, Validation Accuracy: 0.963, Loss: 0.041 Epoch 41 Batch 395/538 - Train Accuracy: 0.958, Validation Accuracy: 0.964, Loss: 0.039 Epoch 41 Batch 396/538 - Train Accuracy: 0.960, Validation Accuracy: 0.962, Loss: 0.033 Epoch 41 Batch 397/538 - Train Accuracy: 0.968, Validation Accuracy: 0.960, Loss: 0.032 Epoch 41 Batch 398/538 - Train Accuracy: 0.949, Validation Accuracy: 0.961, Loss: 0.036 Epoch 41 Batch 399/538 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.035 Epoch 41 Batch 400/538 - Train Accuracy: 0.972, Validation Accuracy: 0.960, Loss: 0.027 Epoch 41 Batch 401/538 - Train Accuracy: 0.964, Validation Accuracy: 0.962, Loss: 0.027 Epoch 41 Batch 402/538 - Train Accuracy: 0.966, Validation Accuracy: 0.956, Loss: 0.027 Epoch 41 Batch 403/538 - Train Accuracy: 0.963, Validation Accuracy: 0.958, Loss: 0.038 Epoch 41 Batch 404/538 - Train Accuracy: 0.961, Validation Accuracy: 0.960, Loss: 0.040 Epoch 41 Batch 405/538 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.028 Epoch 41 Batch 406/538 - Train Accuracy: 0.960, Validation Accuracy: 0.958, Loss: 0.032 Epoch 41 Batch 407/538 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.032 Epoch 41 Batch 408/538 - Train Accuracy: 0.949, Validation Accuracy: 0.959, Loss: 0.035 Epoch 41 Batch 409/538 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.034 Epoch 41 Batch 410/538 - Train Accuracy: 0.973, Validation Accuracy: 0.958, Loss: 0.031 Epoch 41 Batch 411/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.031 Epoch 41 Batch 412/538 - Train Accuracy: 0.975, Validation Accuracy: 0.961, Loss: 0.023 Epoch 41 Batch 413/538 - Train Accuracy: 0.965, Validation Accuracy: 0.960, Loss: 0.031 Epoch 41 Batch 414/538 - Train Accuracy: 0.948, Validation Accuracy: 0.961, Loss: 0.046 Epoch 41 Batch 415/538 - Train Accuracy: 0.958, Validation Accuracy: 0.958, Loss: 0.036 Epoch 41 Batch 416/538 - Train Accuracy: 0.967, Validation Accuracy: 0.958, Loss: 0.030 Epoch 41 Batch 417/538 - Train Accuracy: 0.967, Validation Accuracy: 0.951, Loss: 0.028 Epoch 41 Batch 418/538 - Train Accuracy: 0.964, Validation Accuracy: 0.953, Loss: 0.035 Epoch 41 Batch 419/538 - Train Accuracy: 0.964, Validation Accuracy: 0.956, Loss: 0.030 Epoch 41 Batch 420/538 - Train Accuracy: 0.967, Validation Accuracy: 0.957, Loss: 0.033 Epoch 41 Batch 421/538 - Train Accuracy: 0.964, Validation Accuracy: 0.957, Loss: 0.027 Epoch 41 Batch 422/538 - Train Accuracy: 0.955, Validation Accuracy: 0.961, Loss: 0.040 Epoch 41 Batch 423/538 - Train Accuracy: 0.971, Validation Accuracy: 0.961, Loss: 0.035 Epoch 41 Batch 424/538 - Train Accuracy: 0.966, Validation Accuracy: 0.959, Loss: 0.036 Epoch 41 Batch 425/538 - Train Accuracy: 0.965, Validation Accuracy: 0.959, Loss: 0.051 Epoch 41 Batch 426/538 - Train Accuracy: 0.967, Validation Accuracy: 0.959, Loss: 0.035 Epoch 41 Batch 427/538 - Train Accuracy: 0.957, Validation Accuracy: 0.957, Loss: 0.033 Epoch 41 Batch 428/538 - Train Accuracy: 0.967, Validation Accuracy: 0.959, Loss: 0.032 Epoch 41 Batch 429/538 - Train Accuracy: 0.982, Validation Accuracy: 0.960, Loss: 0.032 Epoch 41 Batch 430/538 - Train Accuracy: 0.958, Validation Accuracy: 0.963, Loss: 0.032 Epoch 41 Batch 431/538 - Train Accuracy: 0.966, Validation Accuracy: 0.962, Loss: 0.035 Epoch 41 Batch 432/538 - Train Accuracy: 0.954, Validation Accuracy: 0.962, Loss: 0.039 Epoch 41 Batch 433/538 - Train Accuracy: 0.948, Validation Accuracy: 0.963, Loss: 0.058 Epoch 41 Batch 434/538 - Train Accuracy: 0.964, Validation Accuracy: 0.967, Loss: 0.031 Epoch 41 Batch 435/538 - Train Accuracy: 0.956, Validation Accuracy: 0.963, Loss: 0.035 Epoch 41 Batch 436/538 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.028 Epoch 41 Batch 437/538 - Train Accuracy: 0.972, Validation Accuracy: 0.962, Loss: 0.034 Epoch 41 Batch 438/538 - Train Accuracy: 0.960, Validation Accuracy: 0.962, Loss: 0.031 Epoch 41 Batch 439/538 - Train Accuracy: 0.965, Validation Accuracy: 0.964, Loss: 0.031 Epoch 41 Batch 440/538 - Train Accuracy: 0.970, Validation Accuracy: 0.964, Loss: 0.032 Epoch 41 Batch 441/538 - Train Accuracy: 0.948, Validation Accuracy: 0.964, Loss: 0.043 Epoch 41 Batch 442/538 - Train Accuracy: 0.964, Validation Accuracy: 0.962, Loss: 0.030 Epoch 41 Batch 443/538 - Train Accuracy: 0.961, Validation Accuracy: 0.962, Loss: 0.036 Epoch 41 Batch 444/538 - Train Accuracy: 0.963, Validation Accuracy: 0.965, Loss: 0.034 Epoch 41 Batch 445/538 - Train Accuracy: 0.960, Validation Accuracy: 0.962, Loss: 0.030 Epoch 41 Batch 446/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.031 Epoch 41 Batch 447/538 - Train Accuracy: 0.955, Validation Accuracy: 0.963, Loss: 0.031 Epoch 41 Batch 448/538 - Train Accuracy: 0.964, Validation Accuracy: 0.959, Loss: 0.032 Epoch 41 Batch 449/538 - Train Accuracy: 0.972, Validation Accuracy: 0.959, Loss: 0.034 Epoch 41 Batch 450/538 - Train Accuracy: 0.954, Validation Accuracy: 0.964, Loss: 0.048 Epoch 41 Batch 451/538 - Train Accuracy: 0.963, Validation Accuracy: 0.961, Loss: 0.035 Epoch 41 Batch 452/538 - Train Accuracy: 0.963, Validation Accuracy: 0.963, Loss: 0.030 Epoch 41 Batch 453/538 - Train Accuracy: 0.963, Validation Accuracy: 0.960, Loss: 0.038 Epoch 41 Batch 454/538 - Train Accuracy: 0.960, Validation Accuracy: 0.961, Loss: 0.036 Epoch 41 Batch 455/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.037 Epoch 41 Batch 456/538 - Train Accuracy: 0.965, Validation Accuracy: 0.964, Loss: 0.059 Epoch 41 Batch 457/538 - Train Accuracy: 0.965, Validation Accuracy: 0.962, Loss: 0.022 Epoch 41 Batch 458/538 - Train Accuracy: 0.965, Validation Accuracy: 0.958, Loss: 0.030 Epoch 41 Batch 459/538 - Train Accuracy: 0.974, Validation Accuracy: 0.956, Loss: 0.031 Epoch 41 Batch 460/538 - Train Accuracy: 0.959, Validation Accuracy: 0.956, Loss: 0.035 Epoch 41 Batch 461/538 - Train Accuracy: 0.971, Validation Accuracy: 0.956, Loss: 0.031 Epoch 41 Batch 462/538 - Train Accuracy: 0.959, Validation Accuracy: 0.956, Loss: 0.033 Epoch 41 Batch 463/538 - Train Accuracy: 0.961, Validation Accuracy: 0.956, Loss: 0.036 Epoch 41 Batch 464/538 - Train Accuracy: 0.979, Validation Accuracy: 0.956, Loss: 0.031 Epoch 41 Batch 465/538 - Train Accuracy: 0.967, Validation Accuracy: 0.961, Loss: 0.032 Epoch 41 Batch 466/538 - Train Accuracy: 0.957, Validation Accuracy: 0.961, Loss: 0.031 Epoch 41 Batch 467/538 - Train Accuracy: 0.966, Validation Accuracy: 0.962, Loss: 0.035 Epoch 41 Batch 468/538 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.042 Epoch 41 Batch 469/538 - Train Accuracy: 0.955, Validation Accuracy: 0.963, Loss: 0.034 Epoch 41 Batch 470/538 - Train Accuracy: 0.959, Validation Accuracy: 0.961, Loss: 0.032 Epoch 41 Batch 471/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.023 Epoch 41 Batch 472/538 - Train Accuracy: 0.986, Validation Accuracy: 0.964, Loss: 0.024 Epoch 41 Batch 473/538 - Train Accuracy: 0.962, Validation Accuracy: 0.964, Loss: 0.033 Epoch 41 Batch 474/538 - Train Accuracy: 0.959, Validation Accuracy: 0.962, Loss: 0.029 Epoch 41 Batch 475/538 - Train Accuracy: 0.969, Validation Accuracy: 0.959, Loss: 0.029 Epoch 41 Batch 476/538 - Train Accuracy: 0.968, Validation Accuracy: 0.962, Loss: 0.032 Epoch 41 Batch 477/538 - Train Accuracy: 0.958, Validation Accuracy: 0.962, Loss: 0.037 Epoch 41 Batch 478/538 - Train Accuracy: 0.977, Validation Accuracy: 0.962, Loss: 0.028 Epoch 41 Batch 479/538 - Train Accuracy: 0.963, Validation Accuracy: 0.958, Loss: 0.033 Epoch 41 Batch 480/538 - Train Accuracy: 0.968, Validation Accuracy: 0.955, Loss: 0.034 Epoch 41 Batch 481/538 - Train Accuracy: 0.969, Validation Accuracy: 0.958, Loss: 0.034 Epoch 41 Batch 482/538 - Train Accuracy: 0.962, Validation Accuracy: 0.962, Loss: 0.029 Epoch 41 Batch 483/538 - Train Accuracy: 0.960, Validation Accuracy: 0.962, Loss: 0.035 Epoch 41 Batch 484/538 - Train Accuracy: 0.955, Validation Accuracy: 0.961, Loss: 0.038 Epoch 41 Batch 485/538 - Train Accuracy: 0.961, Validation Accuracy: 0.963, Loss: 0.036 Epoch 41 Batch 486/538 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.028 Epoch 41 Batch 487/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.033 Epoch 41 Batch 488/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.027 Epoch 41 Batch 489/538 - Train Accuracy: 0.962, Validation Accuracy: 0.963, Loss: 0.035 Epoch 41 Batch 490/538 - Train Accuracy: 0.953, Validation Accuracy: 0.963, Loss: 0.030 Epoch 41 Batch 491/538 - Train Accuracy: 0.959, Validation Accuracy: 0.961, Loss: 0.031 Epoch 41 Batch 492/538 - Train Accuracy: 0.968, Validation Accuracy: 0.957, Loss: 0.032 Epoch 41 Batch 493/538 - Train Accuracy: 0.953, Validation Accuracy: 0.957, Loss: 0.034 Epoch 41 Batch 494/538 - Train Accuracy: 0.973, Validation Accuracy: 0.957, Loss: 0.039 Epoch 41 Batch 495/538 - Train Accuracy: 0.965, Validation Accuracy: 0.966, Loss: 0.035 Epoch 41 Batch 496/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.030 Epoch 41 Batch 497/538 - Train Accuracy: 0.965, Validation Accuracy: 0.966, Loss: 0.035 Epoch 41 Batch 498/538 - Train Accuracy: 0.953, Validation Accuracy: 0.966, Loss: 0.031 Epoch 41 Batch 499/538 - Train Accuracy: 0.954, Validation Accuracy: 0.964, Loss: 0.038 Epoch 41 Batch 500/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.025 Epoch 41 Batch 501/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.033 Epoch 41 Batch 502/538 - Train Accuracy: 0.952, Validation Accuracy: 0.964, Loss: 0.033 Epoch 41 Batch 503/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.031 Epoch 41 Batch 504/538 - Train Accuracy: 0.979, Validation Accuracy: 0.958, Loss: 0.028 Epoch 41 Batch 505/538 - Train Accuracy: 0.967, Validation Accuracy: 0.953, Loss: 0.025 Epoch 41 Batch 506/538 - Train Accuracy: 0.960, Validation Accuracy: 0.948, Loss: 0.028 Epoch 41 Batch 507/538 - Train Accuracy: 0.967, Validation Accuracy: 0.948, Loss: 0.037 Epoch 41 Batch 508/538 - Train Accuracy: 0.961, Validation Accuracy: 0.950, Loss: 0.030 Epoch 41 Batch 509/538 - Train Accuracy: 0.959, Validation Accuracy: 0.958, Loss: 0.036 Epoch 41 Batch 510/538 - Train Accuracy: 0.958, Validation Accuracy: 0.960, Loss: 0.034 Epoch 41 Batch 511/538 - Train Accuracy: 0.961, Validation Accuracy: 0.960, Loss: 0.038 Epoch 41 Batch 512/538 - Train Accuracy: 0.962, Validation Accuracy: 0.962, Loss: 0.036 Epoch 41 Batch 513/538 - Train Accuracy: 0.951, Validation Accuracy: 0.960, Loss: 0.032 Epoch 41 Batch 514/538 - Train Accuracy: 0.964, Validation Accuracy: 0.962, Loss: 0.035 Epoch 41 Batch 515/538 - Train Accuracy: 0.957, Validation Accuracy: 0.962, Loss: 0.038 Epoch 41 Batch 516/538 - Train Accuracy: 0.967, Validation Accuracy: 0.960, Loss: 0.029 Epoch 41 Batch 517/538 - Train Accuracy: 0.974, Validation Accuracy: 0.958, Loss: 0.030 Epoch 41 Batch 518/538 - Train Accuracy: 0.951, Validation Accuracy: 0.958, Loss: 0.041 Epoch 41 Batch 519/538 - Train Accuracy: 0.970, Validation Accuracy: 0.954, Loss: 0.027 Epoch 41 Batch 520/538 - Train Accuracy: 0.959, Validation Accuracy: 0.958, Loss: 0.037 Epoch 41 Batch 521/538 - Train Accuracy: 0.971, Validation Accuracy: 0.958, Loss: 0.035 Epoch 41 Batch 522/538 - Train Accuracy: 0.966, Validation Accuracy: 0.958, Loss: 0.027 Epoch 41 Batch 523/538 - Train Accuracy: 0.967, Validation Accuracy: 0.960, Loss: 0.035 Epoch 41 Batch 524/538 - Train Accuracy: 0.967, Validation Accuracy: 0.965, Loss: 0.028 Epoch 41 Batch 525/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.036 Epoch 41 Batch 526/538 - Train Accuracy: 0.961, Validation Accuracy: 0.964, Loss: 0.029 Epoch 41 Batch 527/538 - Train Accuracy: 0.962, Validation Accuracy: 0.962, Loss: 0.029 Epoch 41 Batch 528/538 - Train Accuracy: 0.968, Validation Accuracy: 0.967, Loss: 0.033 Epoch 41 Batch 529/538 - Train Accuracy: 0.960, Validation Accuracy: 0.969, Loss: 0.034 Epoch 41 Batch 530/538 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.033 Epoch 41 Batch 531/538 - Train Accuracy: 0.962, Validation Accuracy: 0.969, Loss: 0.034 Epoch 41 Batch 532/538 - Train Accuracy: 0.960, Validation Accuracy: 0.967, Loss: 0.028 Epoch 41 Batch 533/538 - Train Accuracy: 0.961, Validation Accuracy: 0.967, Loss: 0.040 Epoch 41 Batch 534/538 - Train Accuracy: 0.959, Validation Accuracy: 0.967, Loss: 0.027 Epoch 41 Batch 535/538 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.031 Epoch 41 Batch 536/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.038 Epoch 42 Batch 0/538 - Train Accuracy: 0.976, Validation Accuracy: 0.963, Loss: 0.023 Epoch 42 Batch 1/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.032 Epoch 42 Batch 2/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.036 Epoch 42 Batch 3/538 - Train Accuracy: 0.961, Validation Accuracy: 0.963, Loss: 0.034 Epoch 42 Batch 4/538 - Train Accuracy: 0.971, Validation Accuracy: 0.959, Loss: 0.028 Epoch 42 Batch 5/538 - Train Accuracy: 0.962, Validation Accuracy: 0.961, Loss: 0.034 Epoch 42 Batch 6/538 - Train Accuracy: 0.959, Validation Accuracy: 0.961, Loss: 0.033 Epoch 42 Batch 7/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.032 Epoch 42 Batch 8/538 - Train Accuracy: 0.968, Validation Accuracy: 0.962, Loss: 0.031 Epoch 42 Batch 9/538 - Train Accuracy: 0.955, Validation Accuracy: 0.959, Loss: 0.025 Epoch 42 Batch 10/538 - Train Accuracy: 0.962, Validation Accuracy: 0.955, Loss: 0.034 Epoch 42 Batch 11/538 - Train Accuracy: 0.955, Validation Accuracy: 0.955, Loss: 0.030 Epoch 42 Batch 12/538 - Train Accuracy: 0.950, Validation Accuracy: 0.953, Loss: 0.037 Epoch 42 Batch 13/538 - Train Accuracy: 0.964, Validation Accuracy: 0.953, Loss: 0.031 Epoch 42 Batch 14/538 - Train Accuracy: 0.958, Validation Accuracy: 0.953, Loss: 0.035 Epoch 42 Batch 15/538 - Train Accuracy: 0.965, Validation Accuracy: 0.954, Loss: 0.027 Epoch 42 Batch 16/538 - Train Accuracy: 0.961, Validation Accuracy: 0.957, Loss: 0.036 Epoch 42 Batch 17/538 - Train Accuracy: 0.972, Validation Accuracy: 0.957, Loss: 0.032 Epoch 42 Batch 18/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.040 Epoch 42 Batch 19/538 - Train Accuracy: 0.968, Validation Accuracy: 0.971, Loss: 0.028 Epoch 42 Batch 20/538 - Train Accuracy: 0.964, Validation Accuracy: 0.965, Loss: 0.033 Epoch 42 Batch 21/538 - Train Accuracy: 0.978, Validation Accuracy: 0.965, Loss: 0.022 Epoch 42 Batch 22/538 - Train Accuracy: 0.960, Validation Accuracy: 0.964, Loss: 0.034 Epoch 42 Batch 23/538 - Train Accuracy: 0.962, Validation Accuracy: 0.965, Loss: 0.037 Epoch 42 Batch 24/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.035 Epoch 42 Batch 25/538 - Train Accuracy: 0.959, Validation Accuracy: 0.963, Loss: 0.035 Epoch 42 Batch 26/538 - Train Accuracy: 0.960, Validation Accuracy: 0.963, Loss: 0.038 Epoch 42 Batch 27/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.025 Epoch 42 Batch 28/538 - Train Accuracy: 0.963, Validation Accuracy: 0.959, Loss: 0.030 Epoch 42 Batch 29/538 - Train Accuracy: 0.965, Validation Accuracy: 0.964, Loss: 0.031 Epoch 42 Batch 30/538 - Train Accuracy: 0.949, Validation Accuracy: 0.964, Loss: 0.034 Epoch 42 Batch 31/538 - Train Accuracy: 0.976, Validation Accuracy: 0.965, Loss: 0.024 Epoch 42 Batch 32/538 - Train Accuracy: 0.965, Validation Accuracy: 0.966, Loss: 0.027 Epoch 42 Batch 33/538 - Train Accuracy: 0.950, Validation Accuracy: 0.967, Loss: 0.035 Epoch 42 Batch 34/538 - Train Accuracy: 0.955, Validation Accuracy: 0.965, Loss: 0.043 Epoch 42 Batch 35/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.031 Epoch 42 Batch 36/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.031 Epoch 42 Batch 37/538 - Train Accuracy: 0.961, Validation Accuracy: 0.968, Loss: 0.039 Epoch 42 Batch 38/538 - Train Accuracy: 0.960, Validation Accuracy: 0.967, Loss: 0.030 Epoch 42 Batch 39/538 - Train Accuracy: 0.967, Validation Accuracy: 0.965, Loss: 0.033 Epoch 42 Batch 40/538 - Train Accuracy: 0.967, Validation Accuracy: 0.968, Loss: 0.031 Epoch 42 Batch 41/538 - Train Accuracy: 0.978, Validation Accuracy: 0.961, Loss: 0.022 Epoch 42 Batch 42/538 - Train Accuracy: 0.952, Validation Accuracy: 0.961, Loss: 0.030 Epoch 42 Batch 43/538 - Train Accuracy: 0.946, Validation Accuracy: 0.960, Loss: 0.032 Epoch 42 Batch 44/538 - Train Accuracy: 0.960, Validation Accuracy: 0.958, Loss: 0.028 Epoch 42 Batch 45/538 - Train Accuracy: 0.969, Validation Accuracy: 0.958, Loss: 0.031 Epoch 42 Batch 46/538 - Train Accuracy: 0.963, Validation Accuracy: 0.960, Loss: 0.025 Epoch 42 Batch 47/538 - Train Accuracy: 0.972, Validation Accuracy: 0.960, Loss: 0.037 Epoch 42 Batch 48/538 - Train Accuracy: 0.956, Validation Accuracy: 0.961, Loss: 0.034 Epoch 42 Batch 49/538 - Train Accuracy: 0.962, Validation Accuracy: 0.963, Loss: 0.034 Epoch 42 Batch 50/538 - Train Accuracy: 0.963, Validation Accuracy: 0.969, Loss: 0.030 Epoch 42 Batch 51/538 - Train Accuracy: 0.957, Validation Accuracy: 0.964, Loss: 0.034 Epoch 42 Batch 52/538 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.031 Epoch 42 Batch 53/538 - Train Accuracy: 0.951, Validation Accuracy: 0.964, Loss: 0.034 Epoch 42 Batch 54/538 - Train Accuracy: 0.958, Validation Accuracy: 0.962, Loss: 0.028 Epoch 42 Batch 55/538 - Train Accuracy: 0.956, Validation Accuracy: 0.960, Loss: 0.030 Epoch 42 Batch 56/538 - Train Accuracy: 0.960, Validation Accuracy: 0.960, Loss: 0.032 Epoch 42 Batch 57/538 - Train Accuracy: 0.950, Validation Accuracy: 0.962, Loss: 0.039 Epoch 42 Batch 58/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.030 Epoch 42 Batch 59/538 - Train Accuracy: 0.959, Validation Accuracy: 0.964, Loss: 0.032 Epoch 42 Batch 60/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.032 Epoch 42 Batch 61/538 - Train Accuracy: 0.960, Validation Accuracy: 0.969, Loss: 0.035 Epoch 42 Batch 62/538 - Train Accuracy: 0.955, Validation Accuracy: 0.967, Loss: 0.040 Epoch 42 Batch 63/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.026 Epoch 42 Batch 64/538 - Train Accuracy: 0.963, Validation Accuracy: 0.968, Loss: 0.030 Epoch 42 Batch 65/538 - Train Accuracy: 0.959, Validation Accuracy: 0.965, Loss: 0.031 Epoch 42 Batch 66/538 - Train Accuracy: 0.975, Validation Accuracy: 0.965, Loss: 0.025 Epoch 42 Batch 67/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.034 Epoch 42 Batch 68/538 - Train Accuracy: 0.965, Validation Accuracy: 0.965, Loss: 0.026 Epoch 42 Batch 69/538 - Train Accuracy: 0.963, Validation Accuracy: 0.965, Loss: 0.028 Epoch 42 Batch 70/538 - Train Accuracy: 0.965, Validation Accuracy: 0.965, Loss: 0.031 Epoch 42 Batch 71/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.032 Epoch 42 Batch 72/538 - Train Accuracy: 0.962, Validation Accuracy: 0.968, Loss: 0.051 Epoch 42 Batch 73/538 - Train Accuracy: 0.954, Validation Accuracy: 0.968, Loss: 0.038 Epoch 42 Batch 74/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.028 Epoch 42 Batch 75/538 - Train Accuracy: 0.954, Validation Accuracy: 0.969, Loss: 0.031 Epoch 42 Batch 76/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.036 Epoch 42 Batch 77/538 - Train Accuracy: 0.955, Validation Accuracy: 0.961, Loss: 0.029 Epoch 42 Batch 78/538 - Train Accuracy: 0.958, Validation Accuracy: 0.962, Loss: 0.036 Epoch 42 Batch 79/538 - Train Accuracy: 0.965, Validation Accuracy: 0.960, Loss: 0.029 Epoch 42 Batch 80/538 - Train Accuracy: 0.963, Validation Accuracy: 0.960, Loss: 0.033 Epoch 42 Batch 81/538 - Train Accuracy: 0.954, Validation Accuracy: 0.963, Loss: 0.044 Epoch 42 Batch 82/538 - Train Accuracy: 0.960, Validation Accuracy: 0.961, Loss: 0.033 Epoch 42 Batch 83/538 - Train Accuracy: 0.960, Validation Accuracy: 0.960, Loss: 0.033 Epoch 42 Batch 84/538 - Train Accuracy: 0.956, Validation Accuracy: 0.960, Loss: 0.041 Epoch 42 Batch 85/538 - Train Accuracy: 0.964, Validation Accuracy: 0.961, Loss: 0.028 Epoch 42 Batch 86/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.030 Epoch 42 Batch 87/538 - Train Accuracy: 0.950, Validation Accuracy: 0.962, Loss: 0.033 Epoch 42 Batch 88/538 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.035 Epoch 42 Batch 89/538 - Train Accuracy: 0.963, Validation Accuracy: 0.965, Loss: 0.030 Epoch 42 Batch 90/538 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.035 Epoch 42 Batch 91/538 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.034 Epoch 42 Batch 92/538 - Train Accuracy: 0.960, Validation Accuracy: 0.965, Loss: 0.033 Epoch 42 Batch 93/538 - Train Accuracy: 0.965, Validation Accuracy: 0.967, Loss: 0.029 Epoch 42 Batch 94/538 - Train Accuracy: 0.960, Validation Accuracy: 0.967, Loss: 0.032 Epoch 42 Batch 95/538 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.027 Epoch 42 Batch 96/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.032 Epoch 42 Batch 97/538 - Train Accuracy: 0.964, Validation Accuracy: 0.966, Loss: 0.026 Epoch 42 Batch 98/538 - Train Accuracy: 0.965, Validation Accuracy: 0.967, Loss: 0.033 Epoch 42 Batch 99/538 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.027 Epoch 42 Batch 100/538 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.029 Epoch 42 Batch 101/538 - Train Accuracy: 0.950, Validation Accuracy: 0.968, Loss: 0.037 Epoch 42 Batch 102/538 - Train Accuracy: 0.958, Validation Accuracy: 0.965, Loss: 0.042 Epoch 42 Batch 103/538 - Train Accuracy: 0.961, Validation Accuracy: 0.969, Loss: 0.036 Epoch 42 Batch 104/538 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.026 Epoch 42 Batch 105/538 - Train Accuracy: 0.966, Validation Accuracy: 0.972, Loss: 0.026 Epoch 42 Batch 106/538 - Train Accuracy: 0.963, Validation Accuracy: 0.972, Loss: 0.022 Epoch 42 Batch 107/538 - Train Accuracy: 0.949, Validation Accuracy: 0.969, Loss: 0.036 Epoch 42 Batch 108/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.032 Epoch 42 Batch 109/538 - Train Accuracy: 0.967, Validation Accuracy: 0.967, Loss: 0.029 Epoch 42 Batch 110/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.028 Epoch 42 Batch 111/538 - Train Accuracy: 0.965, Validation Accuracy: 0.964, Loss: 0.029 Epoch 42 Batch 112/538 - Train Accuracy: 0.959, Validation Accuracy: 0.963, Loss: 0.035 Epoch 42 Batch 113/538 - Train Accuracy: 0.951, Validation Accuracy: 0.961, Loss: 0.033 Epoch 42 Batch 114/538 - Train Accuracy: 0.964, Validation Accuracy: 0.961, Loss: 0.030 Epoch 42 Batch 115/538 - Train Accuracy: 0.962, Validation Accuracy: 0.961, Loss: 0.031 Epoch 42 Batch 116/538 - Train Accuracy: 0.956, Validation Accuracy: 0.962, Loss: 0.041 Epoch 42 Batch 117/538 - Train Accuracy: 0.975, Validation Accuracy: 0.962, Loss: 0.033 Epoch 42 Batch 118/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.025 Epoch 42 Batch 119/538 - Train Accuracy: 0.978, Validation Accuracy: 0.963, Loss: 0.023 Epoch 42 Batch 120/538 - Train Accuracy: 0.959, Validation Accuracy: 0.966, Loss: 0.023 Epoch 42 Batch 121/538 - Train Accuracy: 0.964, Validation Accuracy: 0.966, Loss: 0.031 Epoch 42 Batch 122/538 - Train Accuracy: 0.962, Validation Accuracy: 0.968, Loss: 0.029 Epoch 42 Batch 123/538 - Train Accuracy: 0.948, Validation Accuracy: 0.966, Loss: 0.035 Epoch 42 Batch 124/538 - Train Accuracy: 0.954, Validation Accuracy: 0.966, Loss: 0.029 Epoch 42 Batch 125/538 - Train Accuracy: 0.964, Validation Accuracy: 0.966, Loss: 0.036 Epoch 42 Batch 126/538 - Train Accuracy: 0.955, Validation Accuracy: 0.964, Loss: 0.041 Epoch 42 Batch 127/538 - Train Accuracy: 0.946, Validation Accuracy: 0.962, Loss: 0.042 Epoch 42 Batch 128/538 - Train Accuracy: 0.962, Validation Accuracy: 0.960, Loss: 0.031 Epoch 42 Batch 129/538 - Train Accuracy: 0.970, Validation Accuracy: 0.960, Loss: 0.025 Epoch 42 Batch 130/538 - Train Accuracy: 0.959, Validation Accuracy: 0.958, Loss: 0.034 Epoch 42 Batch 131/538 - Train Accuracy: 0.975, Validation Accuracy: 0.958, Loss: 0.030 Epoch 42 Batch 132/538 - Train Accuracy: 0.960, Validation Accuracy: 0.960, Loss: 0.028 Epoch 42 Batch 133/538 - Train Accuracy: 0.959, Validation Accuracy: 0.963, Loss: 0.029 Epoch 42 Batch 134/538 - Train Accuracy: 0.952, Validation Accuracy: 0.965, Loss: 0.043 Epoch 42 Batch 135/538 - Train Accuracy: 0.964, Validation Accuracy: 0.967, Loss: 0.047 Epoch 42 Batch 136/538 - Train Accuracy: 0.958, Validation Accuracy: 0.967, Loss: 0.039 Epoch 42 Batch 137/538 - Train Accuracy: 0.963, Validation Accuracy: 0.967, Loss: 0.040 Epoch 42 Batch 138/538 - Train Accuracy: 0.958, Validation Accuracy: 0.969, Loss: 0.028 Epoch 42 Batch 139/538 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.035 Epoch 42 Batch 140/538 - Train Accuracy: 0.960, Validation Accuracy: 0.962, Loss: 0.038 Epoch 42 Batch 141/538 - Train Accuracy: 0.965, Validation Accuracy: 0.962, Loss: 0.043 Epoch 42 Batch 142/538 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.033 Epoch 42 Batch 143/538 - Train Accuracy: 0.964, Validation Accuracy: 0.965, Loss: 0.041 Epoch 42 Batch 144/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.037 Epoch 42 Batch 145/538 - Train Accuracy: 0.956, Validation Accuracy: 0.967, Loss: 0.045 Epoch 42 Batch 146/538 - Train Accuracy: 0.961, Validation Accuracy: 0.969, Loss: 0.030 Epoch 42 Batch 147/538 - Train Accuracy: 0.958, Validation Accuracy: 0.967, Loss: 0.031 Epoch 42 Batch 148/538 - Train Accuracy: 0.948, Validation Accuracy: 0.967, Loss: 0.038 Epoch 42 Batch 149/538 - Train Accuracy: 0.965, Validation Accuracy: 0.965, Loss: 0.029 Epoch 42 Batch 150/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.026 Epoch 42 Batch 151/538 - Train Accuracy: 0.955, Validation Accuracy: 0.965, Loss: 0.040 Epoch 42 Batch 152/538 - Train Accuracy: 0.970, Validation Accuracy: 0.959, Loss: 0.035 Epoch 42 Batch 153/538 - Train Accuracy: 0.961, Validation Accuracy: 0.959, Loss: 0.031 Epoch 42 Batch 154/538 - Train Accuracy: 0.967, Validation Accuracy: 0.959, Loss: 0.028 Epoch 42 Batch 155/538 - Train Accuracy: 0.962, Validation Accuracy: 0.959, Loss: 0.035 Epoch 42 Batch 156/538 - Train Accuracy: 0.975, Validation Accuracy: 0.959, Loss: 0.032 Epoch 42 Batch 157/538 - Train Accuracy: 0.969, Validation Accuracy: 0.959, Loss: 0.029 Epoch 42 Batch 158/538 - Train Accuracy: 0.974, Validation Accuracy: 0.960, Loss: 0.032 Epoch 42 Batch 159/538 - Train Accuracy: 0.958, Validation Accuracy: 0.958, Loss: 0.036 Epoch 42 Batch 160/538 - Train Accuracy: 0.959, Validation Accuracy: 0.961, Loss: 0.027 Epoch 42 Batch 161/538 - Train Accuracy: 0.957, Validation Accuracy: 0.960, Loss: 0.031 Epoch 42 Batch 162/538 - Train Accuracy: 0.976, Validation Accuracy: 0.958, Loss: 0.032 Epoch 42 Batch 163/538 - Train Accuracy: 0.961, Validation Accuracy: 0.958, Loss: 0.038 Epoch 42 Batch 164/538 - Train Accuracy: 0.948, Validation Accuracy: 0.959, Loss: 0.036 Epoch 42 Batch 165/538 - Train Accuracy: 0.966, Validation Accuracy: 0.961, Loss: 0.029 Epoch 42 Batch 166/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.023 Epoch 42 Batch 167/538 - Train Accuracy: 0.963, Validation Accuracy: 0.963, Loss: 0.055 Epoch 42 Batch 168/538 - Train Accuracy: 0.957, Validation Accuracy: 0.963, Loss: 0.035 Epoch 42 Batch 169/538 - Train Accuracy: 0.976, Validation Accuracy: 0.963, Loss: 0.033 Epoch 42 Batch 170/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.030 Epoch 42 Batch 171/538 - Train Accuracy: 0.949, Validation Accuracy: 0.961, Loss: 0.035 Epoch 42 Batch 172/538 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.025 Epoch 42 Batch 173/538 - Train Accuracy: 0.978, Validation Accuracy: 0.961, Loss: 0.022 Epoch 42 Batch 174/538 - Train Accuracy: 0.963, Validation Accuracy: 0.961, Loss: 0.029 Epoch 42 Batch 175/538 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.028 Epoch 42 Batch 176/538 - Train Accuracy: 0.966, Validation Accuracy: 0.962, Loss: 0.033 Epoch 42 Batch 177/538 - Train Accuracy: 0.975, Validation Accuracy: 0.962, Loss: 0.031 Epoch 42 Batch 178/538 - Train Accuracy: 0.951, Validation Accuracy: 0.961, Loss: 0.032 Epoch 42 Batch 179/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.031 Epoch 42 Batch 180/538 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.034 Epoch 42 Batch 181/538 - Train Accuracy: 0.950, Validation Accuracy: 0.963, Loss: 0.036 Epoch 42 Batch 182/538 - Train Accuracy: 0.963, Validation Accuracy: 0.966, Loss: 0.025 Epoch 42 Batch 183/538 - Train Accuracy: 0.965, Validation Accuracy: 0.967, Loss: 0.027 Epoch 42 Batch 184/538 - Train Accuracy: 0.968, Validation Accuracy: 0.965, Loss: 0.028 Epoch 42 Batch 185/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.022 Epoch 42 Batch 186/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.028 Epoch 42 Batch 187/538 - Train Accuracy: 0.961, Validation Accuracy: 0.963, Loss: 0.030 Epoch 42 Batch 188/538 - Train Accuracy: 0.962, Validation Accuracy: 0.964, Loss: 0.027 Epoch 42 Batch 189/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.034 Epoch 42 Batch 190/538 - Train Accuracy: 0.949, Validation Accuracy: 0.953, Loss: 0.042 Epoch 42 Batch 191/538 - Train Accuracy: 0.968, Validation Accuracy: 0.951, Loss: 0.027 Epoch 42 Batch 192/538 - Train Accuracy: 0.966, Validation Accuracy: 0.952, Loss: 0.028 Epoch 42 Batch 193/538 - Train Accuracy: 0.962, Validation Accuracy: 0.952, Loss: 0.031 Epoch 42 Batch 194/538 - Train Accuracy: 0.950, Validation Accuracy: 0.956, Loss: 0.042 Epoch 42 Batch 195/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.041 Epoch 42 Batch 196/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.029 Epoch 42 Batch 197/538 - Train Accuracy: 0.967, Validation Accuracy: 0.962, Loss: 0.033 Epoch 42 Batch 198/538 - Train Accuracy: 0.953, Validation Accuracy: 0.964, Loss: 0.031 Epoch 42 Batch 199/538 - Train Accuracy: 0.961, Validation Accuracy: 0.964, Loss: 0.029 Epoch 42 Batch 200/538 - Train Accuracy: 0.965, Validation Accuracy: 0.967, Loss: 0.021 Epoch 42 Batch 201/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.042 Epoch 42 Batch 202/538 - Train Accuracy: 0.969, Validation Accuracy: 0.962, Loss: 0.031 Epoch 42 Batch 203/538 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.035 Epoch 42 Batch 204/538 - Train Accuracy: 0.960, Validation Accuracy: 0.964, Loss: 0.046 Epoch 42 Batch 205/538 - Train Accuracy: 0.963, Validation Accuracy: 0.960, Loss: 0.029 Epoch 42 Batch 206/538 - Train Accuracy: 0.965, Validation Accuracy: 0.959, Loss: 0.031 Epoch 42 Batch 207/538 - Train Accuracy: 0.970, Validation Accuracy: 0.960, Loss: 0.035 Epoch 42 Batch 208/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.036 Epoch 42 Batch 209/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.030 Epoch 42 Batch 210/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.039 Epoch 42 Batch 211/538 - Train Accuracy: 0.964, Validation Accuracy: 0.961, Loss: 0.038 Epoch 42 Batch 212/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.032 Epoch 42 Batch 213/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.030 Epoch 42 Batch 214/538 - Train Accuracy: 0.966, Validation Accuracy: 0.965, Loss: 0.029 Epoch 42 Batch 215/538 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.032 Epoch 42 Batch 216/538 - Train Accuracy: 0.952, Validation Accuracy: 0.966, Loss: 0.035 Epoch 42 Batch 217/538 - Train Accuracy: 0.957, Validation Accuracy: 0.966, Loss: 0.035 Epoch 42 Batch 218/538 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.032 Epoch 42 Batch 219/538 - Train Accuracy: 0.951, Validation Accuracy: 0.960, Loss: 0.036 Epoch 42 Batch 220/538 - Train Accuracy: 0.951, Validation Accuracy: 0.957, Loss: 0.031 Epoch 42 Batch 221/538 - Train Accuracy: 0.970, Validation Accuracy: 0.954, Loss: 0.030 Epoch 42 Batch 222/538 - Train Accuracy: 0.962, Validation Accuracy: 0.954, Loss: 0.028 Epoch 42 Batch 223/538 - Train Accuracy: 0.968, Validation Accuracy: 0.960, Loss: 0.043 Epoch 42 Batch 224/538 - Train Accuracy: 0.958, Validation Accuracy: 0.963, Loss: 0.040 Epoch 42 Batch 225/538 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.032 Epoch 42 Batch 226/538 - Train Accuracy: 0.962, Validation Accuracy: 0.956, Loss: 0.032 Epoch 42 Batch 227/538 - Train Accuracy: 0.955, Validation Accuracy: 0.956, Loss: 0.033 Epoch 42 Batch 228/538 - Train Accuracy: 0.953, Validation Accuracy: 0.959, Loss: 0.033 Epoch 42 Batch 229/538 - Train Accuracy: 0.952, Validation Accuracy: 0.958, Loss: 0.042 Epoch 42 Batch 230/538 - Train Accuracy: 0.951, Validation Accuracy: 0.960, Loss: 0.030 Epoch 42 Batch 231/538 - Train Accuracy: 0.958, Validation Accuracy: 0.958, Loss: 0.035 Epoch 42 Batch 232/538 - Train Accuracy: 0.963, Validation Accuracy: 0.958, Loss: 0.035 Epoch 42 Batch 233/538 - Train Accuracy: 0.969, Validation Accuracy: 0.951, Loss: 0.034 Epoch 42 Batch 234/538 - Train Accuracy: 0.962, Validation Accuracy: 0.949, Loss: 0.029 Epoch 42 Batch 235/538 - Train Accuracy: 0.957, Validation Accuracy: 0.949, Loss: 0.027 Epoch 42 Batch 236/538 - Train Accuracy: 0.947, Validation Accuracy: 0.951, Loss: 0.031 Epoch 42 Batch 237/538 - Train Accuracy: 0.963, Validation Accuracy: 0.952, Loss: 0.022 Epoch 42 Batch 238/538 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.029 Epoch 42 Batch 239/538 - Train Accuracy: 0.974, Validation Accuracy: 0.963, Loss: 0.032 Epoch 42 Batch 240/538 - Train Accuracy: 0.954, Validation Accuracy: 0.962, Loss: 0.035 Epoch 42 Batch 241/538 - Train Accuracy: 0.946, Validation Accuracy: 0.960, Loss: 0.041 Epoch 42 Batch 242/538 - Train Accuracy: 0.968, Validation Accuracy: 0.960, Loss: 0.032 Epoch 42 Batch 243/538 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.030 Epoch 42 Batch 244/538 - Train Accuracy: 0.959, Validation Accuracy: 0.958, Loss: 0.028 Epoch 42 Batch 245/538 - Train Accuracy: 0.954, Validation Accuracy: 0.958, Loss: 0.040 Epoch 42 Batch 246/538 - Train Accuracy: 0.958, Validation Accuracy: 0.955, Loss: 0.022 Epoch 42 Batch 247/538 - Train Accuracy: 0.952, Validation Accuracy: 0.957, Loss: 0.032 Epoch 42 Batch 248/538 - Train Accuracy: 0.952, Validation Accuracy: 0.955, Loss: 0.035 Epoch 42 Batch 249/538 - Train Accuracy: 0.968, Validation Accuracy: 0.948, Loss: 0.028 Epoch 42 Batch 250/538 - Train Accuracy: 0.966, Validation Accuracy: 0.949, Loss: 0.031 Epoch 42 Batch 251/538 - Train Accuracy: 0.962, Validation Accuracy: 0.949, Loss: 0.028 Epoch 42 Batch 252/538 - Train Accuracy: 0.958, Validation Accuracy: 0.949, Loss: 0.029 Epoch 42 Batch 253/538 - Train Accuracy: 0.965, Validation Accuracy: 0.956, Loss: 0.031 Epoch 42 Batch 254/538 - Train Accuracy: 0.949, Validation Accuracy: 0.958, Loss: 0.038 Epoch 42 Batch 255/538 - Train Accuracy: 0.976, Validation Accuracy: 0.961, Loss: 0.032 Epoch 42 Batch 256/538 - Train Accuracy: 0.961, Validation Accuracy: 0.960, Loss: 0.033 Epoch 42 Batch 257/538 - Train Accuracy: 0.973, Validation Accuracy: 0.957, Loss: 0.027 Epoch 42 Batch 258/538 - Train Accuracy: 0.970, Validation Accuracy: 0.961, Loss: 0.029 Epoch 42 Batch 259/538 - Train Accuracy: 0.980, Validation Accuracy: 0.963, Loss: 0.024 Epoch 42 Batch 260/538 - Train Accuracy: 0.951, Validation Accuracy: 0.960, Loss: 0.031 Epoch 42 Batch 261/538 - Train Accuracy: 0.955, Validation Accuracy: 0.953, Loss: 0.035 Epoch 42 Batch 262/538 - Train Accuracy: 0.973, Validation Accuracy: 0.956, Loss: 0.036 Epoch 42 Batch 263/538 - Train Accuracy: 0.961, Validation Accuracy: 0.956, Loss: 0.030 Epoch 42 Batch 264/538 - Train Accuracy: 0.968, Validation Accuracy: 0.956, Loss: 0.039 Epoch 42 Batch 265/538 - Train Accuracy: 0.940, Validation Accuracy: 0.953, Loss: 0.041 Epoch 42 Batch 266/538 - Train Accuracy: 0.959, Validation Accuracy: 0.951, Loss: 0.028 Epoch 42 Batch 267/538 - Train Accuracy: 0.959, Validation Accuracy: 0.956, Loss: 0.031 Epoch 42 Batch 268/538 - Train Accuracy: 0.961, Validation Accuracy: 0.956, Loss: 0.025 Epoch 42 Batch 269/538 - Train Accuracy: 0.968, Validation Accuracy: 0.955, Loss: 0.032 Epoch 42 Batch 270/538 - Train Accuracy: 0.962, Validation Accuracy: 0.956, Loss: 0.025 Epoch 42 Batch 271/538 - Train Accuracy: 0.969, Validation Accuracy: 0.956, Loss: 0.021 Epoch 42 Batch 272/538 - Train Accuracy: 0.963, Validation Accuracy: 0.958, Loss: 0.035 Epoch 42 Batch 273/538 - Train Accuracy: 0.955, Validation Accuracy: 0.958, Loss: 0.032 Epoch 42 Batch 274/538 - Train Accuracy: 0.949, Validation Accuracy: 0.960, Loss: 0.035 Epoch 42 Batch 275/538 - Train Accuracy: 0.960, Validation Accuracy: 0.960, Loss: 0.035 Epoch 42 Batch 276/538 - Train Accuracy: 0.953, Validation Accuracy: 0.962, Loss: 0.037 Epoch 42 Batch 277/538 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.026 Epoch 42 Batch 278/538 - Train Accuracy: 0.959, Validation Accuracy: 0.964, Loss: 0.028 Epoch 42 Batch 279/538 - Train Accuracy: 0.963, Validation Accuracy: 0.967, Loss: 0.031 Epoch 42 Batch 280/538 - Train Accuracy: 0.965, Validation Accuracy: 0.966, Loss: 0.024 Epoch 42 Batch 281/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.036 Epoch 42 Batch 282/538 - Train Accuracy: 0.964, Validation Accuracy: 0.965, Loss: 0.036 Epoch 42 Batch 283/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.032 Epoch 42 Batch 284/538 - Train Accuracy: 0.954, Validation Accuracy: 0.964, Loss: 0.036 Epoch 42 Batch 285/538 - Train Accuracy: 0.963, Validation Accuracy: 0.959, Loss: 0.027 Epoch 42 Batch 286/538 - Train Accuracy: 0.951, Validation Accuracy: 0.959, Loss: 0.036 Epoch 42 Batch 287/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.024 Epoch 42 Batch 288/538 - Train Accuracy: 0.956, Validation Accuracy: 0.965, Loss: 0.037 Epoch 42 Batch 289/538 - Train Accuracy: 0.961, Validation Accuracy: 0.968, Loss: 0.023 Epoch 42 Batch 290/538 - Train Accuracy: 0.962, Validation Accuracy: 0.968, Loss: 0.028 Epoch 42 Batch 291/538 - Train Accuracy: 0.967, Validation Accuracy: 0.968, Loss: 0.034 Epoch 42 Batch 292/538 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.021 Epoch 42 Batch 293/538 - Train Accuracy: 0.961, Validation Accuracy: 0.966, Loss: 0.029 Epoch 42 Batch 294/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.028 Epoch 42 Batch 295/538 - Train Accuracy: 0.961, Validation Accuracy: 0.962, Loss: 0.032 Epoch 42 Batch 296/538 - Train Accuracy: 0.957, Validation Accuracy: 0.962, Loss: 0.046 Epoch 42 Batch 297/538 - Train Accuracy: 0.966, Validation Accuracy: 0.962, Loss: 0.032 Epoch 42 Batch 298/538 - Train Accuracy: 0.967, Validation Accuracy: 0.960, Loss: 0.029 Epoch 42 Batch 299/538 - Train Accuracy: 0.961, Validation Accuracy: 0.960, Loss: 0.040 Epoch 42 Batch 300/538 - Train Accuracy: 0.962, Validation Accuracy: 0.960, Loss: 0.032 Epoch 42 Batch 301/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.035 Epoch 42 Batch 302/538 - Train Accuracy: 0.964, Validation Accuracy: 0.959, Loss: 0.031 Epoch 42 Batch 303/538 - Train Accuracy: 0.971, Validation Accuracy: 0.957, Loss: 0.032 Epoch 42 Batch 304/538 - Train Accuracy: 0.960, Validation Accuracy: 0.960, Loss: 0.039 Epoch 42 Batch 305/538 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.026 Epoch 42 Batch 306/538 - Train Accuracy: 0.961, Validation Accuracy: 0.962, Loss: 0.033 Epoch 42 Batch 307/538 - Train Accuracy: 0.977, Validation Accuracy: 0.962, Loss: 0.032 Epoch 42 Batch 308/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.027 Epoch 42 Batch 309/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.030 Epoch 42 Batch 310/538 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.041 Epoch 42 Batch 311/538 - Train Accuracy: 0.962, Validation Accuracy: 0.962, Loss: 0.033 Epoch 42 Batch 312/538 - Train Accuracy: 0.961, Validation Accuracy: 0.961, Loss: 0.028 Epoch 42 Batch 313/538 - Train Accuracy: 0.971, Validation Accuracy: 0.957, Loss: 0.028 Epoch 42 Batch 314/538 - Train Accuracy: 0.959, Validation Accuracy: 0.959, Loss: 0.034 Epoch 42 Batch 315/538 - Train Accuracy: 0.967, Validation Accuracy: 0.958, Loss: 0.028 Epoch 42 Batch 316/538 - Train Accuracy: 0.956, Validation Accuracy: 0.959, Loss: 0.029 Epoch 42 Batch 317/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.033 Epoch 42 Batch 318/538 - Train Accuracy: 0.962, Validation Accuracy: 0.959, Loss: 0.027 Epoch 42 Batch 319/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.034 Epoch 42 Batch 320/538 - Train Accuracy: 0.960, Validation Accuracy: 0.966, Loss: 0.035 Epoch 42 Batch 321/538 - Train Accuracy: 0.965, Validation Accuracy: 0.970, Loss: 0.025 Epoch 42 Batch 322/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.037 Epoch 42 Batch 323/538 - Train Accuracy: 0.965, Validation Accuracy: 0.967, Loss: 0.029 Epoch 42 Batch 324/538 - Train Accuracy: 0.966, Validation Accuracy: 0.968, Loss: 0.032 Epoch 42 Batch 325/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.028 Epoch 42 Batch 326/538 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.036 Epoch 42 Batch 327/538 - Train Accuracy: 0.963, Validation Accuracy: 0.971, Loss: 0.036 Epoch 42 Batch 328/538 - Train Accuracy: 0.968, Validation Accuracy: 0.959, Loss: 0.025 Epoch 42 Batch 329/538 - Train Accuracy: 0.971, Validation Accuracy: 0.959, Loss: 0.030 Epoch 42 Batch 330/538 - Train Accuracy: 0.964, Validation Accuracy: 0.954, Loss: 0.028 Epoch 42 Batch 331/538 - Train Accuracy: 0.969, Validation Accuracy: 0.954, Loss: 0.029 Epoch 42 Batch 332/538 - Train Accuracy: 0.971, Validation Accuracy: 0.954, Loss: 0.032 Epoch 42 Batch 333/538 - Train Accuracy: 0.966, Validation Accuracy: 0.958, Loss: 0.033 Epoch 42 Batch 334/538 - Train Accuracy: 0.974, Validation Accuracy: 0.963, Loss: 0.030 Epoch 42 Batch 335/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.028 Epoch 42 Batch 336/538 - Train Accuracy: 0.961, Validation Accuracy: 0.966, Loss: 0.031 Epoch 42 Batch 337/538 - Train Accuracy: 0.968, Validation Accuracy: 0.970, Loss: 0.035 Epoch 42 Batch 338/538 - Train Accuracy: 0.968, Validation Accuracy: 0.970, Loss: 0.031 Epoch 42 Batch 339/538 - Train Accuracy: 0.960, Validation Accuracy: 0.968, Loss: 0.031 Epoch 42 Batch 340/538 - Train Accuracy: 0.952, Validation Accuracy: 0.967, Loss: 0.035 Epoch 42 Batch 341/538 - Train Accuracy: 0.955, Validation Accuracy: 0.965, Loss: 0.030 Epoch 42 Batch 342/538 - Train Accuracy: 0.958, Validation Accuracy: 0.965, Loss: 0.036 Epoch 42 Batch 343/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.037 Epoch 42 Batch 344/538 - Train Accuracy: 0.956, Validation Accuracy: 0.965, Loss: 0.029 Epoch 42 Batch 345/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.030 Epoch 42 Batch 346/538 - Train Accuracy: 0.966, Validation Accuracy: 0.961, Loss: 0.036 Epoch 42 Batch 347/538 - Train Accuracy: 0.975, Validation Accuracy: 0.958, Loss: 0.032 Epoch 42 Batch 348/538 - Train Accuracy: 0.956, Validation Accuracy: 0.961, Loss: 0.030 Epoch 42 Batch 349/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.025 Epoch 42 Batch 350/538 - Train Accuracy: 0.960, Validation Accuracy: 0.966, Loss: 0.038 Epoch 42 Batch 351/538 - Train Accuracy: 0.959, Validation Accuracy: 0.966, Loss: 0.032 Epoch 42 Batch 352/538 - Train Accuracy: 0.959, Validation Accuracy: 0.966, Loss: 0.047 Epoch 42 Batch 353/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.035 Epoch 42 Batch 354/538 - Train Accuracy: 0.954, Validation Accuracy: 0.959, Loss: 0.035 Epoch 42 Batch 355/538 - Train Accuracy: 0.970, Validation Accuracy: 0.957, Loss: 0.034 Epoch 42 Batch 356/538 - Train Accuracy: 0.963, Validation Accuracy: 0.960, Loss: 0.030 Epoch 42 Batch 357/538 - Train Accuracy: 0.967, Validation Accuracy: 0.958, Loss: 0.027 Epoch 42 Batch 358/538 - Train Accuracy: 0.966, Validation Accuracy: 0.962, Loss: 0.029 Epoch 42 Batch 359/538 - Train Accuracy: 0.965, Validation Accuracy: 0.965, Loss: 0.037 Epoch 42 Batch 360/538 - Train Accuracy: 0.964, Validation Accuracy: 0.965, Loss: 0.033 Epoch 42 Batch 361/538 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.033 Epoch 42 Batch 362/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.024 Epoch 42 Batch 363/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.030 Epoch 42 Batch 364/538 - Train Accuracy: 0.961, Validation Accuracy: 0.965, Loss: 0.042 Epoch 42 Batch 365/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.027 Epoch 42 Batch 366/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.030 Epoch 42 Batch 367/538 - Train Accuracy: 0.963, Validation Accuracy: 0.966, Loss: 0.025 Epoch 42 Batch 368/538 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.030 Epoch 42 Batch 369/538 - Train Accuracy: 0.968, Validation Accuracy: 0.965, Loss: 0.033 Epoch 42 Batch 370/538 - Train Accuracy: 0.957, Validation Accuracy: 0.965, Loss: 0.037 Epoch 42 Batch 371/538 - Train Accuracy: 0.978, Validation Accuracy: 0.962, Loss: 0.029 Epoch 42 Batch 372/538 - Train Accuracy: 0.960, Validation Accuracy: 0.962, Loss: 0.032 Epoch 42 Batch 373/538 - Train Accuracy: 0.964, Validation Accuracy: 0.962, Loss: 0.027 Epoch 42 Batch 374/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.025 Epoch 42 Batch 375/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.029 Epoch 42 Batch 376/538 - Train Accuracy: 0.968, Validation Accuracy: 0.958, Loss: 0.033 Epoch 42 Batch 377/538 - Train Accuracy: 0.961, Validation Accuracy: 0.961, Loss: 0.031 Epoch 42 Batch 378/538 - Train Accuracy: 0.959, Validation Accuracy: 0.961, Loss: 0.025 Epoch 42 Batch 379/538 - Train Accuracy: 0.973, Validation Accuracy: 0.963, Loss: 0.034 Epoch 42 Batch 380/538 - Train Accuracy: 0.962, Validation Accuracy: 0.961, Loss: 0.027 Epoch 42 Batch 381/538 - Train Accuracy: 0.959, Validation Accuracy: 0.961, Loss: 0.030 Epoch 42 Batch 382/538 - Train Accuracy: 0.946, Validation Accuracy: 0.961, Loss: 0.033 Epoch 42 Batch 383/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.025 Epoch 42 Batch 384/538 - Train Accuracy: 0.963, Validation Accuracy: 0.960, Loss: 0.031 Epoch 42 Batch 385/538 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.034 Epoch 42 Batch 386/538 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.028 Epoch 42 Batch 387/538 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.030 Epoch 42 Batch 388/538 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.032 Epoch 42 Batch 389/538 - Train Accuracy: 0.956, Validation Accuracy: 0.960, Loss: 0.037 Epoch 42 Batch 390/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.032 Epoch 42 Batch 391/538 - Train Accuracy: 0.965, Validation Accuracy: 0.960, Loss: 0.027 Epoch 42 Batch 392/538 - Train Accuracy: 0.967, Validation Accuracy: 0.960, Loss: 0.034 Epoch 42 Batch 393/538 - Train Accuracy: 0.963, Validation Accuracy: 0.958, Loss: 0.032 Epoch 42 Batch 394/538 - Train Accuracy: 0.963, Validation Accuracy: 0.958, Loss: 0.031 Epoch 42 Batch 395/538 - Train Accuracy: 0.955, Validation Accuracy: 0.960, Loss: 0.036 Epoch 42 Batch 396/538 - Train Accuracy: 0.962, Validation Accuracy: 0.960, Loss: 0.026 Epoch 42 Batch 397/538 - Train Accuracy: 0.971, Validation Accuracy: 0.960, Loss: 0.037 Epoch 42 Batch 398/538 - Train Accuracy: 0.965, Validation Accuracy: 0.957, Loss: 0.029 Epoch 42 Batch 399/538 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.030 Epoch 42 Batch 400/538 - Train Accuracy: 0.973, Validation Accuracy: 0.959, Loss: 0.029 Epoch 42 Batch 401/538 - Train Accuracy: 0.971, Validation Accuracy: 0.961, Loss: 0.028 Epoch 42 Batch 402/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.030 Epoch 42 Batch 403/538 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.032 Epoch 42 Batch 404/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.035 Epoch 42 Batch 405/538 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.029 Epoch 42 Batch 406/538 - Train Accuracy: 0.964, Validation Accuracy: 0.967, Loss: 0.028 Epoch 42 Batch 407/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.032 Epoch 42 Batch 408/538 - Train Accuracy: 0.952, Validation Accuracy: 0.967, Loss: 0.037 Epoch 42 Batch 409/538 - Train Accuracy: 0.960, Validation Accuracy: 0.965, Loss: 0.030 Epoch 42 Batch 410/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.029 Epoch 42 Batch 411/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.029 Epoch 42 Batch 412/538 - Train Accuracy: 0.973, Validation Accuracy: 0.963, Loss: 0.025 Epoch 42 Batch 413/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.027 Epoch 42 Batch 414/538 - Train Accuracy: 0.955, Validation Accuracy: 0.963, Loss: 0.037 Epoch 42 Batch 415/538 - Train Accuracy: 0.959, Validation Accuracy: 0.965, Loss: 0.033 Epoch 42 Batch 416/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.032 Epoch 42 Batch 417/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.028 Epoch 42 Batch 418/538 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.031 Epoch 42 Batch 419/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.026 Epoch 42 Batch 420/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.032 Epoch 42 Batch 421/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.030 Epoch 42 Batch 422/538 - Train Accuracy: 0.964, Validation Accuracy: 0.968, Loss: 0.035 Epoch 42 Batch 423/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.032 Epoch 42 Batch 424/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.035 Epoch 42 Batch 425/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.043 Epoch 42 Batch 426/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.032 Epoch 42 Batch 427/538 - Train Accuracy: 0.955, Validation Accuracy: 0.965, Loss: 0.034 Epoch 42 Batch 428/538 - Train Accuracy: 0.955, Validation Accuracy: 0.965, Loss: 0.031 Epoch 42 Batch 429/538 - Train Accuracy: 0.981, Validation Accuracy: 0.963, Loss: 0.030 Epoch 42 Batch 430/538 - Train Accuracy: 0.949, Validation Accuracy: 0.961, Loss: 0.031 Epoch 42 Batch 431/538 - Train Accuracy: 0.961, Validation Accuracy: 0.960, Loss: 0.028 Epoch 42 Batch 432/538 - Train Accuracy: 0.955, Validation Accuracy: 0.958, Loss: 0.033 Epoch 42 Batch 433/538 - Train Accuracy: 0.955, Validation Accuracy: 0.958, Loss: 0.052 Epoch 42 Batch 434/538 - Train Accuracy: 0.973, Validation Accuracy: 0.957, Loss: 0.026 Epoch 42 Batch 435/538 - Train Accuracy: 0.962, Validation Accuracy: 0.956, Loss: 0.038 Epoch 42 Batch 436/538 - Train Accuracy: 0.955, Validation Accuracy: 0.959, Loss: 0.035 Epoch 42 Batch 437/538 - Train Accuracy: 0.981, Validation Accuracy: 0.962, Loss: 0.034 Epoch 42 Batch 438/538 - Train Accuracy: 0.967, Validation Accuracy: 0.962, Loss: 0.028 Epoch 42 Batch 439/538 - Train Accuracy: 0.972, Validation Accuracy: 0.962, Loss: 0.026 Epoch 42 Batch 440/538 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.033 Epoch 42 Batch 441/538 - Train Accuracy: 0.948, Validation Accuracy: 0.962, Loss: 0.041 Epoch 42 Batch 442/538 - Train Accuracy: 0.955, Validation Accuracy: 0.962, Loss: 0.030 Epoch 42 Batch 443/538 - Train Accuracy: 0.957, Validation Accuracy: 0.963, Loss: 0.034 Epoch 42 Batch 444/538 - Train Accuracy: 0.965, Validation Accuracy: 0.962, Loss: 0.029 Epoch 42 Batch 445/538 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.029 Epoch 42 Batch 446/538 - Train Accuracy: 0.971, Validation Accuracy: 0.960, Loss: 0.029 Epoch 42 Batch 447/538 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.025 Epoch 42 Batch 448/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.029 Epoch 42 Batch 449/538 - Train Accuracy: 0.978, Validation Accuracy: 0.965, Loss: 0.031 Epoch 42 Batch 450/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.041 Epoch 42 Batch 451/538 - Train Accuracy: 0.958, Validation Accuracy: 0.961, Loss: 0.030 Epoch 42 Batch 452/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.026 Epoch 42 Batch 453/538 - Train Accuracy: 0.960, Validation Accuracy: 0.963, Loss: 0.032 Epoch 42 Batch 454/538 - Train Accuracy: 0.958, Validation Accuracy: 0.965, Loss: 0.034 Epoch 42 Batch 455/538 - Train Accuracy: 0.961, Validation Accuracy: 0.965, Loss: 0.030 Epoch 42 Batch 456/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.062 Epoch 42 Batch 457/538 - Train Accuracy: 0.966, Validation Accuracy: 0.961, Loss: 0.028 Epoch 42 Batch 458/538 - Train Accuracy: 0.967, Validation Accuracy: 0.961, Loss: 0.026 Epoch 42 Batch 459/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.025 Epoch 42 Batch 460/538 - Train Accuracy: 0.962, Validation Accuracy: 0.968, Loss: 0.036 Epoch 42 Batch 461/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.032 Epoch 42 Batch 462/538 - Train Accuracy: 0.961, Validation Accuracy: 0.966, Loss: 0.034 Epoch 42 Batch 463/538 - Train Accuracy: 0.947, Validation Accuracy: 0.966, Loss: 0.039 Epoch 42 Batch 464/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.022 Epoch 42 Batch 465/538 - Train Accuracy: 0.957, Validation Accuracy: 0.962, Loss: 0.032 Epoch 42 Batch 466/538 - Train Accuracy: 0.953, Validation Accuracy: 0.961, Loss: 0.026 Epoch 42 Batch 467/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.034 Epoch 42 Batch 468/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.032 Epoch 42 Batch 469/538 - Train Accuracy: 0.962, Validation Accuracy: 0.962, Loss: 0.030 Epoch 42 Batch 470/538 - Train Accuracy: 0.962, Validation Accuracy: 0.962, Loss: 0.032 Epoch 42 Batch 471/538 - Train Accuracy: 0.969, Validation Accuracy: 0.962, Loss: 0.027 Epoch 42 Batch 472/538 - Train Accuracy: 0.984, Validation Accuracy: 0.962, Loss: 0.023 Epoch 42 Batch 473/538 - Train Accuracy: 0.963, Validation Accuracy: 0.963, Loss: 0.034 Epoch 42 Batch 474/538 - Train Accuracy: 0.961, Validation Accuracy: 0.962, Loss: 0.028 Epoch 42 Batch 475/538 - Train Accuracy: 0.974, Validation Accuracy: 0.960, Loss: 0.029 Epoch 42 Batch 476/538 - Train Accuracy: 0.975, Validation Accuracy: 0.962, Loss: 0.031 Epoch 42 Batch 477/538 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.032 Epoch 42 Batch 478/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.029 Epoch 42 Batch 479/538 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.027 Epoch 42 Batch 480/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.030 Epoch 42 Batch 481/538 - Train Accuracy: 0.962, Validation Accuracy: 0.966, Loss: 0.031 Epoch 42 Batch 482/538 - Train Accuracy: 0.956, Validation Accuracy: 0.966, Loss: 0.029 Epoch 42 Batch 483/538 - Train Accuracy: 0.959, Validation Accuracy: 0.963, Loss: 0.038 Epoch 42 Batch 484/538 - Train Accuracy: 0.960, Validation Accuracy: 0.966, Loss: 0.040 Epoch 42 Batch 485/538 - Train Accuracy: 0.960, Validation Accuracy: 0.966, Loss: 0.037 Epoch 42 Batch 486/538 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.028 Epoch 42 Batch 487/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.028 Epoch 42 Batch 488/538 - Train Accuracy: 0.974, Validation Accuracy: 0.963, Loss: 0.029 Epoch 42 Batch 489/538 - Train Accuracy: 0.956, Validation Accuracy: 0.963, Loss: 0.031 Epoch 42 Batch 490/538 - Train Accuracy: 0.952, Validation Accuracy: 0.966, Loss: 0.034 Epoch 42 Batch 491/538 - Train Accuracy: 0.957, Validation Accuracy: 0.968, Loss: 0.031 Epoch 42 Batch 492/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.030 Epoch 42 Batch 493/538 - Train Accuracy: 0.948, Validation Accuracy: 0.968, Loss: 0.034 Epoch 42 Batch 494/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.033 Epoch 42 Batch 495/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.039 Epoch 42 Batch 496/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.026 Epoch 42 Batch 497/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.029 Epoch 42 Batch 498/538 - Train Accuracy: 0.960, Validation Accuracy: 0.969, Loss: 0.031 Epoch 42 Batch 499/538 - Train Accuracy: 0.956, Validation Accuracy: 0.966, Loss: 0.031 Epoch 42 Batch 500/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.021 Epoch 42 Batch 501/538 - Train Accuracy: 0.970, Validation Accuracy: 0.964, Loss: 0.032 Epoch 42 Batch 502/538 - Train Accuracy: 0.959, Validation Accuracy: 0.964, Loss: 0.028 Epoch 42 Batch 503/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.033 Epoch 42 Batch 504/538 - Train Accuracy: 0.979, Validation Accuracy: 0.964, Loss: 0.026 Epoch 42 Batch 505/538 - Train Accuracy: 0.967, Validation Accuracy: 0.967, Loss: 0.028 Epoch 42 Batch 506/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.027 Epoch 42 Batch 507/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.032 Epoch 42 Batch 508/538 - Train Accuracy: 0.956, Validation Accuracy: 0.968, Loss: 0.027 Epoch 42 Batch 509/538 - Train Accuracy: 0.966, Validation Accuracy: 0.970, Loss: 0.029 Epoch 42 Batch 510/538 - Train Accuracy: 0.964, Validation Accuracy: 0.970, Loss: 0.028 Epoch 42 Batch 511/538 - Train Accuracy: 0.959, Validation Accuracy: 0.970, Loss: 0.036 Epoch 42 Batch 512/538 - Train Accuracy: 0.958, Validation Accuracy: 0.972, Loss: 0.034 Epoch 42 Batch 513/538 - Train Accuracy: 0.959, Validation Accuracy: 0.972, Loss: 0.033 Epoch 42 Batch 514/538 - Train Accuracy: 0.964, Validation Accuracy: 0.970, Loss: 0.027 Epoch 42 Batch 515/538 - Train Accuracy: 0.955, Validation Accuracy: 0.970, Loss: 0.033 Epoch 42 Batch 516/538 - Train Accuracy: 0.958, Validation Accuracy: 0.971, Loss: 0.030 Epoch 42 Batch 517/538 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.031 Epoch 42 Batch 518/538 - Train Accuracy: 0.955, Validation Accuracy: 0.956, Loss: 0.037 Epoch 42 Batch 519/538 - Train Accuracy: 0.965, Validation Accuracy: 0.954, Loss: 0.030 Epoch 42 Batch 520/538 - Train Accuracy: 0.966, Validation Accuracy: 0.958, Loss: 0.038 Epoch 42 Batch 521/538 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.038 Epoch 42 Batch 522/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.027 Epoch 42 Batch 523/538 - Train Accuracy: 0.968, Validation Accuracy: 0.967, Loss: 0.037 Epoch 42 Batch 524/538 - Train Accuracy: 0.968, Validation Accuracy: 0.965, Loss: 0.031 Epoch 42 Batch 525/538 - Train Accuracy: 0.964, Validation Accuracy: 0.965, Loss: 0.030 Epoch 42 Batch 526/538 - Train Accuracy: 0.961, Validation Accuracy: 0.965, Loss: 0.030 Epoch 42 Batch 527/538 - Train Accuracy: 0.963, Validation Accuracy: 0.968, Loss: 0.032 Epoch 42 Batch 528/538 - Train Accuracy: 0.966, Validation Accuracy: 0.968, Loss: 0.033 Epoch 42 Batch 529/538 - Train Accuracy: 0.956, Validation Accuracy: 0.969, Loss: 0.031 Epoch 42 Batch 530/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.037 Epoch 42 Batch 531/538 - Train Accuracy: 0.961, Validation Accuracy: 0.963, Loss: 0.035 Epoch 42 Batch 532/538 - Train Accuracy: 0.955, Validation Accuracy: 0.965, Loss: 0.029 Epoch 42 Batch 533/538 - Train Accuracy: 0.958, Validation Accuracy: 0.960, Loss: 0.036 Epoch 42 Batch 534/538 - Train Accuracy: 0.958, Validation Accuracy: 0.956, Loss: 0.033 Epoch 42 Batch 535/538 - Train Accuracy: 0.962, Validation Accuracy: 0.958, Loss: 0.030 Epoch 42 Batch 536/538 - Train Accuracy: 0.961, Validation Accuracy: 0.963, Loss: 0.041 Epoch 43 Batch 0/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.025 Epoch 43 Batch 1/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.039 Epoch 43 Batch 2/538 - Train Accuracy: 0.965, Validation Accuracy: 0.964, Loss: 0.037 Epoch 43 Batch 3/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.028 Epoch 43 Batch 4/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.035 Epoch 43 Batch 5/538 - Train Accuracy: 0.965, Validation Accuracy: 0.964, Loss: 0.041 Epoch 43 Batch 6/538 - Train Accuracy: 0.965, Validation Accuracy: 0.967, Loss: 0.032 Epoch 43 Batch 7/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.030 Epoch 43 Batch 8/538 - Train Accuracy: 0.959, Validation Accuracy: 0.964, Loss: 0.030 Epoch 43 Batch 9/538 - Train Accuracy: 0.954, Validation Accuracy: 0.967, Loss: 0.029 Epoch 43 Batch 10/538 - Train Accuracy: 0.965, Validation Accuracy: 0.969, Loss: 0.030 Epoch 43 Batch 11/538 - Train Accuracy: 0.961, Validation Accuracy: 0.964, Loss: 0.036 Epoch 43 Batch 12/538 - Train Accuracy: 0.959, Validation Accuracy: 0.955, Loss: 0.030 Epoch 43 Batch 13/538 - Train Accuracy: 0.963, Validation Accuracy: 0.951, Loss: 0.030 Epoch 43 Batch 14/538 - Train Accuracy: 0.960, Validation Accuracy: 0.947, Loss: 0.032 Epoch 43 Batch 15/538 - Train Accuracy: 0.963, Validation Accuracy: 0.947, Loss: 0.032 Epoch 43 Batch 16/538 - Train Accuracy: 0.962, Validation Accuracy: 0.952, Loss: 0.037 Epoch 43 Batch 17/538 - Train Accuracy: 0.972, Validation Accuracy: 0.954, Loss: 0.031 Epoch 43 Batch 18/538 - Train Accuracy: 0.969, Validation Accuracy: 0.956, Loss: 0.037 Epoch 43 Batch 19/538 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.038 Epoch 43 Batch 20/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.031 Epoch 43 Batch 21/538 - Train Accuracy: 0.979, Validation Accuracy: 0.966, Loss: 0.023 Epoch 43 Batch 22/538 - Train Accuracy: 0.961, Validation Accuracy: 0.964, Loss: 0.036 Epoch 43 Batch 23/538 - Train Accuracy: 0.964, Validation Accuracy: 0.962, Loss: 0.036 Epoch 43 Batch 24/538 - Train Accuracy: 0.965, Validation Accuracy: 0.964, Loss: 0.037 Epoch 43 Batch 25/538 - Train Accuracy: 0.958, Validation Accuracy: 0.962, Loss: 0.032 Epoch 43 Batch 26/538 - Train Accuracy: 0.947, Validation Accuracy: 0.964, Loss: 0.039 Epoch 43 Batch 27/538 - Train Accuracy: 0.970, Validation Accuracy: 0.960, Loss: 0.026 Epoch 43 Batch 28/538 - Train Accuracy: 0.964, Validation Accuracy: 0.962, Loss: 0.035 Epoch 43 Batch 29/538 - Train Accuracy: 0.966, Validation Accuracy: 0.958, Loss: 0.028 Epoch 43 Batch 30/538 - Train Accuracy: 0.956, Validation Accuracy: 0.956, Loss: 0.032 Epoch 43 Batch 31/538 - Train Accuracy: 0.963, Validation Accuracy: 0.956, Loss: 0.027 Epoch 43 Batch 32/538 - Train Accuracy: 0.969, Validation Accuracy: 0.959, Loss: 0.023 Epoch 43 Batch 33/538 - Train Accuracy: 0.960, Validation Accuracy: 0.961, Loss: 0.037 Epoch 43 Batch 34/538 - Train Accuracy: 0.954, Validation Accuracy: 0.963, Loss: 0.042 Epoch 43 Batch 35/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.026 Epoch 43 Batch 36/538 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.033 Epoch 43 Batch 37/538 - Train Accuracy: 0.961, Validation Accuracy: 0.967, Loss: 0.032 Epoch 43 Batch 38/538 - Train Accuracy: 0.958, Validation Accuracy: 0.968, Loss: 0.028 Epoch 43 Batch 39/538 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.030 Epoch 43 Batch 40/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.022 Epoch 43 Batch 41/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.031 Epoch 43 Batch 42/538 - Train Accuracy: 0.957, Validation Accuracy: 0.968, Loss: 0.026 Epoch 43 Batch 43/538 - Train Accuracy: 0.946, Validation Accuracy: 0.968, Loss: 0.034 Epoch 43 Batch 44/538 - Train Accuracy: 0.958, Validation Accuracy: 0.968, Loss: 0.029 Epoch 43 Batch 45/538 - Train Accuracy: 0.973, Validation Accuracy: 0.963, Loss: 0.024 Epoch 43 Batch 46/538 - Train Accuracy: 0.966, Validation Accuracy: 0.962, Loss: 0.022 Epoch 43 Batch 47/538 - Train Accuracy: 0.972, Validation Accuracy: 0.960, Loss: 0.038 Epoch 43 Batch 48/538 - Train Accuracy: 0.956, Validation Accuracy: 0.960, Loss: 0.030 Epoch 43 Batch 49/538 - Train Accuracy: 0.960, Validation Accuracy: 0.960, Loss: 0.027 Epoch 43 Batch 50/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.025 Epoch 43 Batch 51/538 - Train Accuracy: 0.960, Validation Accuracy: 0.963, Loss: 0.041 Epoch 43 Batch 52/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.035 Epoch 43 Batch 53/538 - Train Accuracy: 0.944, Validation Accuracy: 0.960, Loss: 0.029 Epoch 43 Batch 54/538 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.028 Epoch 43 Batch 55/538 - Train Accuracy: 0.959, Validation Accuracy: 0.964, Loss: 0.027 Epoch 43 Batch 56/538 - Train Accuracy: 0.961, Validation Accuracy: 0.962, Loss: 0.027 Epoch 43 Batch 57/538 - Train Accuracy: 0.955, Validation Accuracy: 0.964, Loss: 0.041 Epoch 43 Batch 58/538 - Train Accuracy: 0.965, Validation Accuracy: 0.966, Loss: 0.028 Epoch 43 Batch 59/538 - Train Accuracy: 0.973, Validation Accuracy: 0.963, Loss: 0.031 Epoch 43 Batch 60/538 - Train Accuracy: 0.976, Validation Accuracy: 0.962, Loss: 0.033 Epoch 43 Batch 61/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.035 Epoch 43 Batch 62/538 - Train Accuracy: 0.959, Validation Accuracy: 0.964, Loss: 0.030 Epoch 43 Batch 63/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.027 Epoch 43 Batch 64/538 - Train Accuracy: 0.965, Validation Accuracy: 0.969, Loss: 0.027 Epoch 43 Batch 65/538 - Train Accuracy: 0.959, Validation Accuracy: 0.967, Loss: 0.033 Epoch 43 Batch 66/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.022 Epoch 43 Batch 67/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.026 Epoch 43 Batch 68/538 - Train Accuracy: 0.957, Validation Accuracy: 0.962, Loss: 0.028 Epoch 43 Batch 69/538 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.029 Epoch 43 Batch 70/538 - Train Accuracy: 0.959, Validation Accuracy: 0.964, Loss: 0.032 Epoch 43 Batch 71/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.036 Epoch 43 Batch 72/538 - Train Accuracy: 0.962, Validation Accuracy: 0.962, Loss: 0.052 Epoch 43 Batch 73/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.028 Epoch 43 Batch 74/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.034 Epoch 43 Batch 75/538 - Train Accuracy: 0.962, Validation Accuracy: 0.964, Loss: 0.030 Epoch 43 Batch 76/538 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.032 Epoch 43 Batch 77/538 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.024 Epoch 43 Batch 78/538 - Train Accuracy: 0.959, Validation Accuracy: 0.963, Loss: 0.035 Epoch 43 Batch 79/538 - Train Accuracy: 0.962, Validation Accuracy: 0.963, Loss: 0.029 Epoch 43 Batch 80/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.033 Epoch 43 Batch 81/538 - Train Accuracy: 0.951, Validation Accuracy: 0.963, Loss: 0.043 Epoch 43 Batch 82/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.027 Epoch 43 Batch 83/538 - Train Accuracy: 0.963, Validation Accuracy: 0.963, Loss: 0.031 Epoch 43 Batch 84/538 - Train Accuracy: 0.957, Validation Accuracy: 0.963, Loss: 0.030 Epoch 43 Batch 85/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.029 Epoch 43 Batch 86/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.028 Epoch 43 Batch 87/538 - Train Accuracy: 0.953, Validation Accuracy: 0.963, Loss: 0.036 Epoch 43 Batch 88/538 - Train Accuracy: 0.973, Validation Accuracy: 0.962, Loss: 0.029 Epoch 43 Batch 89/538 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.024 Epoch 43 Batch 90/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.034 Epoch 43 Batch 91/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.033 Epoch 43 Batch 92/538 - Train Accuracy: 0.960, Validation Accuracy: 0.963, Loss: 0.030 Epoch 43 Batch 93/538 - Train Accuracy: 0.958, Validation Accuracy: 0.960, Loss: 0.032 Epoch 43 Batch 94/538 - Train Accuracy: 0.956, Validation Accuracy: 0.960, Loss: 0.026 Epoch 43 Batch 95/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.032 Epoch 43 Batch 96/538 - Train Accuracy: 0.971, Validation Accuracy: 0.959, Loss: 0.031 Epoch 43 Batch 97/538 - Train Accuracy: 0.966, Validation Accuracy: 0.962, Loss: 0.024 Epoch 43 Batch 98/538 - Train Accuracy: 0.964, Validation Accuracy: 0.967, Loss: 0.035 Epoch 43 Batch 99/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.030 Epoch 43 Batch 100/538 - Train Accuracy: 0.967, Validation Accuracy: 0.967, Loss: 0.026 Epoch 43 Batch 101/538 - Train Accuracy: 0.949, Validation Accuracy: 0.967, Loss: 0.043 Epoch 43 Batch 102/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.030 Epoch 43 Batch 103/538 - Train Accuracy: 0.960, Validation Accuracy: 0.966, Loss: 0.032 Epoch 43 Batch 104/538 - Train Accuracy: 0.965, Validation Accuracy: 0.966, Loss: 0.026 Epoch 43 Batch 105/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.026 Epoch 43 Batch 106/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.018 Epoch 43 Batch 107/538 - Train Accuracy: 0.953, Validation Accuracy: 0.963, Loss: 0.028 Epoch 43 Batch 108/538 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.029 Epoch 43 Batch 109/538 - Train Accuracy: 0.968, Validation Accuracy: 0.960, Loss: 0.028 Epoch 43 Batch 110/538 - Train Accuracy: 0.968, Validation Accuracy: 0.957, Loss: 0.029 Epoch 43 Batch 111/538 - Train Accuracy: 0.963, Validation Accuracy: 0.960, Loss: 0.032 Epoch 43 Batch 112/538 - Train Accuracy: 0.960, Validation Accuracy: 0.960, Loss: 0.036 Epoch 43 Batch 113/538 - Train Accuracy: 0.954, Validation Accuracy: 0.961, Loss: 0.033 Epoch 43 Batch 114/538 - Train Accuracy: 0.972, Validation Accuracy: 0.962, Loss: 0.026 Epoch 43 Batch 115/538 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.030 Epoch 43 Batch 116/538 - Train Accuracy: 0.966, Validation Accuracy: 0.968, Loss: 0.032 Epoch 43 Batch 117/538 - Train Accuracy: 0.967, Validation Accuracy: 0.967, Loss: 0.034 Epoch 43 Batch 118/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.029 Epoch 43 Batch 119/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.022 Epoch 43 Batch 120/538 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.025 Epoch 43 Batch 121/538 - Train Accuracy: 0.963, Validation Accuracy: 0.971, Loss: 0.033 Epoch 43 Batch 122/538 - Train Accuracy: 0.960, Validation Accuracy: 0.971, Loss: 0.033 Epoch 43 Batch 123/538 - Train Accuracy: 0.952, Validation Accuracy: 0.969, Loss: 0.031 Epoch 43 Batch 124/538 - Train Accuracy: 0.950, Validation Accuracy: 0.964, Loss: 0.034 Epoch 43 Batch 125/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.036 Epoch 43 Batch 126/538 - Train Accuracy: 0.953, Validation Accuracy: 0.965, Loss: 0.039 Epoch 43 Batch 127/538 - Train Accuracy: 0.954, Validation Accuracy: 0.965, Loss: 0.034 Epoch 43 Batch 128/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.031 Epoch 43 Batch 129/538 - Train Accuracy: 0.976, Validation Accuracy: 0.965, Loss: 0.022 Epoch 43 Batch 130/538 - Train Accuracy: 0.958, Validation Accuracy: 0.961, Loss: 0.029 Epoch 43 Batch 131/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.032 Epoch 43 Batch 132/538 - Train Accuracy: 0.957, Validation Accuracy: 0.960, Loss: 0.026 Epoch 43 Batch 133/538 - Train Accuracy: 0.962, Validation Accuracy: 0.960, Loss: 0.036 Epoch 43 Batch 134/538 - Train Accuracy: 0.962, Validation Accuracy: 0.964, Loss: 0.037 Epoch 43 Batch 135/538 - Train Accuracy: 0.962, Validation Accuracy: 0.962, Loss: 0.043 Epoch 43 Batch 136/538 - Train Accuracy: 0.960, Validation Accuracy: 0.962, Loss: 0.029 Epoch 43 Batch 137/538 - Train Accuracy: 0.965, Validation Accuracy: 0.962, Loss: 0.040 Epoch 43 Batch 138/538 - Train Accuracy: 0.964, Validation Accuracy: 0.962, Loss: 0.033 Epoch 43 Batch 139/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.030 Epoch 43 Batch 140/538 - Train Accuracy: 0.959, Validation Accuracy: 0.964, Loss: 0.037 Epoch 43 Batch 141/538 - Train Accuracy: 0.961, Validation Accuracy: 0.964, Loss: 0.035 Epoch 43 Batch 142/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.030 Epoch 43 Batch 143/538 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.035 Epoch 43 Batch 144/538 - Train Accuracy: 0.965, Validation Accuracy: 0.962, Loss: 0.036 Epoch 43 Batch 145/538 - Train Accuracy: 0.958, Validation Accuracy: 0.962, Loss: 0.039 Epoch 43 Batch 146/538 - Train Accuracy: 0.959, Validation Accuracy: 0.961, Loss: 0.028 Epoch 43 Batch 147/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.036 Epoch 43 Batch 148/538 - Train Accuracy: 0.959, Validation Accuracy: 0.964, Loss: 0.032 Epoch 43 Batch 149/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.028 Epoch 43 Batch 150/538 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.028 Epoch 43 Batch 151/538 - Train Accuracy: 0.952, Validation Accuracy: 0.964, Loss: 0.031 Epoch 43 Batch 152/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.036 Epoch 43 Batch 153/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.028 Epoch 43 Batch 154/538 - Train Accuracy: 0.964, Validation Accuracy: 0.958, Loss: 0.025 Epoch 43 Batch 155/538 - Train Accuracy: 0.970, Validation Accuracy: 0.957, Loss: 0.031 Epoch 43 Batch 156/538 - Train Accuracy: 0.971, Validation Accuracy: 0.955, Loss: 0.034 Epoch 43 Batch 157/538 - Train Accuracy: 0.966, Validation Accuracy: 0.955, Loss: 0.031 Epoch 43 Batch 158/538 - Train Accuracy: 0.975, Validation Accuracy: 0.955, Loss: 0.032 Epoch 43 Batch 159/538 - Train Accuracy: 0.948, Validation Accuracy: 0.962, Loss: 0.037 Epoch 43 Batch 160/538 - Train Accuracy: 0.957, Validation Accuracy: 0.964, Loss: 0.024 Epoch 43 Batch 161/538 - Train Accuracy: 0.961, Validation Accuracy: 0.962, Loss: 0.034 Epoch 43 Batch 162/538 - Train Accuracy: 0.976, Validation Accuracy: 0.961, Loss: 0.033 Epoch 43 Batch 163/538 - Train Accuracy: 0.960, Validation Accuracy: 0.962, Loss: 0.039 Epoch 43 Batch 164/538 - Train Accuracy: 0.961, Validation Accuracy: 0.962, Loss: 0.039 Epoch 43 Batch 165/538 - Train Accuracy: 0.963, Validation Accuracy: 0.959, Loss: 0.023 Epoch 43 Batch 166/538 - Train Accuracy: 0.969, Validation Accuracy: 0.962, Loss: 0.028 Epoch 43 Batch 167/538 - Train Accuracy: 0.961, Validation Accuracy: 0.960, Loss: 0.044 Epoch 43 Batch 168/538 - Train Accuracy: 0.953, Validation Accuracy: 0.961, Loss: 0.038 Epoch 43 Batch 169/538 - Train Accuracy: 0.978, Validation Accuracy: 0.959, Loss: 0.025 Epoch 43 Batch 170/538 - Train Accuracy: 0.967, Validation Accuracy: 0.958, Loss: 0.029 Epoch 43 Batch 171/538 - Train Accuracy: 0.954, Validation Accuracy: 0.962, Loss: 0.036 Epoch 43 Batch 172/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.021 Epoch 43 Batch 173/538 - Train Accuracy: 0.978, Validation Accuracy: 0.965, Loss: 0.023 Epoch 43 Batch 174/538 - Train Accuracy: 0.963, Validation Accuracy: 0.963, Loss: 0.026 Epoch 43 Batch 175/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.027 Epoch 43 Batch 176/538 - Train Accuracy: 0.966, Validation Accuracy: 0.961, Loss: 0.032 Epoch 43 Batch 177/538 - Train Accuracy: 0.972, Validation Accuracy: 0.961, Loss: 0.031 Epoch 43 Batch 178/538 - Train Accuracy: 0.964, Validation Accuracy: 0.959, Loss: 0.030 Epoch 43 Batch 179/538 - Train Accuracy: 0.974, Validation Accuracy: 0.959, Loss: 0.030 Epoch 43 Batch 180/538 - Train Accuracy: 0.960, Validation Accuracy: 0.961, Loss: 0.030 Epoch 43 Batch 181/538 - Train Accuracy: 0.960, Validation Accuracy: 0.961, Loss: 0.035 Epoch 43 Batch 182/538 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.020 Epoch 43 Batch 183/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.027 Epoch 43 Batch 184/538 - Train Accuracy: 0.972, Validation Accuracy: 0.961, Loss: 0.025 Epoch 43 Batch 185/538 - Train Accuracy: 0.975, Validation Accuracy: 0.958, Loss: 0.027 Epoch 43 Batch 186/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.025 Epoch 43 Batch 187/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.027 Epoch 43 Batch 188/538 - Train Accuracy: 0.956, Validation Accuracy: 0.963, Loss: 0.032 Epoch 43 Batch 189/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.033 Epoch 43 Batch 190/538 - Train Accuracy: 0.959, Validation Accuracy: 0.956, Loss: 0.037 Epoch 43 Batch 191/538 - Train Accuracy: 0.978, Validation Accuracy: 0.956, Loss: 0.029 Epoch 43 Batch 192/538 - Train Accuracy: 0.975, Validation Accuracy: 0.956, Loss: 0.027 Epoch 43 Batch 193/538 - Train Accuracy: 0.965, Validation Accuracy: 0.956, Loss: 0.029 Epoch 43 Batch 194/538 - Train Accuracy: 0.957, Validation Accuracy: 0.957, Loss: 0.036 Epoch 43 Batch 195/538 - Train Accuracy: 0.972, Validation Accuracy: 0.954, Loss: 0.038 Epoch 43 Batch 196/538 - Train Accuracy: 0.958, Validation Accuracy: 0.954, Loss: 0.029 Epoch 43 Batch 197/538 - Train Accuracy: 0.974, Validation Accuracy: 0.954, Loss: 0.033 Epoch 43 Batch 198/538 - Train Accuracy: 0.969, Validation Accuracy: 0.957, Loss: 0.031 Epoch 43 Batch 199/538 - Train Accuracy: 0.957, Validation Accuracy: 0.960, Loss: 0.034 Epoch 43 Batch 200/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.025 Epoch 43 Batch 201/538 - Train Accuracy: 0.965, Validation Accuracy: 0.959, Loss: 0.039 Epoch 43 Batch 202/538 - Train Accuracy: 0.965, Validation Accuracy: 0.957, Loss: 0.028 Epoch 43 Batch 203/538 - Train Accuracy: 0.965, Validation Accuracy: 0.960, Loss: 0.042 Epoch 43 Batch 204/538 - Train Accuracy: 0.958, Validation Accuracy: 0.958, Loss: 0.045 Epoch 43 Batch 205/538 - Train Accuracy: 0.962, Validation Accuracy: 0.956, Loss: 0.026 Epoch 43 Batch 206/538 - Train Accuracy: 0.973, Validation Accuracy: 0.958, Loss: 0.033 Epoch 43 Batch 207/538 - Train Accuracy: 0.967, Validation Accuracy: 0.956, Loss: 0.042 Epoch 43 Batch 208/538 - Train Accuracy: 0.965, Validation Accuracy: 0.955, Loss: 0.034 Epoch 43 Batch 209/538 - Train Accuracy: 0.966, Validation Accuracy: 0.953, Loss: 0.028 Epoch 43 Batch 210/538 - Train Accuracy: 0.960, Validation Accuracy: 0.951, Loss: 0.034 Epoch 43 Batch 211/538 - Train Accuracy: 0.960, Validation Accuracy: 0.952, Loss: 0.031 Epoch 43 Batch 212/538 - Train Accuracy: 0.971, Validation Accuracy: 0.956, Loss: 0.030 Epoch 43 Batch 213/538 - Train Accuracy: 0.964, Validation Accuracy: 0.959, Loss: 0.027 Epoch 43 Batch 214/538 - Train Accuracy: 0.971, Validation Accuracy: 0.960, Loss: 0.023 Epoch 43 Batch 215/538 - Train Accuracy: 0.958, Validation Accuracy: 0.963, Loss: 0.026 Epoch 43 Batch 216/538 - Train Accuracy: 0.959, Validation Accuracy: 0.962, Loss: 0.033 Epoch 43 Batch 217/538 - Train Accuracy: 0.957, Validation Accuracy: 0.962, Loss: 0.035 Epoch 43 Batch 218/538 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.025 Epoch 43 Batch 219/538 - Train Accuracy: 0.957, Validation Accuracy: 0.961, Loss: 0.030 Epoch 43 Batch 220/538 - Train Accuracy: 0.955, Validation Accuracy: 0.961, Loss: 0.031 Epoch 43 Batch 221/538 - Train Accuracy: 0.975, Validation Accuracy: 0.959, Loss: 0.025 Epoch 43 Batch 222/538 - Train Accuracy: 0.964, Validation Accuracy: 0.961, Loss: 0.027 Epoch 43 Batch 223/538 - Train Accuracy: 0.963, Validation Accuracy: 0.958, Loss: 0.031 Epoch 43 Batch 224/538 - Train Accuracy: 0.959, Validation Accuracy: 0.958, Loss: 0.039 Epoch 43 Batch 225/538 - Train Accuracy: 0.967, Validation Accuracy: 0.958, Loss: 0.032 Epoch 43 Batch 226/538 - Train Accuracy: 0.955, Validation Accuracy: 0.958, Loss: 0.034 Epoch 43 Batch 227/538 - Train Accuracy: 0.963, Validation Accuracy: 0.957, Loss: 0.029 Epoch 43 Batch 228/538 - Train Accuracy: 0.951, Validation Accuracy: 0.962, Loss: 0.037 Epoch 43 Batch 229/538 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.033 Epoch 43 Batch 230/538 - Train Accuracy: 0.959, Validation Accuracy: 0.962, Loss: 0.031 Epoch 43 Batch 231/538 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.037 Epoch 43 Batch 232/538 - Train Accuracy: 0.968, Validation Accuracy: 0.962, Loss: 0.033 Epoch 43 Batch 233/538 - Train Accuracy: 0.967, Validation Accuracy: 0.961, Loss: 0.034 Epoch 43 Batch 234/538 - Train Accuracy: 0.969, Validation Accuracy: 0.959, Loss: 0.029 Epoch 43 Batch 235/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.030 Epoch 43 Batch 236/538 - Train Accuracy: 0.956, Validation Accuracy: 0.957, Loss: 0.029 Epoch 43 Batch 237/538 - Train Accuracy: 0.958, Validation Accuracy: 0.950, Loss: 0.025 Epoch 43 Batch 238/538 - Train Accuracy: 0.970, Validation Accuracy: 0.955, Loss: 0.032 Epoch 43 Batch 239/538 - Train Accuracy: 0.964, Validation Accuracy: 0.959, Loss: 0.035 Epoch 43 Batch 240/538 - Train Accuracy: 0.960, Validation Accuracy: 0.960, Loss: 0.035 Epoch 43 Batch 241/538 - Train Accuracy: 0.949, Validation Accuracy: 0.960, Loss: 0.033 Epoch 43 Batch 242/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.026 Epoch 43 Batch 243/538 - Train Accuracy: 0.961, Validation Accuracy: 0.964, Loss: 0.031 Epoch 43 Batch 244/538 - Train Accuracy: 0.961, Validation Accuracy: 0.964, Loss: 0.026 Epoch 43 Batch 245/538 - Train Accuracy: 0.960, Validation Accuracy: 0.964, Loss: 0.043 Epoch 43 Batch 246/538 - Train Accuracy: 0.964, Validation Accuracy: 0.962, Loss: 0.026 Epoch 43 Batch 247/538 - Train Accuracy: 0.949, Validation Accuracy: 0.962, Loss: 0.028 Epoch 43 Batch 248/538 - Train Accuracy: 0.957, Validation Accuracy: 0.958, Loss: 0.030 Epoch 43 Batch 249/538 - Train Accuracy: 0.968, Validation Accuracy: 0.953, Loss: 0.026 Epoch 43 Batch 250/538 - Train Accuracy: 0.972, Validation Accuracy: 0.953, Loss: 0.029 Epoch 43 Batch 251/538 - Train Accuracy: 0.965, Validation Accuracy: 0.953, Loss: 0.022 Epoch 43 Batch 252/538 - Train Accuracy: 0.962, Validation Accuracy: 0.953, Loss: 0.023 Epoch 43 Batch 253/538 - Train Accuracy: 0.965, Validation Accuracy: 0.951, Loss: 0.024 Epoch 43 Batch 254/538 - Train Accuracy: 0.957, Validation Accuracy: 0.956, Loss: 0.033 Epoch 43 Batch 255/538 - Train Accuracy: 0.975, Validation Accuracy: 0.960, Loss: 0.031 Epoch 43 Batch 256/538 - Train Accuracy: 0.968, Validation Accuracy: 0.962, Loss: 0.032 Epoch 43 Batch 257/538 - Train Accuracy: 0.977, Validation Accuracy: 0.961, Loss: 0.029 Epoch 43 Batch 258/538 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.030 Epoch 43 Batch 259/538 - Train Accuracy: 0.976, Validation Accuracy: 0.962, Loss: 0.023 Epoch 43 Batch 260/538 - Train Accuracy: 0.952, Validation Accuracy: 0.963, Loss: 0.032 Epoch 43 Batch 261/538 - Train Accuracy: 0.961, Validation Accuracy: 0.963, Loss: 0.039 Epoch 43 Batch 262/538 - Train Accuracy: 0.975, Validation Accuracy: 0.965, Loss: 0.029 Epoch 43 Batch 263/538 - Train Accuracy: 0.954, Validation Accuracy: 0.955, Loss: 0.030 Epoch 43 Batch 264/538 - Train Accuracy: 0.968, Validation Accuracy: 0.955, Loss: 0.033 Epoch 43 Batch 265/538 - Train Accuracy: 0.946, Validation Accuracy: 0.957, Loss: 0.036 Epoch 43 Batch 266/538 - Train Accuracy: 0.958, Validation Accuracy: 0.955, Loss: 0.032 Epoch 43 Batch 267/538 - Train Accuracy: 0.958, Validation Accuracy: 0.952, Loss: 0.030 Epoch 43 Batch 268/538 - Train Accuracy: 0.969, Validation Accuracy: 0.954, Loss: 0.027 Epoch 43 Batch 269/538 - Train Accuracy: 0.966, Validation Accuracy: 0.953, Loss: 0.030 Epoch 43 Batch 270/538 - Train Accuracy: 0.954, Validation Accuracy: 0.952, Loss: 0.025 Epoch 43 Batch 271/538 - Train Accuracy: 0.962, Validation Accuracy: 0.957, Loss: 0.027 Epoch 43 Batch 272/538 - Train Accuracy: 0.964, Validation Accuracy: 0.960, Loss: 0.030 Epoch 43 Batch 273/538 - Train Accuracy: 0.958, Validation Accuracy: 0.963, Loss: 0.036 Epoch 43 Batch 274/538 - Train Accuracy: 0.949, Validation Accuracy: 0.962, Loss: 0.034 Epoch 43 Batch 275/538 - Train Accuracy: 0.960, Validation Accuracy: 0.960, Loss: 0.036 Epoch 43 Batch 276/538 - Train Accuracy: 0.957, Validation Accuracy: 0.961, Loss: 0.038 Epoch 43 Batch 277/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.026 Epoch 43 Batch 278/538 - Train Accuracy: 0.962, Validation Accuracy: 0.967, Loss: 0.029 Epoch 43 Batch 279/538 - Train Accuracy: 0.956, Validation Accuracy: 0.964, Loss: 0.029 Epoch 43 Batch 280/538 - Train Accuracy: 0.973, Validation Accuracy: 0.959, Loss: 0.028 Epoch 43 Batch 281/538 - Train Accuracy: 0.954, Validation Accuracy: 0.958, Loss: 0.038 Epoch 43 Batch 282/538 - Train Accuracy: 0.965, Validation Accuracy: 0.958, Loss: 0.032 Epoch 43 Batch 283/538 - Train Accuracy: 0.971, Validation Accuracy: 0.954, Loss: 0.030 Epoch 43 Batch 284/538 - Train Accuracy: 0.958, Validation Accuracy: 0.956, Loss: 0.037 Epoch 43 Batch 285/538 - Train Accuracy: 0.971, Validation Accuracy: 0.957, Loss: 0.027 Epoch 43 Batch 286/538 - Train Accuracy: 0.949, Validation Accuracy: 0.959, Loss: 0.040 Epoch 43 Batch 287/538 - Train Accuracy: 0.965, Validation Accuracy: 0.964, Loss: 0.029 Epoch 43 Batch 288/538 - Train Accuracy: 0.959, Validation Accuracy: 0.967, Loss: 0.031 Epoch 43 Batch 289/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.021 Epoch 43 Batch 290/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.026 Epoch 43 Batch 291/538 - Train Accuracy: 0.961, Validation Accuracy: 0.963, Loss: 0.037 Epoch 43 Batch 292/538 - Train Accuracy: 0.973, Validation Accuracy: 0.959, Loss: 0.022 Epoch 43 Batch 293/538 - Train Accuracy: 0.946, Validation Accuracy: 0.962, Loss: 0.032 Epoch 43 Batch 294/538 - Train Accuracy: 0.965, Validation Accuracy: 0.966, Loss: 0.031 Epoch 43 Batch 295/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.027 Epoch 43 Batch 296/538 - Train Accuracy: 0.956, Validation Accuracy: 0.968, Loss: 0.041 Epoch 43 Batch 297/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.032 Epoch 43 Batch 298/538 - Train Accuracy: 0.964, Validation Accuracy: 0.960, Loss: 0.027 Epoch 43 Batch 299/538 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.040 Epoch 43 Batch 300/538 - Train Accuracy: 0.965, Validation Accuracy: 0.960, Loss: 0.029 Epoch 43 Batch 301/538 - Train Accuracy: 0.967, Validation Accuracy: 0.960, Loss: 0.038 Epoch 43 Batch 302/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.033 Epoch 43 Batch 303/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.030 Epoch 43 Batch 304/538 - Train Accuracy: 0.966, Validation Accuracy: 0.965, Loss: 0.042 Epoch 43 Batch 305/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.027 Epoch 43 Batch 306/538 - Train Accuracy: 0.961, Validation Accuracy: 0.963, Loss: 0.033 Epoch 43 Batch 307/538 - Train Accuracy: 0.976, Validation Accuracy: 0.965, Loss: 0.028 Epoch 43 Batch 308/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.030 Epoch 43 Batch 309/538 - Train Accuracy: 0.963, Validation Accuracy: 0.967, Loss: 0.029 Epoch 43 Batch 310/538 - Train Accuracy: 0.966, Validation Accuracy: 0.965, Loss: 0.037 Epoch 43 Batch 311/538 - Train Accuracy: 0.955, Validation Accuracy: 0.964, Loss: 0.041 Epoch 43 Batch 312/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.029 Epoch 43 Batch 313/538 - Train Accuracy: 0.965, Validation Accuracy: 0.962, Loss: 0.034 Epoch 43 Batch 314/538 - Train Accuracy: 0.967, Validation Accuracy: 0.968, Loss: 0.038 Epoch 43 Batch 315/538 - Train Accuracy: 0.966, Validation Accuracy: 0.965, Loss: 0.021 Epoch 43 Batch 316/538 - Train Accuracy: 0.966, Validation Accuracy: 0.962, Loss: 0.028 Epoch 43 Batch 317/538 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.030 Epoch 43 Batch 318/538 - Train Accuracy: 0.956, Validation Accuracy: 0.963, Loss: 0.028 Epoch 43 Batch 319/538 - Train Accuracy: 0.961, Validation Accuracy: 0.963, Loss: 0.035 Epoch 43 Batch 320/538 - Train Accuracy: 0.962, Validation Accuracy: 0.959, Loss: 0.031 Epoch 43 Batch 321/538 - Train Accuracy: 0.966, Validation Accuracy: 0.958, Loss: 0.025 Epoch 43 Batch 322/538 - Train Accuracy: 0.974, Validation Accuracy: 0.958, Loss: 0.026 Epoch 43 Batch 323/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.029 Epoch 43 Batch 324/538 - Train Accuracy: 0.963, Validation Accuracy: 0.961, Loss: 0.028 Epoch 43 Batch 325/538 - Train Accuracy: 0.968, Validation Accuracy: 0.958, Loss: 0.029 Epoch 43 Batch 326/538 - Train Accuracy: 0.965, Validation Accuracy: 0.958, Loss: 0.031 Epoch 43 Batch 327/538 - Train Accuracy: 0.964, Validation Accuracy: 0.958, Loss: 0.034 Epoch 43 Batch 328/538 - Train Accuracy: 0.973, Validation Accuracy: 0.958, Loss: 0.025 Epoch 43 Batch 329/538 - Train Accuracy: 0.974, Validation Accuracy: 0.960, Loss: 0.026 Epoch 43 Batch 330/538 - Train Accuracy: 0.965, Validation Accuracy: 0.959, Loss: 0.023 Epoch 43 Batch 331/538 - Train Accuracy: 0.966, Validation Accuracy: 0.959, Loss: 0.031 Epoch 43 Batch 332/538 - Train Accuracy: 0.971, Validation Accuracy: 0.961, Loss: 0.036 Epoch 43 Batch 333/538 - Train Accuracy: 0.964, Validation Accuracy: 0.961, Loss: 0.035 Epoch 43 Batch 334/538 - Train Accuracy: 0.968, Validation Accuracy: 0.959, Loss: 0.029 Epoch 43 Batch 335/538 - Train Accuracy: 0.970, Validation Accuracy: 0.957, Loss: 0.029 Epoch 43 Batch 336/538 - Train Accuracy: 0.961, Validation Accuracy: 0.955, Loss: 0.024 Epoch 43 Batch 337/538 - Train Accuracy: 0.961, Validation Accuracy: 0.955, Loss: 0.027 Epoch 43 Batch 338/538 - Train Accuracy: 0.975, Validation Accuracy: 0.957, Loss: 0.033 Epoch 43 Batch 339/538 - Train Accuracy: 0.967, Validation Accuracy: 0.961, Loss: 0.030 Epoch 43 Batch 340/538 - Train Accuracy: 0.966, Validation Accuracy: 0.961, Loss: 0.029 Epoch 43 Batch 341/538 - Train Accuracy: 0.963, Validation Accuracy: 0.961, Loss: 0.027 Epoch 43 Batch 342/538 - Train Accuracy: 0.969, Validation Accuracy: 0.960, Loss: 0.033 Epoch 43 Batch 343/538 - Train Accuracy: 0.972, Validation Accuracy: 0.957, Loss: 0.035 Epoch 43 Batch 344/538 - Train Accuracy: 0.952, Validation Accuracy: 0.961, Loss: 0.026 Epoch 43 Batch 345/538 - Train Accuracy: 0.972, Validation Accuracy: 0.961, Loss: 0.032 Epoch 43 Batch 346/538 - Train Accuracy: 0.962, Validation Accuracy: 0.957, Loss: 0.041 Epoch 43 Batch 347/538 - Train Accuracy: 0.972, Validation Accuracy: 0.955, Loss: 0.033 Epoch 43 Batch 348/538 - Train Accuracy: 0.958, Validation Accuracy: 0.957, Loss: 0.028 Epoch 43 Batch 349/538 - Train Accuracy: 0.973, Validation Accuracy: 0.957, Loss: 0.028 Epoch 43 Batch 350/538 - Train Accuracy: 0.965, Validation Accuracy: 0.957, Loss: 0.038 Epoch 43 Batch 351/538 - Train Accuracy: 0.952, Validation Accuracy: 0.955, Loss: 0.038 Epoch 43 Batch 352/538 - Train Accuracy: 0.961, Validation Accuracy: 0.953, Loss: 0.039 Epoch 43 Batch 353/538 - Train Accuracy: 0.965, Validation Accuracy: 0.954, Loss: 0.031 Epoch 43 Batch 354/538 - Train Accuracy: 0.958, Validation Accuracy: 0.954, Loss: 0.032 Epoch 43 Batch 355/538 - Train Accuracy: 0.969, Validation Accuracy: 0.954, Loss: 0.030 Epoch 43 Batch 356/538 - Train Accuracy: 0.969, Validation Accuracy: 0.956, Loss: 0.030 Epoch 43 Batch 357/538 - Train Accuracy: 0.968, Validation Accuracy: 0.958, Loss: 0.032 Epoch 43 Batch 358/538 - Train Accuracy: 0.965, Validation Accuracy: 0.958, Loss: 0.028 Epoch 43 Batch 359/538 - Train Accuracy: 0.968, Validation Accuracy: 0.959, Loss: 0.033 Epoch 43 Batch 360/538 - Train Accuracy: 0.966, Validation Accuracy: 0.959, Loss: 0.026 Epoch 43 Batch 361/538 - Train Accuracy: 0.968, Validation Accuracy: 0.957, Loss: 0.035 Epoch 43 Batch 362/538 - Train Accuracy: 0.966, Validation Accuracy: 0.957, Loss: 0.027 Epoch 43 Batch 363/538 - Train Accuracy: 0.971, Validation Accuracy: 0.957, Loss: 0.028 Epoch 43 Batch 364/538 - Train Accuracy: 0.957, Validation Accuracy: 0.957, Loss: 0.040 Epoch 43 Batch 365/538 - Train Accuracy: 0.967, Validation Accuracy: 0.957, Loss: 0.029 Epoch 43 Batch 366/538 - Train Accuracy: 0.978, Validation Accuracy: 0.955, Loss: 0.029 Epoch 43 Batch 367/538 - Train Accuracy: 0.970, Validation Accuracy: 0.953, Loss: 0.023 Epoch 43 Batch 368/538 - Train Accuracy: 0.969, Validation Accuracy: 0.953, Loss: 0.025 Epoch 43 Batch 369/538 - Train Accuracy: 0.972, Validation Accuracy: 0.958, Loss: 0.025 Epoch 43 Batch 370/538 - Train Accuracy: 0.963, Validation Accuracy: 0.956, Loss: 0.038 Epoch 43 Batch 371/538 - Train Accuracy: 0.972, Validation Accuracy: 0.956, Loss: 0.032 Epoch 43 Batch 372/538 - Train Accuracy: 0.966, Validation Accuracy: 0.955, Loss: 0.026 Epoch 43 Batch 373/538 - Train Accuracy: 0.963, Validation Accuracy: 0.956, Loss: 0.022 Epoch 43 Batch 374/538 - Train Accuracy: 0.960, Validation Accuracy: 0.956, Loss: 0.023 Epoch 43 Batch 375/538 - Train Accuracy: 0.968, Validation Accuracy: 0.958, Loss: 0.032 Epoch 43 Batch 376/538 - Train Accuracy: 0.975, Validation Accuracy: 0.956, Loss: 0.025 Epoch 43 Batch 377/538 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.031 Epoch 43 Batch 378/538 - Train Accuracy: 0.969, Validation Accuracy: 0.958, Loss: 0.028 Epoch 43 Batch 379/538 - Train Accuracy: 0.970, Validation Accuracy: 0.958, Loss: 0.029 Epoch 43 Batch 380/538 - Train Accuracy: 0.969, Validation Accuracy: 0.960, Loss: 0.027 Epoch 43 Batch 381/538 - Train Accuracy: 0.972, Validation Accuracy: 0.962, Loss: 0.030 Epoch 43 Batch 382/538 - Train Accuracy: 0.938, Validation Accuracy: 0.960, Loss: 0.037 Epoch 43 Batch 383/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.032 Epoch 43 Batch 384/538 - Train Accuracy: 0.959, Validation Accuracy: 0.963, Loss: 0.030 Epoch 43 Batch 385/538 - Train Accuracy: 0.967, Validation Accuracy: 0.961, Loss: 0.029 Epoch 43 Batch 386/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.029 Epoch 43 Batch 387/538 - Train Accuracy: 0.963, Validation Accuracy: 0.959, Loss: 0.028 Epoch 43 Batch 388/538 - Train Accuracy: 0.963, Validation Accuracy: 0.959, Loss: 0.029 Epoch 43 Batch 389/538 - Train Accuracy: 0.957, Validation Accuracy: 0.959, Loss: 0.035 Epoch 43 Batch 390/538 - Train Accuracy: 0.968, Validation Accuracy: 0.959, Loss: 0.023 Epoch 43 Batch 391/538 - Train Accuracy: 0.961, Validation Accuracy: 0.958, Loss: 0.027 Epoch 43 Batch 392/538 - Train Accuracy: 0.970, Validation Accuracy: 0.958, Loss: 0.030 Epoch 43 Batch 393/538 - Train Accuracy: 0.964, Validation Accuracy: 0.958, Loss: 0.030 Epoch 43 Batch 394/538 - Train Accuracy: 0.962, Validation Accuracy: 0.956, Loss: 0.030 Epoch 43 Batch 395/538 - Train Accuracy: 0.954, Validation Accuracy: 0.956, Loss: 0.038 Epoch 43 Batch 396/538 - Train Accuracy: 0.958, Validation Accuracy: 0.960, Loss: 0.030 Epoch 43 Batch 397/538 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.032 Epoch 43 Batch 398/538 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.028 Epoch 43 Batch 399/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.031 Epoch 43 Batch 400/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.031 Epoch 43 Batch 401/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.031 Epoch 43 Batch 402/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.030 Epoch 43 Batch 403/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.035 Epoch 43 Batch 404/538 - Train Accuracy: 0.960, Validation Accuracy: 0.963, Loss: 0.038 Epoch 43 Batch 405/538 - Train Accuracy: 0.966, Validation Accuracy: 0.965, Loss: 0.027 Epoch 43 Batch 406/538 - Train Accuracy: 0.961, Validation Accuracy: 0.962, Loss: 0.034 Epoch 43 Batch 407/538 - Train Accuracy: 0.964, Validation Accuracy: 0.965, Loss: 0.032 Epoch 43 Batch 408/538 - Train Accuracy: 0.946, Validation Accuracy: 0.967, Loss: 0.039 Epoch 43 Batch 409/538 - Train Accuracy: 0.954, Validation Accuracy: 0.967, Loss: 0.031 Epoch 43 Batch 410/538 - Train Accuracy: 0.976, Validation Accuracy: 0.964, Loss: 0.032 Epoch 43 Batch 411/538 - Train Accuracy: 0.962, Validation Accuracy: 0.963, Loss: 0.034 Epoch 43 Batch 412/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.022 Epoch 43 Batch 413/538 - Train Accuracy: 0.962, Validation Accuracy: 0.963, Loss: 0.035 Epoch 43 Batch 414/538 - Train Accuracy: 0.950, Validation Accuracy: 0.963, Loss: 0.037 Epoch 43 Batch 415/538 - Train Accuracy: 0.963, Validation Accuracy: 0.963, Loss: 0.032 Epoch 43 Batch 416/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.032 Epoch 43 Batch 417/538 - Train Accuracy: 0.967, Validation Accuracy: 0.961, Loss: 0.029 Epoch 43 Batch 418/538 - Train Accuracy: 0.959, Validation Accuracy: 0.961, Loss: 0.034 Epoch 43 Batch 419/538 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.027 Epoch 43 Batch 420/538 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.032 Epoch 43 Batch 421/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.023 Epoch 43 Batch 422/538 - Train Accuracy: 0.969, Validation Accuracy: 0.960, Loss: 0.033 Epoch 43 Batch 423/538 - Train Accuracy: 0.970, Validation Accuracy: 0.960, Loss: 0.029 Epoch 43 Batch 424/538 - Train Accuracy: 0.971, Validation Accuracy: 0.960, Loss: 0.030 Epoch 43 Batch 425/538 - Train Accuracy: 0.963, Validation Accuracy: 0.958, Loss: 0.040 Epoch 43 Batch 426/538 - Train Accuracy: 0.972, Validation Accuracy: 0.960, Loss: 0.029 Epoch 43 Batch 427/538 - Train Accuracy: 0.958, Validation Accuracy: 0.960, Loss: 0.029 Epoch 43 Batch 428/538 - Train Accuracy: 0.962, Validation Accuracy: 0.960, Loss: 0.027 Epoch 43 Batch 429/538 - Train Accuracy: 0.979, Validation Accuracy: 0.960, Loss: 0.029 Epoch 43 Batch 430/538 - Train Accuracy: 0.962, Validation Accuracy: 0.960, Loss: 0.029 Epoch 43 Batch 431/538 - Train Accuracy: 0.969, Validation Accuracy: 0.960, Loss: 0.030 Epoch 43 Batch 432/538 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.032 Epoch 43 Batch 433/538 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.049 Epoch 43 Batch 434/538 - Train Accuracy: 0.965, Validation Accuracy: 0.958, Loss: 0.026 Epoch 43 Batch 435/538 - Train Accuracy: 0.963, Validation Accuracy: 0.958, Loss: 0.029 Epoch 43 Batch 436/538 - Train Accuracy: 0.956, Validation Accuracy: 0.959, Loss: 0.037 Epoch 43 Batch 437/538 - Train Accuracy: 0.976, Validation Accuracy: 0.959, Loss: 0.029 Epoch 43 Batch 438/538 - Train Accuracy: 0.968, Validation Accuracy: 0.959, Loss: 0.031 Epoch 43 Batch 439/538 - Train Accuracy: 0.963, Validation Accuracy: 0.960, Loss: 0.036 Epoch 43 Batch 440/538 - Train Accuracy: 0.970, Validation Accuracy: 0.960, Loss: 0.032 Epoch 43 Batch 441/538 - Train Accuracy: 0.955, Validation Accuracy: 0.962, Loss: 0.038 Epoch 43 Batch 442/538 - Train Accuracy: 0.968, Validation Accuracy: 0.967, Loss: 0.029 Epoch 43 Batch 443/538 - Train Accuracy: 0.965, Validation Accuracy: 0.967, Loss: 0.029 Epoch 43 Batch 444/538 - Train Accuracy: 0.964, Validation Accuracy: 0.967, Loss: 0.031 Epoch 43 Batch 445/538 - Train Accuracy: 0.956, Validation Accuracy: 0.968, Loss: 0.032 Epoch 43 Batch 446/538 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.025 Epoch 43 Batch 447/538 - Train Accuracy: 0.961, Validation Accuracy: 0.966, Loss: 0.025 Epoch 43 Batch 448/538 - Train Accuracy: 0.959, Validation Accuracy: 0.964, Loss: 0.024 Epoch 43 Batch 449/538 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.031 Epoch 43 Batch 450/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.039 Epoch 43 Batch 451/538 - Train Accuracy: 0.960, Validation Accuracy: 0.961, Loss: 0.028 Epoch 43 Batch 452/538 - Train Accuracy: 0.971, Validation Accuracy: 0.960, Loss: 0.024 Epoch 43 Batch 453/538 - Train Accuracy: 0.958, Validation Accuracy: 0.960, Loss: 0.029 Epoch 43 Batch 454/538 - Train Accuracy: 0.962, Validation Accuracy: 0.958, Loss: 0.033 Epoch 43 Batch 455/538 - Train Accuracy: 0.957, Validation Accuracy: 0.958, Loss: 0.035 Epoch 43 Batch 456/538 - Train Accuracy: 0.963, Validation Accuracy: 0.955, Loss: 0.057 Epoch 43 Batch 457/538 - Train Accuracy: 0.964, Validation Accuracy: 0.959, Loss: 0.022 Epoch 43 Batch 458/538 - Train Accuracy: 0.965, Validation Accuracy: 0.957, Loss: 0.026 Epoch 43 Batch 459/538 - Train Accuracy: 0.970, Validation Accuracy: 0.957, Loss: 0.025 Epoch 43 Batch 460/538 - Train Accuracy: 0.958, Validation Accuracy: 0.958, Loss: 0.035 Epoch 43 Batch 461/538 - Train Accuracy: 0.972, Validation Accuracy: 0.958, Loss: 0.031 Epoch 43 Batch 462/538 - Train Accuracy: 0.960, Validation Accuracy: 0.962, Loss: 0.034 Epoch 43 Batch 463/538 - Train Accuracy: 0.938, Validation Accuracy: 0.962, Loss: 0.042 Epoch 43 Batch 464/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.022 Epoch 43 Batch 465/538 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.029 Epoch 43 Batch 466/538 - Train Accuracy: 0.957, Validation Accuracy: 0.962, Loss: 0.032 Epoch 43 Batch 467/538 - Train Accuracy: 0.969, Validation Accuracy: 0.962, Loss: 0.031 Epoch 43 Batch 468/538 - Train Accuracy: 0.976, Validation Accuracy: 0.963, Loss: 0.040 Epoch 43 Batch 469/538 - Train Accuracy: 0.959, Validation Accuracy: 0.958, Loss: 0.029 Epoch 43 Batch 470/538 - Train Accuracy: 0.961, Validation Accuracy: 0.958, Loss: 0.029 Epoch 43 Batch 471/538 - Train Accuracy: 0.978, Validation Accuracy: 0.958, Loss: 0.024 Epoch 43 Batch 472/538 - Train Accuracy: 0.983, Validation Accuracy: 0.958, Loss: 0.024 Epoch 43 Batch 473/538 - Train Accuracy: 0.970, Validation Accuracy: 0.956, Loss: 0.035 Epoch 43 Batch 474/538 - Train Accuracy: 0.961, Validation Accuracy: 0.956, Loss: 0.027 Epoch 43 Batch 475/538 - Train Accuracy: 0.968, Validation Accuracy: 0.953, Loss: 0.025 Epoch 43 Batch 476/538 - Train Accuracy: 0.970, Validation Accuracy: 0.956, Loss: 0.036 Epoch 43 Batch 477/538 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.030 Epoch 43 Batch 478/538 - Train Accuracy: 0.970, Validation Accuracy: 0.958, Loss: 0.024 Epoch 43 Batch 479/538 - Train Accuracy: 0.967, Validation Accuracy: 0.958, Loss: 0.027 Epoch 43 Batch 480/538 - Train Accuracy: 0.964, Validation Accuracy: 0.960, Loss: 0.041 Epoch 43 Batch 481/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.031 Epoch 43 Batch 482/538 - Train Accuracy: 0.959, Validation Accuracy: 0.962, Loss: 0.024 Epoch 43 Batch 483/538 - Train Accuracy: 0.957, Validation Accuracy: 0.964, Loss: 0.037 Epoch 43 Batch 484/538 - Train Accuracy: 0.957, Validation Accuracy: 0.966, Loss: 0.039 Epoch 43 Batch 485/538 - Train Accuracy: 0.963, Validation Accuracy: 0.966, Loss: 0.030 Epoch 43 Batch 486/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.023 Epoch 43 Batch 487/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.026 Epoch 43 Batch 488/538 - Train Accuracy: 0.978, Validation Accuracy: 0.966, Loss: 0.028 Epoch 43 Batch 489/538 - Train Accuracy: 0.965, Validation Accuracy: 0.967, Loss: 0.033 Epoch 43 Batch 490/538 - Train Accuracy: 0.956, Validation Accuracy: 0.967, Loss: 0.033 Epoch 43 Batch 491/538 - Train Accuracy: 0.960, Validation Accuracy: 0.971, Loss: 0.030 Epoch 43 Batch 492/538 - Train Accuracy: 0.966, Validation Accuracy: 0.971, Loss: 0.031 Epoch 43 Batch 493/538 - Train Accuracy: 0.954, Validation Accuracy: 0.971, Loss: 0.031 Epoch 43 Batch 494/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.039 Epoch 43 Batch 495/538 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.036 Epoch 43 Batch 496/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.026 Epoch 43 Batch 497/538 - Train Accuracy: 0.967, Validation Accuracy: 0.965, Loss: 0.032 Epoch 43 Batch 498/538 - Train Accuracy: 0.959, Validation Accuracy: 0.965, Loss: 0.031 Epoch 43 Batch 499/538 - Train Accuracy: 0.962, Validation Accuracy: 0.963, Loss: 0.031 Epoch 43 Batch 500/538 - Train Accuracy: 0.972, Validation Accuracy: 0.961, Loss: 0.022 Epoch 43 Batch 501/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.030 Epoch 43 Batch 502/538 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.027 Epoch 43 Batch 503/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.031 Epoch 43 Batch 504/538 - Train Accuracy: 0.981, Validation Accuracy: 0.964, Loss: 0.022 Epoch 43 Batch 505/538 - Train Accuracy: 0.966, Validation Accuracy: 0.962, Loss: 0.026 Epoch 43 Batch 506/538 - Train Accuracy: 0.971, Validation Accuracy: 0.958, Loss: 0.024 Epoch 43 Batch 507/538 - Train Accuracy: 0.968, Validation Accuracy: 0.956, Loss: 0.034 Epoch 43 Batch 508/538 - Train Accuracy: 0.962, Validation Accuracy: 0.958, Loss: 0.030 Epoch 43 Batch 509/538 - Train Accuracy: 0.967, Validation Accuracy: 0.961, Loss: 0.032 Epoch 43 Batch 510/538 - Train Accuracy: 0.961, Validation Accuracy: 0.958, Loss: 0.026 Epoch 43 Batch 511/538 - Train Accuracy: 0.961, Validation Accuracy: 0.958, Loss: 0.034 Epoch 43 Batch 512/538 - Train Accuracy: 0.964, Validation Accuracy: 0.960, Loss: 0.033 Epoch 43 Batch 513/538 - Train Accuracy: 0.965, Validation Accuracy: 0.960, Loss: 0.024 Epoch 43 Batch 514/538 - Train Accuracy: 0.970, Validation Accuracy: 0.957, Loss: 0.024 Epoch 43 Batch 515/538 - Train Accuracy: 0.959, Validation Accuracy: 0.958, Loss: 0.029 Epoch 43 Batch 516/538 - Train Accuracy: 0.970, Validation Accuracy: 0.958, Loss: 0.028 Epoch 43 Batch 517/538 - Train Accuracy: 0.971, Validation Accuracy: 0.961, Loss: 0.029 Epoch 43 Batch 518/538 - Train Accuracy: 0.962, Validation Accuracy: 0.958, Loss: 0.041 Epoch 43 Batch 519/538 - Train Accuracy: 0.972, Validation Accuracy: 0.958, Loss: 0.031 Epoch 43 Batch 520/538 - Train Accuracy: 0.961, Validation Accuracy: 0.963, Loss: 0.038 Epoch 43 Batch 521/538 - Train Accuracy: 0.965, Validation Accuracy: 0.960, Loss: 0.032 Epoch 43 Batch 522/538 - Train Accuracy: 0.965, Validation Accuracy: 0.958, Loss: 0.025 Epoch 43 Batch 523/538 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.035 Epoch 43 Batch 524/538 - Train Accuracy: 0.963, Validation Accuracy: 0.963, Loss: 0.028 Epoch 43 Batch 525/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.029 Epoch 43 Batch 526/538 - Train Accuracy: 0.961, Validation Accuracy: 0.961, Loss: 0.029 Epoch 43 Batch 527/538 - Train Accuracy: 0.959, Validation Accuracy: 0.958, Loss: 0.030 Epoch 43 Batch 528/538 - Train Accuracy: 0.970, Validation Accuracy: 0.961, Loss: 0.039 Epoch 43 Batch 529/538 - Train Accuracy: 0.966, Validation Accuracy: 0.958, Loss: 0.032 Epoch 43 Batch 530/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.030 Epoch 43 Batch 531/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.038 Epoch 43 Batch 532/538 - Train Accuracy: 0.950, Validation Accuracy: 0.965, Loss: 0.026 Epoch 43 Batch 533/538 - Train Accuracy: 0.958, Validation Accuracy: 0.967, Loss: 0.025 Epoch 43 Batch 534/538 - Train Accuracy: 0.966, Validation Accuracy: 0.965, Loss: 0.023 Epoch 43 Batch 535/538 - Train Accuracy: 0.966, Validation Accuracy: 0.965, Loss: 0.036 Epoch 43 Batch 536/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.035 Epoch 44 Batch 0/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.027 Epoch 44 Batch 1/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.039 Epoch 44 Batch 2/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.030 Epoch 44 Batch 3/538 - Train Accuracy: 0.960, Validation Accuracy: 0.962, Loss: 0.026 Epoch 44 Batch 4/538 - Train Accuracy: 0.977, Validation Accuracy: 0.962, Loss: 0.032 Epoch 44 Batch 5/538 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.031 Epoch 44 Batch 6/538 - Train Accuracy: 0.961, Validation Accuracy: 0.960, Loss: 0.038 Epoch 44 Batch 7/538 - Train Accuracy: 0.973, Validation Accuracy: 0.959, Loss: 0.027 Epoch 44 Batch 8/538 - Train Accuracy: 0.972, Validation Accuracy: 0.960, Loss: 0.028 Epoch 44 Batch 9/538 - Train Accuracy: 0.965, Validation Accuracy: 0.959, Loss: 0.028 Epoch 44 Batch 10/538 - Train Accuracy: 0.969, Validation Accuracy: 0.959, Loss: 0.031 Epoch 44 Batch 11/538 - Train Accuracy: 0.964, Validation Accuracy: 0.959, Loss: 0.035 Epoch 44 Batch 12/538 - Train Accuracy: 0.964, Validation Accuracy: 0.956, Loss: 0.037 Epoch 44 Batch 13/538 - Train Accuracy: 0.967, Validation Accuracy: 0.956, Loss: 0.036 Epoch 44 Batch 14/538 - Train Accuracy: 0.961, Validation Accuracy: 0.959, Loss: 0.028 Epoch 44 Batch 15/538 - Train Accuracy: 0.966, Validation Accuracy: 0.959, Loss: 0.034 Epoch 44 Batch 16/538 - Train Accuracy: 0.970, Validation Accuracy: 0.960, Loss: 0.031 Epoch 44 Batch 17/538 - Train Accuracy: 0.969, Validation Accuracy: 0.960, Loss: 0.034 Epoch 44 Batch 18/538 - Train Accuracy: 0.971, Validation Accuracy: 0.960, Loss: 0.034 Epoch 44 Batch 19/538 - Train Accuracy: 0.967, Validation Accuracy: 0.959, Loss: 0.029 Epoch 44 Batch 20/538 - Train Accuracy: 0.967, Validation Accuracy: 0.959, Loss: 0.031 Epoch 44 Batch 21/538 - Train Accuracy: 0.979, Validation Accuracy: 0.961, Loss: 0.019 Epoch 44 Batch 22/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.036 Epoch 44 Batch 23/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.035 Epoch 44 Batch 24/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.041 Epoch 44 Batch 25/538 - Train Accuracy: 0.959, Validation Accuracy: 0.964, Loss: 0.038 Epoch 44 Batch 26/538 - Train Accuracy: 0.957, Validation Accuracy: 0.964, Loss: 0.037 Epoch 44 Batch 27/538 - Train Accuracy: 0.979, Validation Accuracy: 0.964, Loss: 0.023 Epoch 44 Batch 28/538 - Train Accuracy: 0.965, Validation Accuracy: 0.964, Loss: 0.028 Epoch 44 Batch 29/538 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.025 Epoch 44 Batch 30/538 - Train Accuracy: 0.954, Validation Accuracy: 0.964, Loss: 0.032 Epoch 44 Batch 31/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.024 Epoch 44 Batch 32/538 - Train Accuracy: 0.971, Validation Accuracy: 0.960, Loss: 0.021 Epoch 44 Batch 33/538 - Train Accuracy: 0.964, Validation Accuracy: 0.960, Loss: 0.032 Epoch 44 Batch 34/538 - Train Accuracy: 0.954, Validation Accuracy: 0.960, Loss: 0.040 Epoch 44 Batch 35/538 - Train Accuracy: 0.970, Validation Accuracy: 0.956, Loss: 0.030 Epoch 44 Batch 36/538 - Train Accuracy: 0.970, Validation Accuracy: 0.956, Loss: 0.030 Epoch 44 Batch 37/538 - Train Accuracy: 0.966, Validation Accuracy: 0.956, Loss: 0.038 Epoch 44 Batch 38/538 - Train Accuracy: 0.953, Validation Accuracy: 0.956, Loss: 0.033 Epoch 44 Batch 39/538 - Train Accuracy: 0.971, Validation Accuracy: 0.957, Loss: 0.032 Epoch 44 Batch 40/538 - Train Accuracy: 0.968, Validation Accuracy: 0.962, Loss: 0.027 Epoch 44 Batch 41/538 - Train Accuracy: 0.976, Validation Accuracy: 0.964, Loss: 0.024 Epoch 44 Batch 42/538 - Train Accuracy: 0.961, Validation Accuracy: 0.964, Loss: 0.027 Epoch 44 Batch 43/538 - Train Accuracy: 0.946, Validation Accuracy: 0.962, Loss: 0.032 Epoch 44 Batch 44/538 - Train Accuracy: 0.960, Validation Accuracy: 0.959, Loss: 0.027 Epoch 44 Batch 45/538 - Train Accuracy: 0.970, Validation Accuracy: 0.959, Loss: 0.032 Epoch 44 Batch 46/538 - Train Accuracy: 0.968, Validation Accuracy: 0.960, Loss: 0.022 Epoch 44 Batch 47/538 - Train Accuracy: 0.973, Validation Accuracy: 0.962, Loss: 0.031 Epoch 44 Batch 48/538 - Train Accuracy: 0.962, Validation Accuracy: 0.964, Loss: 0.035 Epoch 44 Batch 49/538 - Train Accuracy: 0.964, Validation Accuracy: 0.962, Loss: 0.027 Epoch 44 Batch 50/538 - Train Accuracy: 0.966, Validation Accuracy: 0.962, Loss: 0.028 Epoch 44 Batch 51/538 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.033 Epoch 44 Batch 52/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.026 Epoch 44 Batch 53/538 - Train Accuracy: 0.938, Validation Accuracy: 0.962, Loss: 0.032 Epoch 44 Batch 54/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.026 Epoch 44 Batch 55/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.026 Epoch 44 Batch 56/538 - Train Accuracy: 0.965, Validation Accuracy: 0.964, Loss: 0.029 Epoch 44 Batch 57/538 - Train Accuracy: 0.940, Validation Accuracy: 0.964, Loss: 0.036 Epoch 44 Batch 58/538 - Train Accuracy: 0.959, Validation Accuracy: 0.963, Loss: 0.024 Epoch 44 Batch 59/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.037 Epoch 44 Batch 60/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.030 Epoch 44 Batch 61/538 - Train Accuracy: 0.965, Validation Accuracy: 0.969, Loss: 0.031 Epoch 44 Batch 62/538 - Train Accuracy: 0.948, Validation Accuracy: 0.966, Loss: 0.041 Epoch 44 Batch 63/538 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.023 Epoch 44 Batch 64/538 - Train Accuracy: 0.964, Validation Accuracy: 0.965, Loss: 0.032 Epoch 44 Batch 65/538 - Train Accuracy: 0.956, Validation Accuracy: 0.964, Loss: 0.031 Epoch 44 Batch 66/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.022 Epoch 44 Batch 67/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.026 Epoch 44 Batch 68/538 - Train Accuracy: 0.956, Validation Accuracy: 0.961, Loss: 0.029 Epoch 44 Batch 69/538 - Train Accuracy: 0.962, Validation Accuracy: 0.959, Loss: 0.033 Epoch 44 Batch 70/538 - Train Accuracy: 0.960, Validation Accuracy: 0.957, Loss: 0.025 Epoch 44 Batch 71/538 - Train Accuracy: 0.970, Validation Accuracy: 0.957, Loss: 0.036 Epoch 44 Batch 72/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.051 Epoch 44 Batch 73/538 - Train Accuracy: 0.955, Validation Accuracy: 0.962, Loss: 0.032 Epoch 44 Batch 74/538 - Train Accuracy: 0.977, Validation Accuracy: 0.955, Loss: 0.032 Epoch 44 Batch 75/538 - Train Accuracy: 0.962, Validation Accuracy: 0.956, Loss: 0.032 Epoch 44 Batch 76/538 - Train Accuracy: 0.966, Validation Accuracy: 0.956, Loss: 0.028 Epoch 44 Batch 77/538 - Train Accuracy: 0.952, Validation Accuracy: 0.956, Loss: 0.027 Epoch 44 Batch 78/538 - Train Accuracy: 0.959, Validation Accuracy: 0.956, Loss: 0.035 Epoch 44 Batch 79/538 - Train Accuracy: 0.962, Validation Accuracy: 0.958, Loss: 0.024 Epoch 44 Batch 80/538 - Train Accuracy: 0.966, Validation Accuracy: 0.958, Loss: 0.031 Epoch 44 Batch 81/538 - Train Accuracy: 0.957, Validation Accuracy: 0.965, Loss: 0.034 Epoch 44 Batch 82/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.033 Epoch 44 Batch 83/538 - Train Accuracy: 0.965, Validation Accuracy: 0.964, Loss: 0.030 Epoch 44 Batch 84/538 - Train Accuracy: 0.955, Validation Accuracy: 0.961, Loss: 0.035 Epoch 44 Batch 85/538 - Train Accuracy: 0.972, Validation Accuracy: 0.961, Loss: 0.029 Epoch 44 Batch 86/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.031 Epoch 44 Batch 87/538 - Train Accuracy: 0.958, Validation Accuracy: 0.959, Loss: 0.032 Epoch 44 Batch 88/538 - Train Accuracy: 0.968, Validation Accuracy: 0.957, Loss: 0.034 Epoch 44 Batch 89/538 - Train Accuracy: 0.968, Validation Accuracy: 0.959, Loss: 0.027 Epoch 44 Batch 90/538 - Train Accuracy: 0.972, Validation Accuracy: 0.958, Loss: 0.034 Epoch 44 Batch 91/538 - Train Accuracy: 0.963, Validation Accuracy: 0.958, Loss: 0.032 Epoch 44 Batch 92/538 - Train Accuracy: 0.961, Validation Accuracy: 0.958, Loss: 0.026 Epoch 44 Batch 93/538 - Train Accuracy: 0.961, Validation Accuracy: 0.958, Loss: 0.026 Epoch 44 Batch 94/538 - Train Accuracy: 0.959, Validation Accuracy: 0.957, Loss: 0.028 Epoch 44 Batch 95/538 - Train Accuracy: 0.969, Validation Accuracy: 0.959, Loss: 0.031 Epoch 44 Batch 96/538 - Train Accuracy: 0.960, Validation Accuracy: 0.960, Loss: 0.021 Epoch 44 Batch 97/538 - Train Accuracy: 0.967, Validation Accuracy: 0.960, Loss: 0.029 Epoch 44 Batch 98/538 - Train Accuracy: 0.961, Validation Accuracy: 0.960, Loss: 0.033 Epoch 44 Batch 99/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.027 Epoch 44 Batch 100/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.028 Epoch 44 Batch 101/538 - Train Accuracy: 0.951, Validation Accuracy: 0.963, Loss: 0.040 Epoch 44 Batch 102/538 - Train Accuracy: 0.963, Validation Accuracy: 0.965, Loss: 0.036 Epoch 44 Batch 103/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.027 Epoch 44 Batch 104/538 - Train Accuracy: 0.970, Validation Accuracy: 0.961, Loss: 0.025 Epoch 44 Batch 105/538 - Train Accuracy: 0.963, Validation Accuracy: 0.961, Loss: 0.025 Epoch 44 Batch 106/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.019 Epoch 44 Batch 107/538 - Train Accuracy: 0.957, Validation Accuracy: 0.963, Loss: 0.030 Epoch 44 Batch 108/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.029 Epoch 44 Batch 109/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.025 Epoch 44 Batch 110/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.031 Epoch 44 Batch 111/538 - Train Accuracy: 0.966, Validation Accuracy: 0.965, Loss: 0.027 Epoch 44 Batch 112/538 - Train Accuracy: 0.953, Validation Accuracy: 0.965, Loss: 0.032 Epoch 44 Batch 113/538 - Train Accuracy: 0.955, Validation Accuracy: 0.965, Loss: 0.030 Epoch 44 Batch 114/538 - Train Accuracy: 0.961, Validation Accuracy: 0.967, Loss: 0.025 Epoch 44 Batch 115/538 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.027 Epoch 44 Batch 116/538 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.036 Epoch 44 Batch 117/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.036 Epoch 44 Batch 118/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.026 Epoch 44 Batch 119/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.023 Epoch 44 Batch 120/538 - Train Accuracy: 0.958, Validation Accuracy: 0.967, Loss: 0.024 Epoch 44 Batch 121/538 - Train Accuracy: 0.966, Validation Accuracy: 0.965, Loss: 0.030 Epoch 44 Batch 122/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.027 Epoch 44 Batch 123/538 - Train Accuracy: 0.964, Validation Accuracy: 0.965, Loss: 0.029 Epoch 44 Batch 124/538 - Train Accuracy: 0.958, Validation Accuracy: 0.967, Loss: 0.029 Epoch 44 Batch 125/538 - Train Accuracy: 0.964, Validation Accuracy: 0.966, Loss: 0.039 Epoch 44 Batch 126/538 - Train Accuracy: 0.957, Validation Accuracy: 0.966, Loss: 0.035 Epoch 44 Batch 127/538 - Train Accuracy: 0.948, Validation Accuracy: 0.964, Loss: 0.038 Epoch 44 Batch 128/538 - Train Accuracy: 0.965, Validation Accuracy: 0.964, Loss: 0.029 Epoch 44 Batch 129/538 - Train Accuracy: 0.979, Validation Accuracy: 0.964, Loss: 0.026 Epoch 44 Batch 130/538 - Train Accuracy: 0.960, Validation Accuracy: 0.966, Loss: 0.028 Epoch 44 Batch 131/538 - Train Accuracy: 0.983, Validation Accuracy: 0.965, Loss: 0.030 Epoch 44 Batch 132/538 - Train Accuracy: 0.964, Validation Accuracy: 0.965, Loss: 0.027 Epoch 44 Batch 133/538 - Train Accuracy: 0.956, Validation Accuracy: 0.967, Loss: 0.034 Epoch 44 Batch 134/538 - Train Accuracy: 0.960, Validation Accuracy: 0.967, Loss: 0.037 Epoch 44 Batch 135/538 - Train Accuracy: 0.962, Validation Accuracy: 0.969, Loss: 0.042 Epoch 44 Batch 136/538 - Train Accuracy: 0.962, Validation Accuracy: 0.964, Loss: 0.031 Epoch 44 Batch 137/538 - Train Accuracy: 0.963, Validation Accuracy: 0.966, Loss: 0.034 Epoch 44 Batch 138/538 - Train Accuracy: 0.956, Validation Accuracy: 0.963, Loss: 0.034 Epoch 44 Batch 139/538 - Train Accuracy: 0.961, Validation Accuracy: 0.956, Loss: 0.037 Epoch 44 Batch 140/538 - Train Accuracy: 0.953, Validation Accuracy: 0.958, Loss: 0.036 Epoch 44 Batch 141/538 - Train Accuracy: 0.958, Validation Accuracy: 0.961, Loss: 0.037 Epoch 44 Batch 142/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.030 Epoch 44 Batch 143/538 - Train Accuracy: 0.962, Validation Accuracy: 0.967, Loss: 0.034 Epoch 44 Batch 144/538 - Train Accuracy: 0.967, Validation Accuracy: 0.964, Loss: 0.040 Epoch 44 Batch 145/538 - Train Accuracy: 0.960, Validation Accuracy: 0.963, Loss: 0.040 Epoch 44 Batch 146/538 - Train Accuracy: 0.963, Validation Accuracy: 0.965, Loss: 0.028 Epoch 44 Batch 147/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.032 Epoch 44 Batch 148/538 - Train Accuracy: 0.956, Validation Accuracy: 0.966, Loss: 0.039 Epoch 44 Batch 149/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.028 Epoch 44 Batch 150/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.026 Epoch 44 Batch 151/538 - Train Accuracy: 0.953, Validation Accuracy: 0.962, Loss: 0.032 Epoch 44 Batch 152/538 - Train Accuracy: 0.974, Validation Accuracy: 0.961, Loss: 0.034 Epoch 44 Batch 153/538 - Train Accuracy: 0.963, Validation Accuracy: 0.965, Loss: 0.026 Epoch 44 Batch 154/538 - Train Accuracy: 0.966, Validation Accuracy: 0.965, Loss: 0.025 Epoch 44 Batch 155/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.034 Epoch 44 Batch 156/538 - Train Accuracy: 0.977, Validation Accuracy: 0.961, Loss: 0.028 Epoch 44 Batch 157/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.031 Epoch 44 Batch 158/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.032 Epoch 44 Batch 159/538 - Train Accuracy: 0.958, Validation Accuracy: 0.958, Loss: 0.034 Epoch 44 Batch 160/538 - Train Accuracy: 0.959, Validation Accuracy: 0.956, Loss: 0.029 Epoch 44 Batch 161/538 - Train Accuracy: 0.963, Validation Accuracy: 0.955, Loss: 0.029 Epoch 44 Batch 162/538 - Train Accuracy: 0.977, Validation Accuracy: 0.956, Loss: 0.032 Epoch 44 Batch 163/538 - Train Accuracy: 0.960, Validation Accuracy: 0.956, Loss: 0.036 Epoch 44 Batch 164/538 - Train Accuracy: 0.963, Validation Accuracy: 0.954, Loss: 0.035 Epoch 44 Batch 165/538 - Train Accuracy: 0.962, Validation Accuracy: 0.954, Loss: 0.025 Epoch 44 Batch 166/538 - Train Accuracy: 0.975, Validation Accuracy: 0.954, Loss: 0.027 Epoch 44 Batch 167/538 - Train Accuracy: 0.964, Validation Accuracy: 0.954, Loss: 0.053 Epoch 44 Batch 168/538 - Train Accuracy: 0.952, Validation Accuracy: 0.955, Loss: 0.034 Epoch 44 Batch 169/538 - Train Accuracy: 0.971, Validation Accuracy: 0.959, Loss: 0.026 Epoch 44 Batch 170/538 - Train Accuracy: 0.963, Validation Accuracy: 0.960, Loss: 0.032 Epoch 44 Batch 171/538 - Train Accuracy: 0.947, Validation Accuracy: 0.957, Loss: 0.036 Epoch 44 Batch 172/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.030 Epoch 44 Batch 173/538 - Train Accuracy: 0.970, Validation Accuracy: 0.964, Loss: 0.020 Epoch 44 Batch 174/538 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.022 Epoch 44 Batch 175/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.026 Epoch 44 Batch 176/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.033 Epoch 44 Batch 177/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.033 Epoch 44 Batch 178/538 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.034 Epoch 44 Batch 179/538 - Train Accuracy: 0.970, Validation Accuracy: 0.959, Loss: 0.032 Epoch 44 Batch 180/538 - Train Accuracy: 0.962, Validation Accuracy: 0.959, Loss: 0.033 Epoch 44 Batch 181/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.042 Epoch 44 Batch 182/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.024 Epoch 44 Batch 183/538 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.029 Epoch 44 Batch 184/538 - Train Accuracy: 0.973, Validation Accuracy: 0.960, Loss: 0.028 Epoch 44 Batch 185/538 - Train Accuracy: 0.977, Validation Accuracy: 0.963, Loss: 0.022 Epoch 44 Batch 186/538 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.030 Epoch 44 Batch 187/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.027 Epoch 44 Batch 188/538 - Train Accuracy: 0.951, Validation Accuracy: 0.961, Loss: 0.026 Epoch 44 Batch 189/538 - Train Accuracy: 0.973, Validation Accuracy: 0.952, Loss: 0.036 Epoch 44 Batch 190/538 - Train Accuracy: 0.951, Validation Accuracy: 0.950, Loss: 0.044 Epoch 44 Batch 191/538 - Train Accuracy: 0.968, Validation Accuracy: 0.943, Loss: 0.023 Epoch 44 Batch 192/538 - Train Accuracy: 0.969, Validation Accuracy: 0.944, Loss: 0.030 Epoch 44 Batch 193/538 - Train Accuracy: 0.959, Validation Accuracy: 0.941, Loss: 0.026 Epoch 44 Batch 194/538 - Train Accuracy: 0.959, Validation Accuracy: 0.947, Loss: 0.039 Epoch 44 Batch 195/538 - Train Accuracy: 0.967, Validation Accuracy: 0.952, Loss: 0.039 Epoch 44 Batch 196/538 - Train Accuracy: 0.956, Validation Accuracy: 0.950, Loss: 0.029 Epoch 44 Batch 197/538 - Train Accuracy: 0.967, Validation Accuracy: 0.949, Loss: 0.029 Epoch 44 Batch 198/538 - Train Accuracy: 0.955, Validation Accuracy: 0.953, Loss: 0.035 Epoch 44 Batch 199/538 - Train Accuracy: 0.960, Validation Accuracy: 0.952, Loss: 0.028 Epoch 44 Batch 200/538 - Train Accuracy: 0.969, Validation Accuracy: 0.952, Loss: 0.026 Epoch 44 Batch 201/538 - Train Accuracy: 0.963, Validation Accuracy: 0.954, Loss: 0.035 Epoch 44 Batch 202/538 - Train Accuracy: 0.966, Validation Accuracy: 0.954, Loss: 0.027 Epoch 44 Batch 203/538 - Train Accuracy: 0.964, Validation Accuracy: 0.957, Loss: 0.033 Epoch 44 Batch 204/538 - Train Accuracy: 0.961, Validation Accuracy: 0.957, Loss: 0.041 Epoch 44 Batch 205/538 - Train Accuracy: 0.961, Validation Accuracy: 0.958, Loss: 0.025 Epoch 44 Batch 206/538 - Train Accuracy: 0.973, Validation Accuracy: 0.958, Loss: 0.026 Epoch 44 Batch 207/538 - Train Accuracy: 0.966, Validation Accuracy: 0.958, Loss: 0.038 Epoch 44 Batch 208/538 - Train Accuracy: 0.964, Validation Accuracy: 0.958, Loss: 0.038 Epoch 44 Batch 209/538 - Train Accuracy: 0.967, Validation Accuracy: 0.958, Loss: 0.026 Epoch 44 Batch 210/538 - Train Accuracy: 0.959, Validation Accuracy: 0.955, Loss: 0.034 Epoch 44 Batch 211/538 - Train Accuracy: 0.965, Validation Accuracy: 0.956, Loss: 0.035 Epoch 44 Batch 212/538 - Train Accuracy: 0.967, Validation Accuracy: 0.959, Loss: 0.027 Epoch 44 Batch 213/538 - Train Accuracy: 0.965, Validation Accuracy: 0.955, Loss: 0.029 Epoch 44 Batch 214/538 - Train Accuracy: 0.972, Validation Accuracy: 0.956, Loss: 0.022 Epoch 44 Batch 215/538 - Train Accuracy: 0.963, Validation Accuracy: 0.956, Loss: 0.029 Epoch 44 Batch 216/538 - Train Accuracy: 0.950, Validation Accuracy: 0.956, Loss: 0.033 Epoch 44 Batch 217/538 - Train Accuracy: 0.962, Validation Accuracy: 0.955, Loss: 0.037 Epoch 44 Batch 218/538 - Train Accuracy: 0.966, Validation Accuracy: 0.956, Loss: 0.026 Epoch 44 Batch 219/538 - Train Accuracy: 0.959, Validation Accuracy: 0.956, Loss: 0.033 Epoch 44 Batch 220/538 - Train Accuracy: 0.953, Validation Accuracy: 0.956, Loss: 0.034 Epoch 44 Batch 221/538 - Train Accuracy: 0.973, Validation Accuracy: 0.956, Loss: 0.023 Epoch 44 Batch 222/538 - Train Accuracy: 0.964, Validation Accuracy: 0.956, Loss: 0.024 Epoch 44 Batch 223/538 - Train Accuracy: 0.962, Validation Accuracy: 0.958, Loss: 0.032 Epoch 44 Batch 224/538 - Train Accuracy: 0.958, Validation Accuracy: 0.952, Loss: 0.036 Epoch 44 Batch 225/538 - Train Accuracy: 0.961, Validation Accuracy: 0.955, Loss: 0.029 Epoch 44 Batch 226/538 - Train Accuracy: 0.959, Validation Accuracy: 0.955, Loss: 0.030 Epoch 44 Batch 227/538 - Train Accuracy: 0.960, Validation Accuracy: 0.956, Loss: 0.029 Epoch 44 Batch 228/538 - Train Accuracy: 0.954, Validation Accuracy: 0.959, Loss: 0.032 Epoch 44 Batch 229/538 - Train Accuracy: 0.968, Validation Accuracy: 0.962, Loss: 0.031 Epoch 44 Batch 230/538 - Train Accuracy: 0.955, Validation Accuracy: 0.964, Loss: 0.031 Epoch 44 Batch 231/538 - Train Accuracy: 0.964, Validation Accuracy: 0.961, Loss: 0.029 Epoch 44 Batch 232/538 - Train Accuracy: 0.963, Validation Accuracy: 0.961, Loss: 0.033 Epoch 44 Batch 233/538 - Train Accuracy: 0.968, Validation Accuracy: 0.957, Loss: 0.030 Epoch 44 Batch 234/538 - Train Accuracy: 0.971, Validation Accuracy: 0.959, Loss: 0.028 Epoch 44 Batch 235/538 - Train Accuracy: 0.967, Validation Accuracy: 0.954, Loss: 0.024 Epoch 44 Batch 236/538 - Train Accuracy: 0.959, Validation Accuracy: 0.955, Loss: 0.030 Epoch 44 Batch 237/538 - Train Accuracy: 0.958, Validation Accuracy: 0.953, Loss: 0.019 Epoch 44 Batch 238/538 - Train Accuracy: 0.974, Validation Accuracy: 0.955, Loss: 0.027 Epoch 44 Batch 239/538 - Train Accuracy: 0.963, Validation Accuracy: 0.958, Loss: 0.030 Epoch 44 Batch 240/538 - Train Accuracy: 0.961, Validation Accuracy: 0.958, Loss: 0.024 Epoch 44 Batch 241/538 - Train Accuracy: 0.952, Validation Accuracy: 0.960, Loss: 0.036 Epoch 44 Batch 242/538 - Train Accuracy: 0.966, Validation Accuracy: 0.961, Loss: 0.026 Epoch 44 Batch 243/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.030 Epoch 44 Batch 244/538 - Train Accuracy: 0.956, Validation Accuracy: 0.962, Loss: 0.021 Epoch 44 Batch 245/538 - Train Accuracy: 0.960, Validation Accuracy: 0.962, Loss: 0.036 Epoch 44 Batch 246/538 - Train Accuracy: 0.962, Validation Accuracy: 0.960, Loss: 0.024 Epoch 44 Batch 247/538 - Train Accuracy: 0.957, Validation Accuracy: 0.960, Loss: 0.029 Epoch 44 Batch 248/538 - Train Accuracy: 0.950, Validation Accuracy: 0.960, Loss: 0.033 Epoch 44 Batch 249/538 - Train Accuracy: 0.971, Validation Accuracy: 0.958, Loss: 0.023 Epoch 44 Batch 250/538 - Train Accuracy: 0.967, Validation Accuracy: 0.960, Loss: 0.028 Epoch 44 Batch 251/538 - Train Accuracy: 0.965, Validation Accuracy: 0.957, Loss: 0.028 Epoch 44 Batch 252/538 - Train Accuracy: 0.964, Validation Accuracy: 0.957, Loss: 0.028 Epoch 44 Batch 253/538 - Train Accuracy: 0.965, Validation Accuracy: 0.955, Loss: 0.028 Epoch 44 Batch 254/538 - Train Accuracy: 0.959, Validation Accuracy: 0.955, Loss: 0.034 Epoch 44 Batch 255/538 - Train Accuracy: 0.973, Validation Accuracy: 0.955, Loss: 0.024 Epoch 44 Batch 256/538 - Train Accuracy: 0.960, Validation Accuracy: 0.955, Loss: 0.032 Epoch 44 Batch 257/538 - Train Accuracy: 0.969, Validation Accuracy: 0.953, Loss: 0.026 Epoch 44 Batch 258/538 - Train Accuracy: 0.970, Validation Accuracy: 0.955, Loss: 0.030 Epoch 44 Batch 259/538 - Train Accuracy: 0.971, Validation Accuracy: 0.960, Loss: 0.025 Epoch 44 Batch 260/538 - Train Accuracy: 0.947, Validation Accuracy: 0.960, Loss: 0.029 Epoch 44 Batch 261/538 - Train Accuracy: 0.970, Validation Accuracy: 0.961, Loss: 0.035 Epoch 44 Batch 262/538 - Train Accuracy: 0.969, Validation Accuracy: 0.957, Loss: 0.030 Epoch 44 Batch 263/538 - Train Accuracy: 0.952, Validation Accuracy: 0.956, Loss: 0.030 Epoch 44 Batch 264/538 - Train Accuracy: 0.970, Validation Accuracy: 0.958, Loss: 0.034 Epoch 44 Batch 265/538 - Train Accuracy: 0.951, Validation Accuracy: 0.957, Loss: 0.035 Epoch 44 Batch 266/538 - Train Accuracy: 0.968, Validation Accuracy: 0.956, Loss: 0.032 Epoch 44 Batch 267/538 - Train Accuracy: 0.951, Validation Accuracy: 0.956, Loss: 0.031 Epoch 44 Batch 268/538 - Train Accuracy: 0.967, Validation Accuracy: 0.956, Loss: 0.023 Epoch 44 Batch 269/538 - Train Accuracy: 0.960, Validation Accuracy: 0.954, Loss: 0.030 Epoch 44 Batch 270/538 - Train Accuracy: 0.951, Validation Accuracy: 0.952, Loss: 0.035 Epoch 44 Batch 271/538 - Train Accuracy: 0.966, Validation Accuracy: 0.956, Loss: 0.024 Epoch 44 Batch 272/538 - Train Accuracy: 0.959, Validation Accuracy: 0.952, Loss: 0.033 Epoch 44 Batch 273/538 - Train Accuracy: 0.963, Validation Accuracy: 0.954, Loss: 0.033 Epoch 44 Batch 274/538 - Train Accuracy: 0.940, Validation Accuracy: 0.954, Loss: 0.035 Epoch 44 Batch 275/538 - Train Accuracy: 0.955, Validation Accuracy: 0.952, Loss: 0.033 Epoch 44 Batch 276/538 - Train Accuracy: 0.960, Validation Accuracy: 0.962, Loss: 0.038 Epoch 44 Batch 277/538 - Train Accuracy: 0.969, Validation Accuracy: 0.962, Loss: 0.024 Epoch 44 Batch 278/538 - Train Accuracy: 0.960, Validation Accuracy: 0.964, Loss: 0.029 Epoch 44 Batch 279/538 - Train Accuracy: 0.962, Validation Accuracy: 0.968, Loss: 0.032 Epoch 44 Batch 280/538 - Train Accuracy: 0.965, Validation Accuracy: 0.970, Loss: 0.030 Epoch 44 Batch 281/538 - Train Accuracy: 0.965, Validation Accuracy: 0.971, Loss: 0.032 Epoch 44 Batch 282/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.031 Epoch 44 Batch 283/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.030 Epoch 44 Batch 284/538 - Train Accuracy: 0.956, Validation Accuracy: 0.963, Loss: 0.036 Epoch 44 Batch 285/538 - Train Accuracy: 0.961, Validation Accuracy: 0.961, Loss: 0.033 Epoch 44 Batch 286/538 - Train Accuracy: 0.954, Validation Accuracy: 0.965, Loss: 0.036 Epoch 44 Batch 287/538 - Train Accuracy: 0.964, Validation Accuracy: 0.969, Loss: 0.026 Epoch 44 Batch 288/538 - Train Accuracy: 0.951, Validation Accuracy: 0.972, Loss: 0.031 Epoch 44 Batch 289/538 - Train Accuracy: 0.963, Validation Accuracy: 0.970, Loss: 0.026 Epoch 44 Batch 290/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.029 Epoch 44 Batch 291/538 - Train Accuracy: 0.967, Validation Accuracy: 0.968, Loss: 0.031 Epoch 44 Batch 292/538 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.019 Epoch 44 Batch 293/538 - Train Accuracy: 0.949, Validation Accuracy: 0.968, Loss: 0.026 Epoch 44 Batch 294/538 - Train Accuracy: 0.958, Validation Accuracy: 0.962, Loss: 0.031 Epoch 44 Batch 295/538 - Train Accuracy: 0.975, Validation Accuracy: 0.962, Loss: 0.029 Epoch 44 Batch 296/538 - Train Accuracy: 0.960, Validation Accuracy: 0.963, Loss: 0.034 Epoch 44 Batch 297/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.033 Epoch 44 Batch 298/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.028 Epoch 44 Batch 299/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.036 Epoch 44 Batch 300/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.034 Epoch 44 Batch 301/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.035 Epoch 44 Batch 302/538 - Train Accuracy: 0.963, Validation Accuracy: 0.965, Loss: 0.034 Epoch 44 Batch 303/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.036 Epoch 44 Batch 304/538 - Train Accuracy: 0.962, Validation Accuracy: 0.961, Loss: 0.041 Epoch 44 Batch 305/538 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.023 Epoch 44 Batch 306/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.029 Epoch 44 Batch 307/538 - Train Accuracy: 0.976, Validation Accuracy: 0.963, Loss: 0.027 Epoch 44 Batch 308/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.030 Epoch 44 Batch 309/538 - Train Accuracy: 0.964, Validation Accuracy: 0.971, Loss: 0.029 Epoch 44 Batch 310/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.043 Epoch 44 Batch 311/538 - Train Accuracy: 0.956, Validation Accuracy: 0.968, Loss: 0.034 Epoch 44 Batch 312/538 - Train Accuracy: 0.963, Validation Accuracy: 0.966, Loss: 0.031 Epoch 44 Batch 313/538 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.035 Epoch 44 Batch 314/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.033 Epoch 44 Batch 315/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.028 Epoch 44 Batch 316/538 - Train Accuracy: 0.962, Validation Accuracy: 0.963, Loss: 0.027 Epoch 44 Batch 317/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.033 Epoch 44 Batch 318/538 - Train Accuracy: 0.958, Validation Accuracy: 0.964, Loss: 0.030 Epoch 44 Batch 319/538 - Train Accuracy: 0.965, Validation Accuracy: 0.964, Loss: 0.035 Epoch 44 Batch 320/538 - Train Accuracy: 0.960, Validation Accuracy: 0.964, Loss: 0.027 Epoch 44 Batch 321/538 - Train Accuracy: 0.962, Validation Accuracy: 0.966, Loss: 0.024 Epoch 44 Batch 322/538 - Train Accuracy: 0.973, Validation Accuracy: 0.963, Loss: 0.033 Epoch 44 Batch 323/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.024 Epoch 44 Batch 324/538 - Train Accuracy: 0.970, Validation Accuracy: 0.964, Loss: 0.031 Epoch 44 Batch 325/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.027 Epoch 44 Batch 326/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.025 Epoch 44 Batch 327/538 - Train Accuracy: 0.961, Validation Accuracy: 0.962, Loss: 0.031 Epoch 44 Batch 328/538 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.026 Epoch 44 Batch 329/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.030 Epoch 44 Batch 330/538 - Train Accuracy: 0.961, Validation Accuracy: 0.966, Loss: 0.025 Epoch 44 Batch 331/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.032 Epoch 44 Batch 332/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.035 Epoch 44 Batch 333/538 - Train Accuracy: 0.966, Validation Accuracy: 0.965, Loss: 0.025 Epoch 44 Batch 334/538 - Train Accuracy: 0.968, Validation Accuracy: 0.962, Loss: 0.026 Epoch 44 Batch 335/538 - Train Accuracy: 0.965, Validation Accuracy: 0.960, Loss: 0.028 Epoch 44 Batch 336/538 - Train Accuracy: 0.959, Validation Accuracy: 0.961, Loss: 0.031 Epoch 44 Batch 337/538 - Train Accuracy: 0.964, Validation Accuracy: 0.961, Loss: 0.028 Epoch 44 Batch 338/538 - Train Accuracy: 0.971, Validation Accuracy: 0.961, Loss: 0.029 Epoch 44 Batch 339/538 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.024 Epoch 44 Batch 340/538 - Train Accuracy: 0.963, Validation Accuracy: 0.963, Loss: 0.029 Epoch 44 Batch 341/538 - Train Accuracy: 0.960, Validation Accuracy: 0.963, Loss: 0.028 Epoch 44 Batch 342/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.030 Epoch 44 Batch 343/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.033 Epoch 44 Batch 344/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.031 Epoch 44 Batch 345/538 - Train Accuracy: 0.979, Validation Accuracy: 0.958, Loss: 0.033 Epoch 44 Batch 346/538 - Train Accuracy: 0.967, Validation Accuracy: 0.961, Loss: 0.035 Epoch 44 Batch 347/538 - Train Accuracy: 0.975, Validation Accuracy: 0.961, Loss: 0.027 Epoch 44 Batch 348/538 - Train Accuracy: 0.958, Validation Accuracy: 0.956, Loss: 0.028 Epoch 44 Batch 349/538 - Train Accuracy: 0.973, Validation Accuracy: 0.958, Loss: 0.022 Epoch 44 Batch 350/538 - Train Accuracy: 0.969, Validation Accuracy: 0.958, Loss: 0.031 Epoch 44 Batch 351/538 - Train Accuracy: 0.955, Validation Accuracy: 0.956, Loss: 0.032 Epoch 44 Batch 352/538 - Train Accuracy: 0.958, Validation Accuracy: 0.960, Loss: 0.046 Epoch 44 Batch 353/538 - Train Accuracy: 0.965, Validation Accuracy: 0.958, Loss: 0.034 Epoch 44 Batch 354/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.030 Epoch 44 Batch 355/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.031 Epoch 44 Batch 356/538 - Train Accuracy: 0.966, Validation Accuracy: 0.959, Loss: 0.026 Epoch 44 Batch 357/538 - Train Accuracy: 0.966, Validation Accuracy: 0.961, Loss: 0.030 Epoch 44 Batch 358/538 - Train Accuracy: 0.973, Validation Accuracy: 0.963, Loss: 0.025 Epoch 44 Batch 359/538 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.033 Epoch 44 Batch 360/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.029 Epoch 44 Batch 361/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.032 Epoch 44 Batch 362/538 - Train Accuracy: 0.967, Validation Accuracy: 0.960, Loss: 0.027 Epoch 44 Batch 363/538 - Train Accuracy: 0.963, Validation Accuracy: 0.963, Loss: 0.025 Epoch 44 Batch 364/538 - Train Accuracy: 0.953, Validation Accuracy: 0.963, Loss: 0.039 Epoch 44 Batch 365/538 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.030 Epoch 44 Batch 366/538 - Train Accuracy: 0.976, Validation Accuracy: 0.960, Loss: 0.030 Epoch 44 Batch 367/538 - Train Accuracy: 0.975, Validation Accuracy: 0.960, Loss: 0.024 Epoch 44 Batch 368/538 - Train Accuracy: 0.973, Validation Accuracy: 0.959, Loss: 0.026 Epoch 44 Batch 369/538 - Train Accuracy: 0.972, Validation Accuracy: 0.960, Loss: 0.025 Epoch 44 Batch 370/538 - Train Accuracy: 0.960, Validation Accuracy: 0.960, Loss: 0.035 Epoch 44 Batch 371/538 - Train Accuracy: 0.980, Validation Accuracy: 0.959, Loss: 0.033 Epoch 44 Batch 372/538 - Train Accuracy: 0.971, Validation Accuracy: 0.958, Loss: 0.030 Epoch 44 Batch 373/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.022 Epoch 44 Batch 374/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.025 Epoch 44 Batch 375/538 - Train Accuracy: 0.969, Validation Accuracy: 0.960, Loss: 0.028 Epoch 44 Batch 376/538 - Train Accuracy: 0.965, Validation Accuracy: 0.960, Loss: 0.030 Epoch 44 Batch 377/538 - Train Accuracy: 0.967, Validation Accuracy: 0.960, Loss: 0.030 Epoch 44 Batch 378/538 - Train Accuracy: 0.970, Validation Accuracy: 0.961, Loss: 0.025 Epoch 44 Batch 379/538 - Train Accuracy: 0.974, Validation Accuracy: 0.961, Loss: 0.024 Epoch 44 Batch 380/538 - Train Accuracy: 0.972, Validation Accuracy: 0.960, Loss: 0.025 Epoch 44 Batch 381/538 - Train Accuracy: 0.972, Validation Accuracy: 0.960, Loss: 0.028 Epoch 44 Batch 382/538 - Train Accuracy: 0.954, Validation Accuracy: 0.960, Loss: 0.043 Epoch 44 Batch 383/538 - Train Accuracy: 0.962, Validation Accuracy: 0.956, Loss: 0.028 Epoch 44 Batch 384/538 - Train Accuracy: 0.956, Validation Accuracy: 0.956, Loss: 0.028 Epoch 44 Batch 385/538 - Train Accuracy: 0.964, Validation Accuracy: 0.954, Loss: 0.028 Epoch 44 Batch 386/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.034 Epoch 44 Batch 387/538 - Train Accuracy: 0.974, Validation Accuracy: 0.961, Loss: 0.028 Epoch 44 Batch 388/538 - Train Accuracy: 0.965, Validation Accuracy: 0.958, Loss: 0.026 Epoch 44 Batch 389/538 - Train Accuracy: 0.959, Validation Accuracy: 0.957, Loss: 0.030 Epoch 44 Batch 390/538 - Train Accuracy: 0.967, Validation Accuracy: 0.955, Loss: 0.023 Epoch 44 Batch 391/538 - Train Accuracy: 0.966, Validation Accuracy: 0.955, Loss: 0.025 Epoch 44 Batch 392/538 - Train Accuracy: 0.966, Validation Accuracy: 0.955, Loss: 0.028 Epoch 44 Batch 393/538 - Train Accuracy: 0.972, Validation Accuracy: 0.955, Loss: 0.029 Epoch 44 Batch 394/538 - Train Accuracy: 0.960, Validation Accuracy: 0.951, Loss: 0.035 Epoch 44 Batch 395/538 - Train Accuracy: 0.961, Validation Accuracy: 0.957, Loss: 0.036 Epoch 44 Batch 396/538 - Train Accuracy: 0.960, Validation Accuracy: 0.955, Loss: 0.025 Epoch 44 Batch 397/538 - Train Accuracy: 0.973, Validation Accuracy: 0.955, Loss: 0.032 Epoch 44 Batch 398/538 - Train Accuracy: 0.963, Validation Accuracy: 0.954, Loss: 0.031 Epoch 44 Batch 399/538 - Train Accuracy: 0.966, Validation Accuracy: 0.954, Loss: 0.030 Epoch 44 Batch 400/538 - Train Accuracy: 0.974, Validation Accuracy: 0.955, Loss: 0.032 Epoch 44 Batch 401/538 - Train Accuracy: 0.969, Validation Accuracy: 0.960, Loss: 0.026 Epoch 44 Batch 402/538 - Train Accuracy: 0.976, Validation Accuracy: 0.962, Loss: 0.022 Epoch 44 Batch 403/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.027 Epoch 44 Batch 404/538 - Train Accuracy: 0.960, Validation Accuracy: 0.964, Loss: 0.038 Epoch 44 Batch 405/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.033 Epoch 44 Batch 406/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.030 Epoch 44 Batch 407/538 - Train Accuracy: 0.981, Validation Accuracy: 0.965, Loss: 0.026 Epoch 44 Batch 408/538 - Train Accuracy: 0.952, Validation Accuracy: 0.963, Loss: 0.034 Epoch 44 Batch 409/538 - Train Accuracy: 0.953, Validation Accuracy: 0.965, Loss: 0.031 Epoch 44 Batch 410/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.028 Epoch 44 Batch 411/538 - Train Accuracy: 0.964, Validation Accuracy: 0.965, Loss: 0.034 Epoch 44 Batch 412/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.022 Epoch 44 Batch 413/538 - Train Accuracy: 0.969, Validation Accuracy: 0.962, Loss: 0.028 Epoch 44 Batch 414/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.034 Epoch 44 Batch 415/538 - Train Accuracy: 0.959, Validation Accuracy: 0.961, Loss: 0.029 Epoch 44 Batch 416/538 - Train Accuracy: 0.972, Validation Accuracy: 0.962, Loss: 0.032 Epoch 44 Batch 417/538 - Train Accuracy: 0.971, Validation Accuracy: 0.957, Loss: 0.026 Epoch 44 Batch 418/538 - Train Accuracy: 0.964, Validation Accuracy: 0.958, Loss: 0.036 Epoch 44 Batch 419/538 - Train Accuracy: 0.973, Validation Accuracy: 0.960, Loss: 0.029 Epoch 44 Batch 420/538 - Train Accuracy: 0.967, Validation Accuracy: 0.960, Loss: 0.029 Epoch 44 Batch 421/538 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.025 Epoch 44 Batch 422/538 - Train Accuracy: 0.956, Validation Accuracy: 0.962, Loss: 0.034 Epoch 44 Batch 423/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.030 Epoch 44 Batch 424/538 - Train Accuracy: 0.966, Validation Accuracy: 0.958, Loss: 0.034 Epoch 44 Batch 425/538 - Train Accuracy: 0.962, Validation Accuracy: 0.960, Loss: 0.039 Epoch 44 Batch 426/538 - Train Accuracy: 0.962, Validation Accuracy: 0.960, Loss: 0.033 Epoch 44 Batch 427/538 - Train Accuracy: 0.958, Validation Accuracy: 0.960, Loss: 0.031 Epoch 44 Batch 428/538 - Train Accuracy: 0.964, Validation Accuracy: 0.960, Loss: 0.023 Epoch 44 Batch 429/538 - Train Accuracy: 0.976, Validation Accuracy: 0.960, Loss: 0.029 Epoch 44 Batch 430/538 - Train Accuracy: 0.958, Validation Accuracy: 0.963, Loss: 0.028 Epoch 44 Batch 431/538 - Train Accuracy: 0.964, Validation Accuracy: 0.959, Loss: 0.030 Epoch 44 Batch 432/538 - Train Accuracy: 0.957, Validation Accuracy: 0.960, Loss: 0.035 Epoch 44 Batch 433/538 - Train Accuracy: 0.954, Validation Accuracy: 0.962, Loss: 0.051 Epoch 44 Batch 434/538 - Train Accuracy: 0.964, Validation Accuracy: 0.960, Loss: 0.029 Epoch 44 Batch 435/538 - Train Accuracy: 0.965, Validation Accuracy: 0.964, Loss: 0.029 Epoch 44 Batch 436/538 - Train Accuracy: 0.961, Validation Accuracy: 0.966, Loss: 0.028 Epoch 44 Batch 437/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.030 Epoch 44 Batch 438/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.025 Epoch 44 Batch 439/538 - Train Accuracy: 0.983, Validation Accuracy: 0.969, Loss: 0.028 Epoch 44 Batch 440/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.025 Epoch 44 Batch 441/538 - Train Accuracy: 0.953, Validation Accuracy: 0.966, Loss: 0.038 Epoch 44 Batch 442/538 - Train Accuracy: 0.960, Validation Accuracy: 0.963, Loss: 0.032 Epoch 44 Batch 443/538 - Train Accuracy: 0.959, Validation Accuracy: 0.966, Loss: 0.026 Epoch 44 Batch 444/538 - Train Accuracy: 0.959, Validation Accuracy: 0.968, Loss: 0.031 Epoch 44 Batch 445/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.028 Epoch 44 Batch 446/538 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.026 Epoch 44 Batch 447/538 - Train Accuracy: 0.962, Validation Accuracy: 0.969, Loss: 0.028 Epoch 44 Batch 448/538 - Train Accuracy: 0.956, Validation Accuracy: 0.969, Loss: 0.030 Epoch 44 Batch 449/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.031 Epoch 44 Batch 450/538 - Train Accuracy: 0.960, Validation Accuracy: 0.966, Loss: 0.043 Epoch 44 Batch 451/538 - Train Accuracy: 0.962, Validation Accuracy: 0.966, Loss: 0.030 Epoch 44 Batch 452/538 - Train Accuracy: 0.965, Validation Accuracy: 0.965, Loss: 0.024 Epoch 44 Batch 453/538 - Train Accuracy: 0.960, Validation Accuracy: 0.965, Loss: 0.030 Epoch 44 Batch 454/538 - Train Accuracy: 0.967, Validation Accuracy: 0.965, Loss: 0.034 Epoch 44 Batch 455/538 - Train Accuracy: 0.965, Validation Accuracy: 0.962, Loss: 0.033 Epoch 44 Batch 456/538 - Train Accuracy: 0.976, Validation Accuracy: 0.961, Loss: 0.059 Epoch 44 Batch 457/538 - Train Accuracy: 0.967, Validation Accuracy: 0.965, Loss: 0.025 Epoch 44 Batch 458/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.030 Epoch 44 Batch 459/538 - Train Accuracy: 0.967, Validation Accuracy: 0.959, Loss: 0.027 Epoch 44 Batch 460/538 - Train Accuracy: 0.959, Validation Accuracy: 0.961, Loss: 0.032 Epoch 44 Batch 461/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.032 Epoch 44 Batch 462/538 - Train Accuracy: 0.954, Validation Accuracy: 0.965, Loss: 0.035 Epoch 44 Batch 463/538 - Train Accuracy: 0.959, Validation Accuracy: 0.966, Loss: 0.035 Epoch 44 Batch 464/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.026 Epoch 44 Batch 465/538 - Train Accuracy: 0.962, Validation Accuracy: 0.966, Loss: 0.027 Epoch 44 Batch 466/538 - Train Accuracy: 0.964, Validation Accuracy: 0.966, Loss: 0.027 Epoch 44 Batch 467/538 - Train Accuracy: 0.965, Validation Accuracy: 0.965, Loss: 0.036 Epoch 44 Batch 468/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.039 Epoch 44 Batch 469/538 - Train Accuracy: 0.963, Validation Accuracy: 0.963, Loss: 0.031 Epoch 44 Batch 470/538 - Train Accuracy: 0.955, Validation Accuracy: 0.960, Loss: 0.031 Epoch 44 Batch 471/538 - Train Accuracy: 0.970, Validation Accuracy: 0.960, Loss: 0.022 Epoch 44 Batch 472/538 - Train Accuracy: 0.984, Validation Accuracy: 0.960, Loss: 0.021 Epoch 44 Batch 473/538 - Train Accuracy: 0.975, Validation Accuracy: 0.959, Loss: 0.026 Epoch 44 Batch 474/538 - Train Accuracy: 0.969, Validation Accuracy: 0.959, Loss: 0.021 Epoch 44 Batch 475/538 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.026 Epoch 44 Batch 476/538 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.030 Epoch 44 Batch 477/538 - Train Accuracy: 0.965, Validation Accuracy: 0.960, Loss: 0.039 Epoch 44 Batch 478/538 - Train Accuracy: 0.979, Validation Accuracy: 0.960, Loss: 0.026 Epoch 44 Batch 479/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.026 Epoch 44 Batch 480/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.027 Epoch 44 Batch 481/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.031 Epoch 44 Batch 482/538 - Train Accuracy: 0.958, Validation Accuracy: 0.963, Loss: 0.024 Epoch 44 Batch 483/538 - Train Accuracy: 0.957, Validation Accuracy: 0.960, Loss: 0.038 Epoch 44 Batch 484/538 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.036 Epoch 44 Batch 485/538 - Train Accuracy: 0.963, Validation Accuracy: 0.960, Loss: 0.038 Epoch 44 Batch 486/538 - Train Accuracy: 0.970, Validation Accuracy: 0.960, Loss: 0.025 Epoch 44 Batch 487/538 - Train Accuracy: 0.969, Validation Accuracy: 0.958, Loss: 0.025 Epoch 44 Batch 488/538 - Train Accuracy: 0.976, Validation Accuracy: 0.958, Loss: 0.025 Epoch 44 Batch 489/538 - Train Accuracy: 0.967, Validation Accuracy: 0.958, Loss: 0.028 Epoch 44 Batch 490/538 - Train Accuracy: 0.956, Validation Accuracy: 0.958, Loss: 0.032 Epoch 44 Batch 491/538 - Train Accuracy: 0.956, Validation Accuracy: 0.960, Loss: 0.032 Epoch 44 Batch 492/538 - Train Accuracy: 0.972, Validation Accuracy: 0.960, Loss: 0.027 Epoch 44 Batch 493/538 - Train Accuracy: 0.954, Validation Accuracy: 0.960, Loss: 0.030 Epoch 44 Batch 494/538 - Train Accuracy: 0.968, Validation Accuracy: 0.962, Loss: 0.038 Epoch 44 Batch 495/538 - Train Accuracy: 0.967, Validation Accuracy: 0.960, Loss: 0.028 Epoch 44 Batch 496/538 - Train Accuracy: 0.965, Validation Accuracy: 0.966, Loss: 0.032 Epoch 44 Batch 497/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.025 Epoch 44 Batch 498/538 - Train Accuracy: 0.957, Validation Accuracy: 0.968, Loss: 0.029 Epoch 44 Batch 499/538 - Train Accuracy: 0.954, Validation Accuracy: 0.968, Loss: 0.034 Epoch 44 Batch 500/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.021 Epoch 44 Batch 501/538 - Train Accuracy: 0.968, Validation Accuracy: 0.965, Loss: 0.030 Epoch 44 Batch 502/538 - Train Accuracy: 0.962, Validation Accuracy: 0.965, Loss: 0.023 Epoch 44 Batch 503/538 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.028 Epoch 44 Batch 504/538 - Train Accuracy: 0.976, Validation Accuracy: 0.965, Loss: 0.025 Epoch 44 Batch 505/538 - Train Accuracy: 0.964, Validation Accuracy: 0.965, Loss: 0.024 Epoch 44 Batch 506/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.025 Epoch 44 Batch 507/538 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.027 Epoch 44 Batch 508/538 - Train Accuracy: 0.964, Validation Accuracy: 0.965, Loss: 0.028 Epoch 44 Batch 509/538 - Train Accuracy: 0.963, Validation Accuracy: 0.965, Loss: 0.033 Epoch 44 Batch 510/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.022 Epoch 44 Batch 511/538 - Train Accuracy: 0.958, Validation Accuracy: 0.965, Loss: 0.035 Epoch 44 Batch 512/538 - Train Accuracy: 0.960, Validation Accuracy: 0.967, Loss: 0.032 Epoch 44 Batch 513/538 - Train Accuracy: 0.960, Validation Accuracy: 0.969, Loss: 0.025 Epoch 44 Batch 514/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.024 Epoch 44 Batch 515/538 - Train Accuracy: 0.962, Validation Accuracy: 0.970, Loss: 0.031 Epoch 44 Batch 516/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.028 Epoch 44 Batch 517/538 - Train Accuracy: 0.975, Validation Accuracy: 0.965, Loss: 0.027 Epoch 44 Batch 518/538 - Train Accuracy: 0.958, Validation Accuracy: 0.962, Loss: 0.039 Epoch 44 Batch 519/538 - Train Accuracy: 0.974, Validation Accuracy: 0.962, Loss: 0.028 Epoch 44 Batch 520/538 - Train Accuracy: 0.964, Validation Accuracy: 0.968, Loss: 0.036 Epoch 44 Batch 521/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.031 Epoch 44 Batch 522/538 - Train Accuracy: 0.967, Validation Accuracy: 0.968, Loss: 0.029 Epoch 44 Batch 523/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.029 Epoch 44 Batch 524/538 - Train Accuracy: 0.970, Validation Accuracy: 0.971, Loss: 0.029 Epoch 44 Batch 525/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.034 Epoch 44 Batch 526/538 - Train Accuracy: 0.963, Validation Accuracy: 0.968, Loss: 0.029 Epoch 44 Batch 527/538 - Train Accuracy: 0.965, Validation Accuracy: 0.966, Loss: 0.030 Epoch 44 Batch 528/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.031 Epoch 44 Batch 529/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.032 Epoch 44 Batch 530/538 - Train Accuracy: 0.964, Validation Accuracy: 0.965, Loss: 0.027 Epoch 44 Batch 531/538 - Train Accuracy: 0.965, Validation Accuracy: 0.965, Loss: 0.039 Epoch 44 Batch 532/538 - Train Accuracy: 0.953, Validation Accuracy: 0.960, Loss: 0.027 Epoch 44 Batch 533/538 - Train Accuracy: 0.966, Validation Accuracy: 0.958, Loss: 0.030 Epoch 44 Batch 534/538 - Train Accuracy: 0.959, Validation Accuracy: 0.958, Loss: 0.022 Epoch 44 Batch 535/538 - Train Accuracy: 0.970, Validation Accuracy: 0.960, Loss: 0.029 Epoch 44 Batch 536/538 - Train Accuracy: 0.973, Validation Accuracy: 0.960, Loss: 0.035 Epoch 45 Batch 0/538 - Train Accuracy: 0.967, Validation Accuracy: 0.960, Loss: 0.022 Epoch 45 Batch 1/538 - Train Accuracy: 0.971, Validation Accuracy: 0.960, Loss: 0.026 Epoch 45 Batch 2/538 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.036 Epoch 45 Batch 3/538 - Train Accuracy: 0.965, Validation Accuracy: 0.966, Loss: 0.025 Epoch 45 Batch 4/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.028 Epoch 45 Batch 5/538 - Train Accuracy: 0.963, Validation Accuracy: 0.967, Loss: 0.029 Epoch 45 Batch 6/538 - Train Accuracy: 0.959, Validation Accuracy: 0.969, Loss: 0.026 Epoch 45 Batch 7/538 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.031 Epoch 45 Batch 8/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.028 Epoch 45 Batch 9/538 - Train Accuracy: 0.953, Validation Accuracy: 0.968, Loss: 0.028 Epoch 45 Batch 10/538 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.029 Epoch 45 Batch 11/538 - Train Accuracy: 0.962, Validation Accuracy: 0.964, Loss: 0.030 Epoch 45 Batch 12/538 - Train Accuracy: 0.964, Validation Accuracy: 0.961, Loss: 0.025 Epoch 45 Batch 13/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.029 Epoch 45 Batch 14/538 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.031 Epoch 45 Batch 15/538 - Train Accuracy: 0.973, Validation Accuracy: 0.963, Loss: 0.024 Epoch 45 Batch 16/538 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.031 Epoch 45 Batch 17/538 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.028 Epoch 45 Batch 18/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.035 Epoch 45 Batch 19/538 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.033 Epoch 45 Batch 20/538 - Train Accuracy: 0.964, Validation Accuracy: 0.968, Loss: 0.032 Epoch 45 Batch 21/538 - Train Accuracy: 0.978, Validation Accuracy: 0.966, Loss: 0.020 Epoch 45 Batch 22/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.036 Epoch 45 Batch 23/538 - Train Accuracy: 0.960, Validation Accuracy: 0.966, Loss: 0.033 Epoch 45 Batch 24/538 - Train Accuracy: 0.964, Validation Accuracy: 0.966, Loss: 0.031 Epoch 45 Batch 25/538 - Train Accuracy: 0.961, Validation Accuracy: 0.965, Loss: 0.032 Epoch 45 Batch 26/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.035 Epoch 45 Batch 27/538 - Train Accuracy: 0.976, Validation Accuracy: 0.961, Loss: 0.025 Epoch 45 Batch 28/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.034 Epoch 45 Batch 29/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.025 Epoch 45 Batch 30/538 - Train Accuracy: 0.959, Validation Accuracy: 0.964, Loss: 0.037 Epoch 45 Batch 31/538 - Train Accuracy: 0.975, Validation Accuracy: 0.962, Loss: 0.023 Epoch 45 Batch 32/538 - Train Accuracy: 0.967, Validation Accuracy: 0.970, Loss: 0.022 Epoch 45 Batch 33/538 - Train Accuracy: 0.963, Validation Accuracy: 0.967, Loss: 0.030 Epoch 45 Batch 34/538 - Train Accuracy: 0.951, Validation Accuracy: 0.967, Loss: 0.042 Epoch 45 Batch 35/538 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.026 Epoch 45 Batch 36/538 - Train Accuracy: 0.966, Validation Accuracy: 0.968, Loss: 0.028 Epoch 45 Batch 37/538 - Train Accuracy: 0.965, Validation Accuracy: 0.966, Loss: 0.026 Epoch 45 Batch 38/538 - Train Accuracy: 0.961, Validation Accuracy: 0.966, Loss: 0.024 Epoch 45 Batch 39/538 - Train Accuracy: 0.964, Validation Accuracy: 0.966, Loss: 0.034 Epoch 45 Batch 40/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.021 Epoch 45 Batch 41/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.026 Epoch 45 Batch 42/538 - Train Accuracy: 0.961, Validation Accuracy: 0.967, Loss: 0.028 Epoch 45 Batch 43/538 - Train Accuracy: 0.946, Validation Accuracy: 0.966, Loss: 0.036 Epoch 45 Batch 44/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.026 Epoch 45 Batch 45/538 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.027 Epoch 45 Batch 46/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.022 Epoch 45 Batch 47/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.032 Epoch 45 Batch 48/538 - Train Accuracy: 0.965, Validation Accuracy: 0.969, Loss: 0.035 Epoch 45 Batch 49/538 - Train Accuracy: 0.961, Validation Accuracy: 0.966, Loss: 0.026 Epoch 45 Batch 50/538 - Train Accuracy: 0.962, Validation Accuracy: 0.965, Loss: 0.033 Epoch 45 Batch 51/538 - Train Accuracy: 0.967, Validation Accuracy: 0.965, Loss: 0.033 Epoch 45 Batch 52/538 - Train Accuracy: 0.960, Validation Accuracy: 0.965, Loss: 0.026 Epoch 45 Batch 53/538 - Train Accuracy: 0.945, Validation Accuracy: 0.965, Loss: 0.033 Epoch 45 Batch 54/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.027 Epoch 45 Batch 55/538 - Train Accuracy: 0.968, Validation Accuracy: 0.965, Loss: 0.027 Epoch 45 Batch 56/538 - Train Accuracy: 0.961, Validation Accuracy: 0.967, Loss: 0.026 Epoch 45 Batch 57/538 - Train Accuracy: 0.954, Validation Accuracy: 0.969, Loss: 0.035 Epoch 45 Batch 58/538 - Train Accuracy: 0.965, Validation Accuracy: 0.969, Loss: 0.027 Epoch 45 Batch 59/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.029 Epoch 45 Batch 60/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.027 Epoch 45 Batch 61/538 - Train Accuracy: 0.968, Validation Accuracy: 0.967, Loss: 0.031 Epoch 45 Batch 62/538 - Train Accuracy: 0.965, Validation Accuracy: 0.965, Loss: 0.034 Epoch 45 Batch 63/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.022 Epoch 45 Batch 64/538 - Train Accuracy: 0.968, Validation Accuracy: 0.960, Loss: 0.027 Epoch 45 Batch 65/538 - Train Accuracy: 0.957, Validation Accuracy: 0.963, Loss: 0.030 Epoch 45 Batch 66/538 - Train Accuracy: 0.974, Validation Accuracy: 0.963, Loss: 0.022 Epoch 45 Batch 67/538 - Train Accuracy: 0.981, Validation Accuracy: 0.963, Loss: 0.024 Epoch 45 Batch 68/538 - Train Accuracy: 0.958, Validation Accuracy: 0.960, Loss: 0.031 Epoch 45 Batch 69/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.023 Epoch 45 Batch 70/538 - Train Accuracy: 0.960, Validation Accuracy: 0.969, Loss: 0.033 Epoch 45 Batch 71/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.032 Epoch 45 Batch 72/538 - Train Accuracy: 0.965, Validation Accuracy: 0.969, Loss: 0.049 Epoch 45 Batch 73/538 - Train Accuracy: 0.961, Validation Accuracy: 0.969, Loss: 0.037 Epoch 45 Batch 74/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.024 Epoch 45 Batch 75/538 - Train Accuracy: 0.960, Validation Accuracy: 0.965, Loss: 0.029 Epoch 45 Batch 76/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.034 Epoch 45 Batch 77/538 - Train Accuracy: 0.964, Validation Accuracy: 0.968, Loss: 0.028 Epoch 45 Batch 78/538 - Train Accuracy: 0.960, Validation Accuracy: 0.966, Loss: 0.032 Epoch 45 Batch 79/538 - Train Accuracy: 0.965, Validation Accuracy: 0.962, Loss: 0.022 Epoch 45 Batch 80/538 - Train Accuracy: 0.964, Validation Accuracy: 0.961, Loss: 0.032 Epoch 45 Batch 81/538 - Train Accuracy: 0.959, Validation Accuracy: 0.961, Loss: 0.029 Epoch 45 Batch 82/538 - Train Accuracy: 0.966, Validation Accuracy: 0.961, Loss: 0.031 Epoch 45 Batch 83/538 - Train Accuracy: 0.968, Validation Accuracy: 0.960, Loss: 0.031 Epoch 45 Batch 84/538 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.032 Epoch 45 Batch 85/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.027 Epoch 45 Batch 86/538 - Train Accuracy: 0.972, Validation Accuracy: 0.961, Loss: 0.027 Epoch 45 Batch 87/538 - Train Accuracy: 0.959, Validation Accuracy: 0.962, Loss: 0.033 Epoch 45 Batch 88/538 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.028 Epoch 45 Batch 89/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.028 Epoch 45 Batch 90/538 - Train Accuracy: 0.965, Validation Accuracy: 0.964, Loss: 0.034 Epoch 45 Batch 91/538 - Train Accuracy: 0.964, Validation Accuracy: 0.966, Loss: 0.029 Epoch 45 Batch 92/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.030 Epoch 45 Batch 93/538 - Train Accuracy: 0.969, Validation Accuracy: 0.971, Loss: 0.026 Epoch 45 Batch 94/538 - Train Accuracy: 0.951, Validation Accuracy: 0.967, Loss: 0.025 Epoch 45 Batch 95/538 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.028 Epoch 45 Batch 96/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.023 Epoch 45 Batch 97/538 - Train Accuracy: 0.963, Validation Accuracy: 0.966, Loss: 0.020 Epoch 45 Batch 98/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.033 Epoch 45 Batch 99/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.028 Epoch 45 Batch 100/538 - Train Accuracy: 0.967, Validation Accuracy: 0.961, Loss: 0.023 Epoch 45 Batch 101/538 - Train Accuracy: 0.963, Validation Accuracy: 0.961, Loss: 0.035 Epoch 45 Batch 102/538 - Train Accuracy: 0.967, Validation Accuracy: 0.962, Loss: 0.033 Epoch 45 Batch 103/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.028 Epoch 45 Batch 104/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.026 Epoch 45 Batch 105/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.023 Epoch 45 Batch 106/538 - Train Accuracy: 0.960, Validation Accuracy: 0.963, Loss: 0.023 Epoch 45 Batch 107/538 - Train Accuracy: 0.954, Validation Accuracy: 0.963, Loss: 0.029 Epoch 45 Batch 108/538 - Train Accuracy: 0.973, Validation Accuracy: 0.963, Loss: 0.027 Epoch 45 Batch 109/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.026 Epoch 45 Batch 110/538 - Train Accuracy: 0.975, Validation Accuracy: 0.961, Loss: 0.024 Epoch 45 Batch 111/538 - Train Accuracy: 0.972, Validation Accuracy: 0.959, Loss: 0.024 Epoch 45 Batch 112/538 - Train Accuracy: 0.966, Validation Accuracy: 0.957, Loss: 0.028 Epoch 45 Batch 113/538 - Train Accuracy: 0.955, Validation Accuracy: 0.958, Loss: 0.029 Epoch 45 Batch 114/538 - Train Accuracy: 0.966, Validation Accuracy: 0.958, Loss: 0.024 Epoch 45 Batch 115/538 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.026 Epoch 45 Batch 116/538 - Train Accuracy: 0.956, Validation Accuracy: 0.961, Loss: 0.039 Epoch 45 Batch 117/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.026 Epoch 45 Batch 118/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.026 Epoch 45 Batch 119/538 - Train Accuracy: 0.977, Validation Accuracy: 0.963, Loss: 0.023 Epoch 45 Batch 120/538 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.020 Epoch 45 Batch 121/538 - Train Accuracy: 0.965, Validation Accuracy: 0.967, Loss: 0.029 Epoch 45 Batch 122/538 - Train Accuracy: 0.964, Validation Accuracy: 0.968, Loss: 0.024 Epoch 45 Batch 123/538 - Train Accuracy: 0.964, Validation Accuracy: 0.968, Loss: 0.028 Epoch 45 Batch 124/538 - Train Accuracy: 0.955, Validation Accuracy: 0.965, Loss: 0.025 Epoch 45 Batch 125/538 - Train Accuracy: 0.958, Validation Accuracy: 0.963, Loss: 0.031 Epoch 45 Batch 126/538 - Train Accuracy: 0.961, Validation Accuracy: 0.963, Loss: 0.034 Epoch 45 Batch 127/538 - Train Accuracy: 0.954, Validation Accuracy: 0.963, Loss: 0.038 Epoch 45 Batch 128/538 - Train Accuracy: 0.961, Validation Accuracy: 0.961, Loss: 0.028 Epoch 45 Batch 129/538 - Train Accuracy: 0.977, Validation Accuracy: 0.959, Loss: 0.020 Epoch 45 Batch 130/538 - Train Accuracy: 0.959, Validation Accuracy: 0.961, Loss: 0.029 Epoch 45 Batch 131/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.030 Epoch 45 Batch 132/538 - Train Accuracy: 0.962, Validation Accuracy: 0.961, Loss: 0.029 Epoch 45 Batch 133/538 - Train Accuracy: 0.958, Validation Accuracy: 0.961, Loss: 0.030 Epoch 45 Batch 134/538 - Train Accuracy: 0.961, Validation Accuracy: 0.961, Loss: 0.038 Epoch 45 Batch 135/538 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.040 Epoch 45 Batch 136/538 - Train Accuracy: 0.964, Validation Accuracy: 0.957, Loss: 0.027 Epoch 45 Batch 137/538 - Train Accuracy: 0.962, Validation Accuracy: 0.957, Loss: 0.038 Epoch 45 Batch 138/538 - Train Accuracy: 0.969, Validation Accuracy: 0.957, Loss: 0.029 Epoch 45 Batch 139/538 - Train Accuracy: 0.967, Validation Accuracy: 0.959, Loss: 0.035 Epoch 45 Batch 140/538 - Train Accuracy: 0.953, Validation Accuracy: 0.959, Loss: 0.039 Epoch 45 Batch 141/538 - Train Accuracy: 0.963, Validation Accuracy: 0.961, Loss: 0.038 Epoch 45 Batch 142/538 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.029 Epoch 45 Batch 143/538 - Train Accuracy: 0.962, Validation Accuracy: 0.968, Loss: 0.037 Epoch 45 Batch 144/538 - Train Accuracy: 0.968, Validation Accuracy: 0.967, Loss: 0.039 Epoch 45 Batch 145/538 - Train Accuracy: 0.960, Validation Accuracy: 0.965, Loss: 0.040 Epoch 45 Batch 146/538 - Train Accuracy: 0.963, Validation Accuracy: 0.971, Loss: 0.028 Epoch 45 Batch 147/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.030 Epoch 45 Batch 148/538 - Train Accuracy: 0.954, Validation Accuracy: 0.970, Loss: 0.032 Epoch 45 Batch 149/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.026 Epoch 45 Batch 150/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.024 Epoch 45 Batch 151/538 - Train Accuracy: 0.958, Validation Accuracy: 0.964, Loss: 0.039 Epoch 45 Batch 152/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.027 Epoch 45 Batch 153/538 - Train Accuracy: 0.971, Validation Accuracy: 0.960, Loss: 0.027 Epoch 45 Batch 154/538 - Train Accuracy: 0.971, Validation Accuracy: 0.960, Loss: 0.030 Epoch 45 Batch 155/538 - Train Accuracy: 0.970, Validation Accuracy: 0.960, Loss: 0.031 Epoch 45 Batch 156/538 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.026 Epoch 45 Batch 157/538 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.024 Epoch 45 Batch 158/538 - Train Accuracy: 0.978, Validation Accuracy: 0.964, Loss: 0.027 Epoch 45 Batch 159/538 - Train Accuracy: 0.957, Validation Accuracy: 0.966, Loss: 0.031 Epoch 45 Batch 160/538 - Train Accuracy: 0.955, Validation Accuracy: 0.967, Loss: 0.030 Epoch 45 Batch 161/538 - Train Accuracy: 0.963, Validation Accuracy: 0.967, Loss: 0.027 Epoch 45 Batch 162/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.029 Epoch 45 Batch 163/538 - Train Accuracy: 0.956, Validation Accuracy: 0.964, Loss: 0.032 Epoch 45 Batch 164/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.030 Epoch 45 Batch 165/538 - Train Accuracy: 0.967, Validation Accuracy: 0.962, Loss: 0.024 Epoch 45 Batch 166/538 - Train Accuracy: 0.975, Validation Accuracy: 0.960, Loss: 0.023 Epoch 45 Batch 167/538 - Train Accuracy: 0.963, Validation Accuracy: 0.960, Loss: 0.045 Epoch 45 Batch 168/538 - Train Accuracy: 0.962, Validation Accuracy: 0.960, Loss: 0.039 Epoch 45 Batch 169/538 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.028 Epoch 45 Batch 170/538 - Train Accuracy: 0.959, Validation Accuracy: 0.964, Loss: 0.034 Epoch 45 Batch 171/538 - Train Accuracy: 0.954, Validation Accuracy: 0.968, Loss: 0.029 Epoch 45 Batch 172/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.022 Epoch 45 Batch 173/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.017 Epoch 45 Batch 174/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.026 Epoch 45 Batch 175/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.028 Epoch 45 Batch 176/538 - Train Accuracy: 0.966, Validation Accuracy: 0.965, Loss: 0.030 Epoch 45 Batch 177/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.030 Epoch 45 Batch 178/538 - Train Accuracy: 0.948, Validation Accuracy: 0.966, Loss: 0.030 Epoch 45 Batch 179/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.029 Epoch 45 Batch 180/538 - Train Accuracy: 0.963, Validation Accuracy: 0.966, Loss: 0.030 Epoch 45 Batch 181/538 - Train Accuracy: 0.962, Validation Accuracy: 0.965, Loss: 0.036 Epoch 45 Batch 182/538 - Train Accuracy: 0.967, Validation Accuracy: 0.965, Loss: 0.024 Epoch 45 Batch 183/538 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.025 Epoch 45 Batch 184/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.027 Epoch 45 Batch 185/538 - Train Accuracy: 0.972, Validation Accuracy: 0.960, Loss: 0.023 Epoch 45 Batch 186/538 - Train Accuracy: 0.966, Validation Accuracy: 0.958, Loss: 0.031 Epoch 45 Batch 187/538 - Train Accuracy: 0.974, Validation Accuracy: 0.956, Loss: 0.029 Epoch 45 Batch 188/538 - Train Accuracy: 0.965, Validation Accuracy: 0.956, Loss: 0.024 Epoch 45 Batch 189/538 - Train Accuracy: 0.970, Validation Accuracy: 0.958, Loss: 0.028 Epoch 45 Batch 190/538 - Train Accuracy: 0.965, Validation Accuracy: 0.958, Loss: 0.035 Epoch 45 Batch 191/538 - Train Accuracy: 0.973, Validation Accuracy: 0.956, Loss: 0.025 Epoch 45 Batch 192/538 - Train Accuracy: 0.976, Validation Accuracy: 0.956, Loss: 0.029 Epoch 45 Batch 193/538 - Train Accuracy: 0.961, Validation Accuracy: 0.958, Loss: 0.026 Epoch 45 Batch 194/538 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.035 Epoch 45 Batch 195/538 - Train Accuracy: 0.973, Validation Accuracy: 0.962, Loss: 0.035 Epoch 45 Batch 196/538 - Train Accuracy: 0.956, Validation Accuracy: 0.962, Loss: 0.029 Epoch 45 Batch 197/538 - Train Accuracy: 0.965, Validation Accuracy: 0.962, Loss: 0.031 Epoch 45 Batch 198/538 - Train Accuracy: 0.964, Validation Accuracy: 0.962, Loss: 0.031 Epoch 45 Batch 199/538 - Train Accuracy: 0.960, Validation Accuracy: 0.962, Loss: 0.026 Epoch 45 Batch 200/538 - Train Accuracy: 0.967, Validation Accuracy: 0.959, Loss: 0.024 Epoch 45 Batch 201/538 - Train Accuracy: 0.968, Validation Accuracy: 0.955, Loss: 0.038 Epoch 45 Batch 202/538 - Train Accuracy: 0.961, Validation Accuracy: 0.957, Loss: 0.031 Epoch 45 Batch 203/538 - Train Accuracy: 0.958, Validation Accuracy: 0.955, Loss: 0.036 Epoch 45 Batch 204/538 - Train Accuracy: 0.956, Validation Accuracy: 0.960, Loss: 0.042 Epoch 45 Batch 205/538 - Train Accuracy: 0.955, Validation Accuracy: 0.958, Loss: 0.031 Epoch 45 Batch 206/538 - Train Accuracy: 0.975, Validation Accuracy: 0.960, Loss: 0.031 Epoch 45 Batch 207/538 - Train Accuracy: 0.964, Validation Accuracy: 0.960, Loss: 0.035 Epoch 45 Batch 208/538 - Train Accuracy: 0.961, Validation Accuracy: 0.957, Loss: 0.036 Epoch 45 Batch 209/538 - Train Accuracy: 0.957, Validation Accuracy: 0.955, Loss: 0.029 Epoch 45 Batch 210/538 - Train Accuracy: 0.965, Validation Accuracy: 0.955, Loss: 0.038 Epoch 45 Batch 211/538 - Train Accuracy: 0.958, Validation Accuracy: 0.955, Loss: 0.029 Epoch 45 Batch 212/538 - Train Accuracy: 0.967, Validation Accuracy: 0.957, Loss: 0.024 Epoch 45 Batch 213/538 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.030 Epoch 45 Batch 214/538 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.022 Epoch 45 Batch 215/538 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.030 Epoch 45 Batch 216/538 - Train Accuracy: 0.963, Validation Accuracy: 0.969, Loss: 0.030 Epoch 45 Batch 217/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.033 Epoch 45 Batch 218/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.025 Epoch 45 Batch 219/538 - Train Accuracy: 0.964, Validation Accuracy: 0.966, Loss: 0.034 Epoch 45 Batch 220/538 - Train Accuracy: 0.948, Validation Accuracy: 0.964, Loss: 0.029 Epoch 45 Batch 221/538 - Train Accuracy: 0.969, Validation Accuracy: 0.957, Loss: 0.023 Epoch 45 Batch 222/538 - Train Accuracy: 0.965, Validation Accuracy: 0.957, Loss: 0.025 Epoch 45 Batch 223/538 - Train Accuracy: 0.960, Validation Accuracy: 0.955, Loss: 0.032 Epoch 45 Batch 224/538 - Train Accuracy: 0.964, Validation Accuracy: 0.957, Loss: 0.034 Epoch 45 Batch 225/538 - Train Accuracy: 0.963, Validation Accuracy: 0.957, Loss: 0.035 Epoch 45 Batch 226/538 - Train Accuracy: 0.962, Validation Accuracy: 0.959, Loss: 0.038 Epoch 45 Batch 227/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.027 Epoch 45 Batch 228/538 - Train Accuracy: 0.950, Validation Accuracy: 0.966, Loss: 0.035 Epoch 45 Batch 229/538 - Train Accuracy: 0.958, Validation Accuracy: 0.965, Loss: 0.033 Epoch 45 Batch 230/538 - Train Accuracy: 0.959, Validation Accuracy: 0.965, Loss: 0.029 Epoch 45 Batch 231/538 - Train Accuracy: 0.961, Validation Accuracy: 0.965, Loss: 0.033 Epoch 45 Batch 232/538 - Train Accuracy: 0.968, Validation Accuracy: 0.965, Loss: 0.030 Epoch 45 Batch 233/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.034 Epoch 45 Batch 234/538 - Train Accuracy: 0.970, Validation Accuracy: 0.960, Loss: 0.026 Epoch 45 Batch 235/538 - Train Accuracy: 0.966, Validation Accuracy: 0.958, Loss: 0.028 Epoch 45 Batch 236/538 - Train Accuracy: 0.957, Validation Accuracy: 0.956, Loss: 0.028 Epoch 45 Batch 237/538 - Train Accuracy: 0.957, Validation Accuracy: 0.953, Loss: 0.022 Epoch 45 Batch 238/538 - Train Accuracy: 0.966, Validation Accuracy: 0.953, Loss: 0.028 Epoch 45 Batch 239/538 - Train Accuracy: 0.961, Validation Accuracy: 0.956, Loss: 0.033 Epoch 45 Batch 240/538 - Train Accuracy: 0.962, Validation Accuracy: 0.957, Loss: 0.029 Epoch 45 Batch 241/538 - Train Accuracy: 0.955, Validation Accuracy: 0.957, Loss: 0.032 Epoch 45 Batch 242/538 - Train Accuracy: 0.965, Validation Accuracy: 0.959, Loss: 0.027 Epoch 45 Batch 243/538 - Train Accuracy: 0.963, Validation Accuracy: 0.961, Loss: 0.027 Epoch 45 Batch 244/538 - Train Accuracy: 0.961, Validation Accuracy: 0.961, Loss: 0.030 Epoch 45 Batch 245/538 - Train Accuracy: 0.952, Validation Accuracy: 0.961, Loss: 0.040 Epoch 45 Batch 246/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.024 Epoch 45 Batch 247/538 - Train Accuracy: 0.944, Validation Accuracy: 0.955, Loss: 0.035 Epoch 45 Batch 248/538 - Train Accuracy: 0.958, Validation Accuracy: 0.960, Loss: 0.034 Epoch 45 Batch 249/538 - Train Accuracy: 0.966, Validation Accuracy: 0.955, Loss: 0.024 Epoch 45 Batch 250/538 - Train Accuracy: 0.967, Validation Accuracy: 0.951, Loss: 0.029 Epoch 45 Batch 251/538 - Train Accuracy: 0.966, Validation Accuracy: 0.945, Loss: 0.021 Epoch 45 Batch 252/538 - Train Accuracy: 0.952, Validation Accuracy: 0.945, Loss: 0.029 Epoch 45 Batch 253/538 - Train Accuracy: 0.967, Validation Accuracy: 0.956, Loss: 0.027 Epoch 45 Batch 254/538 - Train Accuracy: 0.945, Validation Accuracy: 0.958, Loss: 0.037 Epoch 45 Batch 255/538 - Train Accuracy: 0.967, Validation Accuracy: 0.958, Loss: 0.031 Epoch 45 Batch 256/538 - Train Accuracy: 0.964, Validation Accuracy: 0.959, Loss: 0.029 Epoch 45 Batch 257/538 - Train Accuracy: 0.976, Validation Accuracy: 0.962, Loss: 0.027 Epoch 45 Batch 258/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.027 Epoch 45 Batch 259/538 - Train Accuracy: 0.978, Validation Accuracy: 0.964, Loss: 0.022 Epoch 45 Batch 260/538 - Train Accuracy: 0.948, Validation Accuracy: 0.964, Loss: 0.033 Epoch 45 Batch 261/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.032 Epoch 45 Batch 262/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.028 Epoch 45 Batch 263/538 - Train Accuracy: 0.953, Validation Accuracy: 0.962, Loss: 0.034 Epoch 45 Batch 264/538 - Train Accuracy: 0.964, Validation Accuracy: 0.960, Loss: 0.029 Epoch 45 Batch 265/538 - Train Accuracy: 0.950, Validation Accuracy: 0.960, Loss: 0.035 Epoch 45 Batch 266/538 - Train Accuracy: 0.958, Validation Accuracy: 0.961, Loss: 0.032 Epoch 45 Batch 267/538 - Train Accuracy: 0.962, Validation Accuracy: 0.961, Loss: 0.025 Epoch 45 Batch 268/538 - Train Accuracy: 0.971, Validation Accuracy: 0.961, Loss: 0.024 Epoch 45 Batch 269/538 - Train Accuracy: 0.967, Validation Accuracy: 0.961, Loss: 0.030 Epoch 45 Batch 270/538 - Train Accuracy: 0.961, Validation Accuracy: 0.961, Loss: 0.032 Epoch 45 Batch 271/538 - Train Accuracy: 0.964, Validation Accuracy: 0.961, Loss: 0.025 Epoch 45 Batch 272/538 - Train Accuracy: 0.961, Validation Accuracy: 0.962, Loss: 0.036 Epoch 45 Batch 273/538 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.027 Epoch 45 Batch 274/538 - Train Accuracy: 0.944, Validation Accuracy: 0.963, Loss: 0.032 Epoch 45 Batch 275/538 - Train Accuracy: 0.957, Validation Accuracy: 0.963, Loss: 0.040 Epoch 45 Batch 276/538 - Train Accuracy: 0.957, Validation Accuracy: 0.961, Loss: 0.038 Epoch 45 Batch 277/538 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.020 Epoch 45 Batch 278/538 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.025 Epoch 45 Batch 279/538 - Train Accuracy: 0.961, Validation Accuracy: 0.965, Loss: 0.030 Epoch 45 Batch 280/538 - Train Accuracy: 0.979, Validation Accuracy: 0.965, Loss: 0.023 Epoch 45 Batch 281/538 - Train Accuracy: 0.966, Validation Accuracy: 0.961, Loss: 0.031 Epoch 45 Batch 282/538 - Train Accuracy: 0.963, Validation Accuracy: 0.961, Loss: 0.030 Epoch 45 Batch 283/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.030 Epoch 45 Batch 284/538 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.036 Epoch 45 Batch 285/538 - Train Accuracy: 0.962, Validation Accuracy: 0.958, Loss: 0.027 Epoch 45 Batch 286/538 - Train Accuracy: 0.953, Validation Accuracy: 0.958, Loss: 0.035 Epoch 45 Batch 287/538 - Train Accuracy: 0.974, Validation Accuracy: 0.960, Loss: 0.021 Epoch 45 Batch 288/538 - Train Accuracy: 0.958, Validation Accuracy: 0.961, Loss: 0.028 Epoch 45 Batch 289/538 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.026 Epoch 45 Batch 290/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.025 Epoch 45 Batch 291/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.031 Epoch 45 Batch 292/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.021 Epoch 45 Batch 293/538 - Train Accuracy: 0.957, Validation Accuracy: 0.973, Loss: 0.023 Epoch 45 Batch 294/538 - Train Accuracy: 0.965, Validation Accuracy: 0.971, Loss: 0.025 Epoch 45 Batch 295/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.027 Epoch 45 Batch 296/538 - Train Accuracy: 0.954, Validation Accuracy: 0.970, Loss: 0.034 Epoch 45 Batch 297/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.026 Epoch 45 Batch 298/538 - Train Accuracy: 0.961, Validation Accuracy: 0.967, Loss: 0.026 Epoch 45 Batch 299/538 - Train Accuracy: 0.961, Validation Accuracy: 0.963, Loss: 0.032 Epoch 45 Batch 300/538 - Train Accuracy: 0.965, Validation Accuracy: 0.964, Loss: 0.030 Epoch 45 Batch 301/538 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.032 Epoch 45 Batch 302/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.030 Epoch 45 Batch 303/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.031 Epoch 45 Batch 304/538 - Train Accuracy: 0.971, Validation Accuracy: 0.961, Loss: 0.041 Epoch 45 Batch 305/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.024 Epoch 45 Batch 306/538 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.031 Epoch 45 Batch 307/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.025 Epoch 45 Batch 308/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.026 Epoch 45 Batch 309/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.026 Epoch 45 Batch 310/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.038 Epoch 45 Batch 311/538 - Train Accuracy: 0.962, Validation Accuracy: 0.968, Loss: 0.033 Epoch 45 Batch 312/538 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.030 Epoch 45 Batch 313/538 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.033 Epoch 45 Batch 314/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.031 Epoch 45 Batch 315/538 - Train Accuracy: 0.979, Validation Accuracy: 0.967, Loss: 0.025 Epoch 45 Batch 316/538 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.021 Epoch 45 Batch 317/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.027 Epoch 45 Batch 318/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.027 Epoch 45 Batch 319/538 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.032 Epoch 45 Batch 320/538 - Train Accuracy: 0.971, Validation Accuracy: 0.961, Loss: 0.026 Epoch 45 Batch 321/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.025 Epoch 45 Batch 322/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.027 Epoch 45 Batch 323/538 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.024 Epoch 45 Batch 324/538 - Train Accuracy: 0.968, Validation Accuracy: 0.962, Loss: 0.024 Epoch 45 Batch 325/538 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.024 Epoch 45 Batch 326/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.030 Epoch 45 Batch 327/538 - Train Accuracy: 0.964, Validation Accuracy: 0.970, Loss: 0.031 Epoch 45 Batch 328/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.022 Epoch 45 Batch 329/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.024 Epoch 45 Batch 330/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.029 Epoch 45 Batch 331/538 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.027 Epoch 45 Batch 332/538 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.031 Epoch 45 Batch 333/538 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.024 Epoch 45 Batch 334/538 - Train Accuracy: 0.970, Validation Accuracy: 0.961, Loss: 0.026 Epoch 45 Batch 335/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.026 Epoch 45 Batch 336/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.024 Epoch 45 Batch 337/538 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.031 Epoch 45 Batch 338/538 - Train Accuracy: 0.977, Validation Accuracy: 0.962, Loss: 0.035 Epoch 45 Batch 339/538 - Train Accuracy: 0.966, Validation Accuracy: 0.961, Loss: 0.028 Epoch 45 Batch 340/538 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.031 Epoch 45 Batch 341/538 - Train Accuracy: 0.953, Validation Accuracy: 0.960, Loss: 0.025 Epoch 45 Batch 342/538 - Train Accuracy: 0.960, Validation Accuracy: 0.960, Loss: 0.032 Epoch 45 Batch 343/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.031 Epoch 45 Batch 344/538 - Train Accuracy: 0.964, Validation Accuracy: 0.966, Loss: 0.029 Epoch 45 Batch 345/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.028 Epoch 45 Batch 346/538 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.032 Epoch 45 Batch 347/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.030 Epoch 45 Batch 348/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.025 Epoch 45 Batch 349/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.020 Epoch 45 Batch 350/538 - Train Accuracy: 0.964, Validation Accuracy: 0.958, Loss: 0.034 Epoch 45 Batch 351/538 - Train Accuracy: 0.955, Validation Accuracy: 0.956, Loss: 0.032 Epoch 45 Batch 352/538 - Train Accuracy: 0.950, Validation Accuracy: 0.956, Loss: 0.045 Epoch 45 Batch 353/538 - Train Accuracy: 0.966, Validation Accuracy: 0.958, Loss: 0.037 Epoch 45 Batch 354/538 - Train Accuracy: 0.963, Validation Accuracy: 0.959, Loss: 0.036 Epoch 45 Batch 355/538 - Train Accuracy: 0.968, Validation Accuracy: 0.960, Loss: 0.029 Epoch 45 Batch 356/538 - Train Accuracy: 0.964, Validation Accuracy: 0.959, Loss: 0.024 Epoch 45 Batch 357/538 - Train Accuracy: 0.975, Validation Accuracy: 0.960, Loss: 0.027 Epoch 45 Batch 358/538 - Train Accuracy: 0.973, Validation Accuracy: 0.958, Loss: 0.024 Epoch 45 Batch 359/538 - Train Accuracy: 0.967, Validation Accuracy: 0.964, Loss: 0.032 Epoch 45 Batch 360/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.030 Epoch 45 Batch 361/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.026 Epoch 45 Batch 362/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.025 Epoch 45 Batch 363/538 - Train Accuracy: 0.967, Validation Accuracy: 0.967, Loss: 0.032 Epoch 45 Batch 364/538 - Train Accuracy: 0.956, Validation Accuracy: 0.965, Loss: 0.044 Epoch 45 Batch 365/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.029 Epoch 45 Batch 366/538 - Train Accuracy: 0.975, Validation Accuracy: 0.960, Loss: 0.030 Epoch 45 Batch 367/538 - Train Accuracy: 0.976, Validation Accuracy: 0.960, Loss: 0.020 Epoch 45 Batch 368/538 - Train Accuracy: 0.969, Validation Accuracy: 0.962, Loss: 0.025 Epoch 45 Batch 369/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.026 Epoch 45 Batch 370/538 - Train Accuracy: 0.962, Validation Accuracy: 0.964, Loss: 0.034 Epoch 45 Batch 371/538 - Train Accuracy: 0.978, Validation Accuracy: 0.964, Loss: 0.033 Epoch 45 Batch 372/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.029 Epoch 45 Batch 373/538 - Train Accuracy: 0.965, Validation Accuracy: 0.964, Loss: 0.022 Epoch 45 Batch 374/538 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.025 Epoch 45 Batch 375/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.026 Epoch 45 Batch 376/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.028 Epoch 45 Batch 377/538 - Train Accuracy: 0.963, Validation Accuracy: 0.968, Loss: 0.037 Epoch 45 Batch 378/538 - Train Accuracy: 0.961, Validation Accuracy: 0.968, Loss: 0.025 Epoch 45 Batch 379/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.031 Epoch 45 Batch 380/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.025 Epoch 45 Batch 381/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.027 Epoch 45 Batch 382/538 - Train Accuracy: 0.945, Validation Accuracy: 0.965, Loss: 0.035 Epoch 45 Batch 383/538 - Train Accuracy: 0.965, Validation Accuracy: 0.966, Loss: 0.025 Epoch 45 Batch 384/538 - Train Accuracy: 0.962, Validation Accuracy: 0.967, Loss: 0.026 Epoch 45 Batch 385/538 - Train Accuracy: 0.963, Validation Accuracy: 0.965, Loss: 0.028 Epoch 45 Batch 386/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.027 Epoch 45 Batch 387/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.028 Epoch 45 Batch 388/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.026 Epoch 45 Batch 389/538 - Train Accuracy: 0.962, Validation Accuracy: 0.966, Loss: 0.036 Epoch 45 Batch 390/538 - Train Accuracy: 0.968, Validation Accuracy: 0.962, Loss: 0.025 Epoch 45 Batch 391/538 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.032 Epoch 45 Batch 392/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.029 Epoch 45 Batch 393/538 - Train Accuracy: 0.970, Validation Accuracy: 0.964, Loss: 0.033 Epoch 45 Batch 394/538 - Train Accuracy: 0.959, Validation Accuracy: 0.962, Loss: 0.028 Epoch 45 Batch 395/538 - Train Accuracy: 0.963, Validation Accuracy: 0.960, Loss: 0.040 Epoch 45 Batch 396/538 - Train Accuracy: 0.967, Validation Accuracy: 0.964, Loss: 0.025 Epoch 45 Batch 397/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.027 Epoch 45 Batch 398/538 - Train Accuracy: 0.967, Validation Accuracy: 0.964, Loss: 0.025 Epoch 45 Batch 399/538 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.032 Epoch 45 Batch 400/538 - Train Accuracy: 0.975, Validation Accuracy: 0.965, Loss: 0.028 Epoch 45 Batch 401/538 - Train Accuracy: 0.965, Validation Accuracy: 0.966, Loss: 0.028 Epoch 45 Batch 402/538 - Train Accuracy: 0.974, Validation Accuracy: 0.963, Loss: 0.027 Epoch 45 Batch 403/538 - Train Accuracy: 0.966, Validation Accuracy: 0.962, Loss: 0.034 Epoch 45 Batch 404/538 - Train Accuracy: 0.968, Validation Accuracy: 0.967, Loss: 0.033 Epoch 45 Batch 405/538 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.027 Epoch 45 Batch 406/538 - Train Accuracy: 0.962, Validation Accuracy: 0.970, Loss: 0.034 Epoch 45 Batch 407/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.030 Epoch 45 Batch 408/538 - Train Accuracy: 0.951, Validation Accuracy: 0.966, Loss: 0.038 Epoch 45 Batch 409/538 - Train Accuracy: 0.954, Validation Accuracy: 0.969, Loss: 0.033 Epoch 45 Batch 410/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.031 Epoch 45 Batch 411/538 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.034 Epoch 45 Batch 412/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.021 Epoch 45 Batch 413/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.031 Epoch 45 Batch 414/538 - Train Accuracy: 0.958, Validation Accuracy: 0.971, Loss: 0.047 Epoch 45 Batch 415/538 - Train Accuracy: 0.958, Validation Accuracy: 0.972, Loss: 0.032 Epoch 45 Batch 416/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.037 Epoch 45 Batch 417/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.030 Epoch 45 Batch 418/538 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.032 Epoch 45 Batch 419/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.027 Epoch 45 Batch 420/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.033 Epoch 45 Batch 421/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.025 Epoch 45 Batch 422/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.034 Epoch 45 Batch 423/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.029 Epoch 45 Batch 424/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.036 Epoch 45 Batch 425/538 - Train Accuracy: 0.965, Validation Accuracy: 0.965, Loss: 0.044 Epoch 45 Batch 426/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.030 Epoch 45 Batch 427/538 - Train Accuracy: 0.960, Validation Accuracy: 0.968, Loss: 0.033 Epoch 45 Batch 428/538 - Train Accuracy: 0.964, Validation Accuracy: 0.967, Loss: 0.030 Epoch 45 Batch 429/538 - Train Accuracy: 0.978, Validation Accuracy: 0.967, Loss: 0.031 Epoch 45 Batch 430/538 - Train Accuracy: 0.954, Validation Accuracy: 0.964, Loss: 0.032 Epoch 45 Batch 431/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.030 Epoch 45 Batch 432/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.039 Epoch 45 Batch 433/538 - Train Accuracy: 0.957, Validation Accuracy: 0.967, Loss: 0.052 Epoch 45 Batch 434/538 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.029 Epoch 45 Batch 435/538 - Train Accuracy: 0.964, Validation Accuracy: 0.970, Loss: 0.031 Epoch 45 Batch 436/538 - Train Accuracy: 0.964, Validation Accuracy: 0.970, Loss: 0.032 Epoch 45 Batch 437/538 - Train Accuracy: 0.976, Validation Accuracy: 0.965, Loss: 0.031 Epoch 45 Batch 438/538 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.025 Epoch 45 Batch 439/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.031 Epoch 45 Batch 440/538 - Train Accuracy: 0.975, Validation Accuracy: 0.965, Loss: 0.030 Epoch 45 Batch 441/538 - Train Accuracy: 0.956, Validation Accuracy: 0.966, Loss: 0.043 Epoch 45 Batch 442/538 - Train Accuracy: 0.966, Validation Accuracy: 0.962, Loss: 0.029 Epoch 45 Batch 443/538 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.029 Epoch 45 Batch 444/538 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.028 Epoch 45 Batch 445/538 - Train Accuracy: 0.968, Validation Accuracy: 0.962, Loss: 0.028 Epoch 45 Batch 446/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.028 Epoch 45 Batch 447/538 - Train Accuracy: 0.964, Validation Accuracy: 0.961, Loss: 0.024 Epoch 45 Batch 448/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.023 Epoch 45 Batch 449/538 - Train Accuracy: 0.976, Validation Accuracy: 0.964, Loss: 0.033 Epoch 45 Batch 450/538 - Train Accuracy: 0.959, Validation Accuracy: 0.961, Loss: 0.040 Epoch 45 Batch 451/538 - Train Accuracy: 0.963, Validation Accuracy: 0.960, Loss: 0.025 Epoch 45 Batch 452/538 - Train Accuracy: 0.975, Validation Accuracy: 0.961, Loss: 0.030 Epoch 45 Batch 453/538 - Train Accuracy: 0.963, Validation Accuracy: 0.961, Loss: 0.035 Epoch 45 Batch 454/538 - Train Accuracy: 0.958, Validation Accuracy: 0.959, Loss: 0.033 Epoch 45 Batch 455/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.027 Epoch 45 Batch 456/538 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.057 Epoch 45 Batch 457/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.023 Epoch 45 Batch 458/538 - Train Accuracy: 0.969, Validation Accuracy: 0.959, Loss: 0.026 Epoch 45 Batch 459/538 - Train Accuracy: 0.973, Validation Accuracy: 0.959, Loss: 0.028 Epoch 45 Batch 460/538 - Train Accuracy: 0.964, Validation Accuracy: 0.959, Loss: 0.034 Epoch 45 Batch 461/538 - Train Accuracy: 0.972, Validation Accuracy: 0.962, Loss: 0.028 Epoch 45 Batch 462/538 - Train Accuracy: 0.961, Validation Accuracy: 0.966, Loss: 0.032 Epoch 45 Batch 463/538 - Train Accuracy: 0.957, Validation Accuracy: 0.966, Loss: 0.038 Epoch 45 Batch 464/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.024 Epoch 45 Batch 465/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.025 Epoch 45 Batch 466/538 - Train Accuracy: 0.953, Validation Accuracy: 0.966, Loss: 0.029 Epoch 45 Batch 467/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.033 Epoch 45 Batch 468/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.041 Epoch 45 Batch 469/538 - Train Accuracy: 0.957, Validation Accuracy: 0.970, Loss: 0.030 Epoch 45 Batch 470/538 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.028 Epoch 45 Batch 471/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.023 Epoch 45 Batch 472/538 - Train Accuracy: 0.986, Validation Accuracy: 0.968, Loss: 0.020 Epoch 45 Batch 473/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.025 Epoch 45 Batch 474/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.022 Epoch 45 Batch 475/538 - Train Accuracy: 0.977, Validation Accuracy: 0.961, Loss: 0.024 Epoch 45 Batch 476/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.025 Epoch 45 Batch 477/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.035 Epoch 45 Batch 478/538 - Train Accuracy: 0.978, Validation Accuracy: 0.964, Loss: 0.021 Epoch 45 Batch 479/538 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.027 Epoch 45 Batch 480/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.032 Epoch 45 Batch 481/538 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.032 Epoch 45 Batch 482/538 - Train Accuracy: 0.959, Validation Accuracy: 0.964, Loss: 0.026 Epoch 45 Batch 483/538 - Train Accuracy: 0.962, Validation Accuracy: 0.964, Loss: 0.035 Epoch 45 Batch 484/538 - Train Accuracy: 0.960, Validation Accuracy: 0.966, Loss: 0.032 Epoch 45 Batch 485/538 - Train Accuracy: 0.965, Validation Accuracy: 0.966, Loss: 0.032 Epoch 45 Batch 486/538 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.023 Epoch 45 Batch 487/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.025 Epoch 45 Batch 488/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.022 Epoch 45 Batch 489/538 - Train Accuracy: 0.963, Validation Accuracy: 0.969, Loss: 0.028 Epoch 45 Batch 490/538 - Train Accuracy: 0.956, Validation Accuracy: 0.969, Loss: 0.026 Epoch 45 Batch 491/538 - Train Accuracy: 0.957, Validation Accuracy: 0.969, Loss: 0.033 Epoch 45 Batch 492/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.025 Epoch 45 Batch 493/538 - Train Accuracy: 0.959, Validation Accuracy: 0.971, Loss: 0.030 Epoch 45 Batch 494/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.030 Epoch 45 Batch 495/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.030 Epoch 45 Batch 496/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.026 Epoch 45 Batch 497/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.027 Epoch 45 Batch 498/538 - Train Accuracy: 0.967, Validation Accuracy: 0.967, Loss: 0.029 Epoch 45 Batch 499/538 - Train Accuracy: 0.968, Validation Accuracy: 0.967, Loss: 0.030 Epoch 45 Batch 500/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.021 Epoch 45 Batch 501/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.027 Epoch 45 Batch 502/538 - Train Accuracy: 0.963, Validation Accuracy: 0.967, Loss: 0.021 Epoch 45 Batch 503/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.029 Epoch 45 Batch 504/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.023 Epoch 45 Batch 505/538 - Train Accuracy: 0.961, Validation Accuracy: 0.970, Loss: 0.022 Epoch 45 Batch 506/538 - Train Accuracy: 0.967, Validation Accuracy: 0.972, Loss: 0.025 Epoch 45 Batch 507/538 - Train Accuracy: 0.966, Validation Accuracy: 0.972, Loss: 0.035 Epoch 45 Batch 508/538 - Train Accuracy: 0.963, Validation Accuracy: 0.974, Loss: 0.030 Epoch 45 Batch 509/538 - Train Accuracy: 0.963, Validation Accuracy: 0.972, Loss: 0.034 Epoch 45 Batch 510/538 - Train Accuracy: 0.964, Validation Accuracy: 0.972, Loss: 0.024 Epoch 45 Batch 511/538 - Train Accuracy: 0.961, Validation Accuracy: 0.970, Loss: 0.031 Epoch 45 Batch 512/538 - Train Accuracy: 0.968, Validation Accuracy: 0.970, Loss: 0.031 Epoch 45 Batch 513/538 - Train Accuracy: 0.959, Validation Accuracy: 0.966, Loss: 0.024 Epoch 45 Batch 514/538 - Train Accuracy: 0.962, Validation Accuracy: 0.966, Loss: 0.022 Epoch 45 Batch 515/538 - Train Accuracy: 0.958, Validation Accuracy: 0.966, Loss: 0.036 Epoch 45 Batch 516/538 - Train Accuracy: 0.959, Validation Accuracy: 0.968, Loss: 0.029 Epoch 45 Batch 517/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.026 Epoch 45 Batch 518/538 - Train Accuracy: 0.958, Validation Accuracy: 0.967, Loss: 0.037 Epoch 45 Batch 519/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.030 Epoch 45 Batch 520/538 - Train Accuracy: 0.965, Validation Accuracy: 0.969, Loss: 0.037 Epoch 45 Batch 521/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.037 Epoch 45 Batch 522/538 - Train Accuracy: 0.967, Validation Accuracy: 0.968, Loss: 0.025 Epoch 45 Batch 523/538 - Train Accuracy: 0.967, Validation Accuracy: 0.965, Loss: 0.036 Epoch 45 Batch 524/538 - Train Accuracy: 0.968, Validation Accuracy: 0.965, Loss: 0.025 Epoch 45 Batch 525/538 - Train Accuracy: 0.970, Validation Accuracy: 0.960, Loss: 0.028 Epoch 45 Batch 526/538 - Train Accuracy: 0.961, Validation Accuracy: 0.958, Loss: 0.021 Epoch 45 Batch 527/538 - Train Accuracy: 0.969, Validation Accuracy: 0.958, Loss: 0.027 Epoch 45 Batch 528/538 - Train Accuracy: 0.973, Validation Accuracy: 0.962, Loss: 0.032 Epoch 45 Batch 529/538 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.031 Epoch 45 Batch 530/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.027 Epoch 45 Batch 531/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.036 Epoch 45 Batch 532/538 - Train Accuracy: 0.951, Validation Accuracy: 0.961, Loss: 0.024 Epoch 45 Batch 533/538 - Train Accuracy: 0.964, Validation Accuracy: 0.961, Loss: 0.031 Epoch 45 Batch 534/538 - Train Accuracy: 0.963, Validation Accuracy: 0.959, Loss: 0.026 Epoch 45 Batch 535/538 - Train Accuracy: 0.968, Validation Accuracy: 0.959, Loss: 0.030 Epoch 45 Batch 536/538 - Train Accuracy: 0.974, Validation Accuracy: 0.959, Loss: 0.031 Epoch 46 Batch 0/538 - Train Accuracy: 0.972, Validation Accuracy: 0.959, Loss: 0.027 Epoch 46 Batch 1/538 - Train Accuracy: 0.974, Validation Accuracy: 0.957, Loss: 0.033 Epoch 46 Batch 2/538 - Train Accuracy: 0.970, Validation Accuracy: 0.952, Loss: 0.032 Epoch 46 Batch 3/538 - Train Accuracy: 0.960, Validation Accuracy: 0.950, Loss: 0.029 Epoch 46 Batch 4/538 - Train Accuracy: 0.973, Validation Accuracy: 0.948, Loss: 0.027 Epoch 46 Batch 5/538 - Train Accuracy: 0.966, Validation Accuracy: 0.948, Loss: 0.029 Epoch 46 Batch 6/538 - Train Accuracy: 0.961, Validation Accuracy: 0.947, Loss: 0.029 Epoch 46 Batch 7/538 - Train Accuracy: 0.966, Validation Accuracy: 0.945, Loss: 0.023 Epoch 46 Batch 8/538 - Train Accuracy: 0.972, Validation Accuracy: 0.952, Loss: 0.026 Epoch 46 Batch 9/538 - Train Accuracy: 0.956, Validation Accuracy: 0.959, Loss: 0.024 Epoch 46 Batch 10/538 - Train Accuracy: 0.970, Validation Accuracy: 0.961, Loss: 0.026 Epoch 46 Batch 11/538 - Train Accuracy: 0.963, Validation Accuracy: 0.961, Loss: 0.027 Epoch 46 Batch 12/538 - Train Accuracy: 0.957, Validation Accuracy: 0.961, Loss: 0.027 Epoch 46 Batch 13/538 - Train Accuracy: 0.967, Validation Accuracy: 0.961, Loss: 0.030 Epoch 46 Batch 14/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.030 Epoch 46 Batch 15/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.023 Epoch 46 Batch 16/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.028 Epoch 46 Batch 17/538 - Train Accuracy: 0.970, Validation Accuracy: 0.964, Loss: 0.032 Epoch 46 Batch 18/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.033 Epoch 46 Batch 19/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.025 Epoch 46 Batch 20/538 - Train Accuracy: 0.967, Validation Accuracy: 0.961, Loss: 0.036 Epoch 46 Batch 21/538 - Train Accuracy: 0.976, Validation Accuracy: 0.961, Loss: 0.019 Epoch 46 Batch 22/538 - Train Accuracy: 0.962, Validation Accuracy: 0.963, Loss: 0.025 Epoch 46 Batch 23/538 - Train Accuracy: 0.971, Validation Accuracy: 0.961, Loss: 0.034 Epoch 46 Batch 24/538 - Train Accuracy: 0.964, Validation Accuracy: 0.961, Loss: 0.031 Epoch 46 Batch 25/538 - Train Accuracy: 0.958, Validation Accuracy: 0.961, Loss: 0.031 Epoch 46 Batch 26/538 - Train Accuracy: 0.963, Validation Accuracy: 0.961, Loss: 0.036 Epoch 46 Batch 27/538 - Train Accuracy: 0.973, Validation Accuracy: 0.958, Loss: 0.022 Epoch 46 Batch 28/538 - Train Accuracy: 0.965, Validation Accuracy: 0.962, Loss: 0.030 Epoch 46 Batch 29/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.024 Epoch 46 Batch 30/538 - Train Accuracy: 0.951, Validation Accuracy: 0.968, Loss: 0.033 Epoch 46 Batch 31/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.022 Epoch 46 Batch 32/538 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.018 Epoch 46 Batch 33/538 - Train Accuracy: 0.963, Validation Accuracy: 0.967, Loss: 0.034 Epoch 46 Batch 34/538 - Train Accuracy: 0.956, Validation Accuracy: 0.965, Loss: 0.039 Epoch 46 Batch 35/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.023 Epoch 46 Batch 36/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.022 Epoch 46 Batch 37/538 - Train Accuracy: 0.959, Validation Accuracy: 0.969, Loss: 0.025 Epoch 46 Batch 38/538 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.024 Epoch 46 Batch 39/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.030 Epoch 46 Batch 40/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.026 Epoch 46 Batch 41/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.024 Epoch 46 Batch 42/538 - Train Accuracy: 0.958, Validation Accuracy: 0.967, Loss: 0.027 Epoch 46 Batch 43/538 - Train Accuracy: 0.949, Validation Accuracy: 0.967, Loss: 0.038 Epoch 46 Batch 44/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.026 Epoch 46 Batch 45/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.025 Epoch 46 Batch 46/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.023 Epoch 46 Batch 47/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.035 Epoch 46 Batch 48/538 - Train Accuracy: 0.964, Validation Accuracy: 0.962, Loss: 0.027 Epoch 46 Batch 49/538 - Train Accuracy: 0.957, Validation Accuracy: 0.962, Loss: 0.027 Epoch 46 Batch 50/538 - Train Accuracy: 0.968, Validation Accuracy: 0.962, Loss: 0.030 Epoch 46 Batch 51/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.035 Epoch 46 Batch 52/538 - Train Accuracy: 0.967, Validation Accuracy: 0.964, Loss: 0.025 Epoch 46 Batch 53/538 - Train Accuracy: 0.947, Validation Accuracy: 0.964, Loss: 0.032 Epoch 46 Batch 54/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.028 Epoch 46 Batch 55/538 - Train Accuracy: 0.968, Validation Accuracy: 0.965, Loss: 0.025 Epoch 46 Batch 56/538 - Train Accuracy: 0.972, Validation Accuracy: 0.962, Loss: 0.031 Epoch 46 Batch 57/538 - Train Accuracy: 0.956, Validation Accuracy: 0.964, Loss: 0.033 Epoch 46 Batch 58/538 - Train Accuracy: 0.961, Validation Accuracy: 0.966, Loss: 0.026 Epoch 46 Batch 59/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.026 Epoch 46 Batch 60/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.034 Epoch 46 Batch 61/538 - Train Accuracy: 0.960, Validation Accuracy: 0.963, Loss: 0.029 Epoch 46 Batch 62/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.026 Epoch 46 Batch 63/538 - Train Accuracy: 0.973, Validation Accuracy: 0.963, Loss: 0.028 Epoch 46 Batch 64/538 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.031 Epoch 46 Batch 65/538 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.034 Epoch 46 Batch 66/538 - Train Accuracy: 0.976, Validation Accuracy: 0.963, Loss: 0.023 Epoch 46 Batch 67/538 - Train Accuracy: 0.979, Validation Accuracy: 0.963, Loss: 0.026 Epoch 46 Batch 68/538 - Train Accuracy: 0.967, Validation Accuracy: 0.962, Loss: 0.023 Epoch 46 Batch 69/538 - Train Accuracy: 0.972, Validation Accuracy: 0.962, Loss: 0.027 Epoch 46 Batch 70/538 - Train Accuracy: 0.968, Validation Accuracy: 0.962, Loss: 0.023 Epoch 46 Batch 71/538 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.034 Epoch 46 Batch 72/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.050 Epoch 46 Batch 73/538 - Train Accuracy: 0.964, Validation Accuracy: 0.962, Loss: 0.030 Epoch 46 Batch 74/538 - Train Accuracy: 0.977, Validation Accuracy: 0.962, Loss: 0.029 Epoch 46 Batch 75/538 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.027 Epoch 46 Batch 76/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.031 Epoch 46 Batch 77/538 - Train Accuracy: 0.969, Validation Accuracy: 0.959, Loss: 0.023 Epoch 46 Batch 78/538 - Train Accuracy: 0.956, Validation Accuracy: 0.961, Loss: 0.027 Epoch 46 Batch 79/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.019 Epoch 46 Batch 80/538 - Train Accuracy: 0.965, Validation Accuracy: 0.965, Loss: 0.028 Epoch 46 Batch 81/538 - Train Accuracy: 0.960, Validation Accuracy: 0.965, Loss: 0.031 Epoch 46 Batch 82/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.027 Epoch 46 Batch 83/538 - Train Accuracy: 0.965, Validation Accuracy: 0.969, Loss: 0.032 Epoch 46 Batch 84/538 - Train Accuracy: 0.958, Validation Accuracy: 0.968, Loss: 0.030 Epoch 46 Batch 85/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.029 Epoch 46 Batch 86/538 - Train Accuracy: 0.977, Validation Accuracy: 0.961, Loss: 0.024 Epoch 46 Batch 87/538 - Train Accuracy: 0.954, Validation Accuracy: 0.961, Loss: 0.031 Epoch 46 Batch 88/538 - Train Accuracy: 0.969, Validation Accuracy: 0.959, Loss: 0.027 Epoch 46 Batch 89/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.028 Epoch 46 Batch 90/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.037 Epoch 46 Batch 91/538 - Train Accuracy: 0.960, Validation Accuracy: 0.963, Loss: 0.034 Epoch 46 Batch 92/538 - Train Accuracy: 0.963, Validation Accuracy: 0.963, Loss: 0.031 Epoch 46 Batch 93/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.028 Epoch 46 Batch 94/538 - Train Accuracy: 0.960, Validation Accuracy: 0.962, Loss: 0.023 Epoch 46 Batch 95/538 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.019 Epoch 46 Batch 96/538 - Train Accuracy: 0.968, Validation Accuracy: 0.962, Loss: 0.026 Epoch 46 Batch 97/538 - Train Accuracy: 0.964, Validation Accuracy: 0.962, Loss: 0.025 Epoch 46 Batch 98/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.033 Epoch 46 Batch 99/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.027 Epoch 46 Batch 100/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.023 Epoch 46 Batch 101/538 - Train Accuracy: 0.958, Validation Accuracy: 0.965, Loss: 0.034 Epoch 46 Batch 102/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.033 Epoch 46 Batch 103/538 - Train Accuracy: 0.965, Validation Accuracy: 0.971, Loss: 0.028 Epoch 46 Batch 104/538 - Train Accuracy: 0.967, Validation Accuracy: 0.971, Loss: 0.030 Epoch 46 Batch 105/538 - Train Accuracy: 0.969, Validation Accuracy: 0.971, Loss: 0.020 Epoch 46 Batch 106/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.022 Epoch 46 Batch 107/538 - Train Accuracy: 0.959, Validation Accuracy: 0.964, Loss: 0.032 Epoch 46 Batch 108/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.034 Epoch 46 Batch 109/538 - Train Accuracy: 0.962, Validation Accuracy: 0.967, Loss: 0.023 Epoch 46 Batch 110/538 - Train Accuracy: 0.968, Validation Accuracy: 0.967, Loss: 0.024 Epoch 46 Batch 111/538 - Train Accuracy: 0.966, Validation Accuracy: 0.965, Loss: 0.026 Epoch 46 Batch 112/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.035 Epoch 46 Batch 113/538 - Train Accuracy: 0.953, Validation Accuracy: 0.960, Loss: 0.030 Epoch 46 Batch 114/538 - Train Accuracy: 0.968, Validation Accuracy: 0.958, Loss: 0.026 Epoch 46 Batch 115/538 - Train Accuracy: 0.978, Validation Accuracy: 0.958, Loss: 0.031 Epoch 46 Batch 116/538 - Train Accuracy: 0.957, Validation Accuracy: 0.964, Loss: 0.029 Epoch 46 Batch 117/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.027 Epoch 46 Batch 118/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.025 Epoch 46 Batch 119/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.024 Epoch 46 Batch 120/538 - Train Accuracy: 0.967, Validation Accuracy: 0.972, Loss: 0.025 Epoch 46 Batch 121/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.028 Epoch 46 Batch 122/538 - Train Accuracy: 0.961, Validation Accuracy: 0.969, Loss: 0.028 Epoch 46 Batch 123/538 - Train Accuracy: 0.954, Validation Accuracy: 0.968, Loss: 0.026 Epoch 46 Batch 124/538 - Train Accuracy: 0.952, Validation Accuracy: 0.968, Loss: 0.028 Epoch 46 Batch 125/538 - Train Accuracy: 0.964, Validation Accuracy: 0.968, Loss: 0.030 Epoch 46 Batch 126/538 - Train Accuracy: 0.957, Validation Accuracy: 0.968, Loss: 0.033 Epoch 46 Batch 127/538 - Train Accuracy: 0.954, Validation Accuracy: 0.966, Loss: 0.034 Epoch 46 Batch 128/538 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.027 Epoch 46 Batch 129/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.024 Epoch 46 Batch 130/538 - Train Accuracy: 0.959, Validation Accuracy: 0.964, Loss: 0.025 Epoch 46 Batch 131/538 - Train Accuracy: 0.978, Validation Accuracy: 0.966, Loss: 0.025 Epoch 46 Batch 132/538 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.022 Epoch 46 Batch 133/538 - Train Accuracy: 0.957, Validation Accuracy: 0.968, Loss: 0.026 Epoch 46 Batch 134/538 - Train Accuracy: 0.958, Validation Accuracy: 0.966, Loss: 0.037 Epoch 46 Batch 135/538 - Train Accuracy: 0.961, Validation Accuracy: 0.966, Loss: 0.039 Epoch 46 Batch 136/538 - Train Accuracy: 0.957, Validation Accuracy: 0.968, Loss: 0.029 Epoch 46 Batch 137/538 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.031 Epoch 46 Batch 138/538 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.029 Epoch 46 Batch 139/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.031 Epoch 46 Batch 140/538 - Train Accuracy: 0.957, Validation Accuracy: 0.964, Loss: 0.035 Epoch 46 Batch 141/538 - Train Accuracy: 0.967, Validation Accuracy: 0.964, Loss: 0.034 Epoch 46 Batch 142/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.031 Epoch 46 Batch 143/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.037 Epoch 46 Batch 144/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.030 Epoch 46 Batch 145/538 - Train Accuracy: 0.958, Validation Accuracy: 0.963, Loss: 0.037 Epoch 46 Batch 146/538 - Train Accuracy: 0.963, Validation Accuracy: 0.965, Loss: 0.026 Epoch 46 Batch 147/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.026 Epoch 46 Batch 148/538 - Train Accuracy: 0.953, Validation Accuracy: 0.963, Loss: 0.038 Epoch 46 Batch 149/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.022 Epoch 46 Batch 150/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.026 Epoch 46 Batch 151/538 - Train Accuracy: 0.956, Validation Accuracy: 0.960, Loss: 0.026 Epoch 46 Batch 152/538 - Train Accuracy: 0.967, Validation Accuracy: 0.965, Loss: 0.026 Epoch 46 Batch 153/538 - Train Accuracy: 0.967, Validation Accuracy: 0.964, Loss: 0.025 Epoch 46 Batch 154/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.027 Epoch 46 Batch 155/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.032 Epoch 46 Batch 156/538 - Train Accuracy: 0.976, Validation Accuracy: 0.961, Loss: 0.029 Epoch 46 Batch 157/538 - Train Accuracy: 0.970, Validation Accuracy: 0.964, Loss: 0.028 Epoch 46 Batch 158/538 - Train Accuracy: 0.977, Validation Accuracy: 0.964, Loss: 0.029 Epoch 46 Batch 159/538 - Train Accuracy: 0.955, Validation Accuracy: 0.962, Loss: 0.032 Epoch 46 Batch 160/538 - Train Accuracy: 0.961, Validation Accuracy: 0.963, Loss: 0.026 Epoch 46 Batch 161/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.029 Epoch 46 Batch 162/538 - Train Accuracy: 0.979, Validation Accuracy: 0.961, Loss: 0.024 Epoch 46 Batch 163/538 - Train Accuracy: 0.964, Validation Accuracy: 0.965, Loss: 0.039 Epoch 46 Batch 164/538 - Train Accuracy: 0.962, Validation Accuracy: 0.965, Loss: 0.024 Epoch 46 Batch 165/538 - Train Accuracy: 0.961, Validation Accuracy: 0.965, Loss: 0.027 Epoch 46 Batch 166/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.027 Epoch 46 Batch 167/538 - Train Accuracy: 0.967, Validation Accuracy: 0.965, Loss: 0.047 Epoch 46 Batch 168/538 - Train Accuracy: 0.960, Validation Accuracy: 0.964, Loss: 0.037 Epoch 46 Batch 169/538 - Train Accuracy: 0.976, Validation Accuracy: 0.959, Loss: 0.023 Epoch 46 Batch 170/538 - Train Accuracy: 0.967, Validation Accuracy: 0.960, Loss: 0.026 Epoch 46 Batch 171/538 - Train Accuracy: 0.956, Validation Accuracy: 0.962, Loss: 0.033 Epoch 46 Batch 172/538 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.021 Epoch 46 Batch 173/538 - Train Accuracy: 0.977, Validation Accuracy: 0.964, Loss: 0.017 Epoch 46 Batch 174/538 - Train Accuracy: 0.970, Validation Accuracy: 0.964, Loss: 0.027 Epoch 46 Batch 175/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.026 Epoch 46 Batch 176/538 - Train Accuracy: 0.966, Validation Accuracy: 0.958, Loss: 0.031 Epoch 46 Batch 177/538 - Train Accuracy: 0.971, Validation Accuracy: 0.958, Loss: 0.027 Epoch 46 Batch 178/538 - Train Accuracy: 0.960, Validation Accuracy: 0.958, Loss: 0.028 Epoch 46 Batch 179/538 - Train Accuracy: 0.972, Validation Accuracy: 0.958, Loss: 0.033 Epoch 46 Batch 180/538 - Train Accuracy: 0.961, Validation Accuracy: 0.958, Loss: 0.031 Epoch 46 Batch 181/538 - Train Accuracy: 0.961, Validation Accuracy: 0.960, Loss: 0.035 Epoch 46 Batch 182/538 - Train Accuracy: 0.975, Validation Accuracy: 0.960, Loss: 0.022 Epoch 46 Batch 183/538 - Train Accuracy: 0.967, Validation Accuracy: 0.962, Loss: 0.024 Epoch 46 Batch 184/538 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.029 Epoch 46 Batch 185/538 - Train Accuracy: 0.977, Validation Accuracy: 0.961, Loss: 0.021 Epoch 46 Batch 186/538 - Train Accuracy: 0.972, Validation Accuracy: 0.961, Loss: 0.021 Epoch 46 Batch 187/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.027 Epoch 46 Batch 188/538 - Train Accuracy: 0.958, Validation Accuracy: 0.963, Loss: 0.029 Epoch 46 Batch 189/538 - Train Accuracy: 0.973, Validation Accuracy: 0.963, Loss: 0.031 Epoch 46 Batch 190/538 - Train Accuracy: 0.962, Validation Accuracy: 0.966, Loss: 0.032 Epoch 46 Batch 191/538 - Train Accuracy: 0.976, Validation Accuracy: 0.961, Loss: 0.023 Epoch 46 Batch 192/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.026 Epoch 46 Batch 193/538 - Train Accuracy: 0.965, Validation Accuracy: 0.960, Loss: 0.025 Epoch 46 Batch 194/538 - Train Accuracy: 0.956, Validation Accuracy: 0.963, Loss: 0.037 Epoch 46 Batch 195/538 - Train Accuracy: 0.972, Validation Accuracy: 0.961, Loss: 0.034 Epoch 46 Batch 196/538 - Train Accuracy: 0.960, Validation Accuracy: 0.958, Loss: 0.024 Epoch 46 Batch 197/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.028 Epoch 46 Batch 198/538 - Train Accuracy: 0.964, Validation Accuracy: 0.961, Loss: 0.028 Epoch 46 Batch 199/538 - Train Accuracy: 0.964, Validation Accuracy: 0.961, Loss: 0.028 Epoch 46 Batch 200/538 - Train Accuracy: 0.972, Validation Accuracy: 0.961, Loss: 0.025 Epoch 46 Batch 201/538 - Train Accuracy: 0.963, Validation Accuracy: 0.956, Loss: 0.037 Epoch 46 Batch 202/538 - Train Accuracy: 0.968, Validation Accuracy: 0.956, Loss: 0.028 Epoch 46 Batch 203/538 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.032 Epoch 46 Batch 204/538 - Train Accuracy: 0.965, Validation Accuracy: 0.960, Loss: 0.037 Epoch 46 Batch 205/538 - Train Accuracy: 0.965, Validation Accuracy: 0.960, Loss: 0.025 Epoch 46 Batch 206/538 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.024 Epoch 46 Batch 207/538 - Train Accuracy: 0.963, Validation Accuracy: 0.960, Loss: 0.035 Epoch 46 Batch 208/538 - Train Accuracy: 0.963, Validation Accuracy: 0.961, Loss: 0.033 Epoch 46 Batch 209/538 - Train Accuracy: 0.971, Validation Accuracy: 0.959, Loss: 0.019 Epoch 46 Batch 210/538 - Train Accuracy: 0.966, Validation Accuracy: 0.959, Loss: 0.032 Epoch 46 Batch 211/538 - Train Accuracy: 0.964, Validation Accuracy: 0.957, Loss: 0.029 Epoch 46 Batch 212/538 - Train Accuracy: 0.974, Validation Accuracy: 0.958, Loss: 0.030 Epoch 46 Batch 213/538 - Train Accuracy: 0.966, Validation Accuracy: 0.961, Loss: 0.029 Epoch 46 Batch 214/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.023 Epoch 46 Batch 215/538 - Train Accuracy: 0.966, Validation Accuracy: 0.961, Loss: 0.024 Epoch 46 Batch 216/538 - Train Accuracy: 0.960, Validation Accuracy: 0.957, Loss: 0.030 Epoch 46 Batch 217/538 - Train Accuracy: 0.959, Validation Accuracy: 0.959, Loss: 0.031 Epoch 46 Batch 218/538 - Train Accuracy: 0.967, Validation Accuracy: 0.957, Loss: 0.026 Epoch 46 Batch 219/538 - Train Accuracy: 0.965, Validation Accuracy: 0.957, Loss: 0.036 Epoch 46 Batch 220/538 - Train Accuracy: 0.955, Validation Accuracy: 0.959, Loss: 0.031 Epoch 46 Batch 221/538 - Train Accuracy: 0.976, Validation Accuracy: 0.959, Loss: 0.022 Epoch 46 Batch 222/538 - Train Accuracy: 0.972, Validation Accuracy: 0.959, Loss: 0.025 Epoch 46 Batch 223/538 - Train Accuracy: 0.967, Validation Accuracy: 0.961, Loss: 0.032 Epoch 46 Batch 224/538 - Train Accuracy: 0.958, Validation Accuracy: 0.961, Loss: 0.031 Epoch 46 Batch 225/538 - Train Accuracy: 0.973, Validation Accuracy: 0.959, Loss: 0.025 Epoch 46 Batch 226/538 - Train Accuracy: 0.956, Validation Accuracy: 0.963, Loss: 0.030 Epoch 46 Batch 227/538 - Train Accuracy: 0.969, Validation Accuracy: 0.962, Loss: 0.029 Epoch 46 Batch 228/538 - Train Accuracy: 0.950, Validation Accuracy: 0.957, Loss: 0.032 Epoch 46 Batch 229/538 - Train Accuracy: 0.966, Validation Accuracy: 0.957, Loss: 0.032 Epoch 46 Batch 230/538 - Train Accuracy: 0.960, Validation Accuracy: 0.953, Loss: 0.023 Epoch 46 Batch 231/538 - Train Accuracy: 0.970, Validation Accuracy: 0.953, Loss: 0.030 Epoch 46 Batch 232/538 - Train Accuracy: 0.962, Validation Accuracy: 0.951, Loss: 0.034 Epoch 46 Batch 233/538 - Train Accuracy: 0.970, Validation Accuracy: 0.952, Loss: 0.030 Epoch 46 Batch 234/538 - Train Accuracy: 0.973, Validation Accuracy: 0.952, Loss: 0.025 Epoch 46 Batch 235/538 - Train Accuracy: 0.970, Validation Accuracy: 0.951, Loss: 0.023 Epoch 46 Batch 236/538 - Train Accuracy: 0.963, Validation Accuracy: 0.951, Loss: 0.027 Epoch 46 Batch 237/538 - Train Accuracy: 0.966, Validation Accuracy: 0.951, Loss: 0.019 Epoch 46 Batch 238/538 - Train Accuracy: 0.968, Validation Accuracy: 0.953, Loss: 0.026 Epoch 46 Batch 239/538 - Train Accuracy: 0.959, Validation Accuracy: 0.953, Loss: 0.025 Epoch 46 Batch 240/538 - Train Accuracy: 0.958, Validation Accuracy: 0.953, Loss: 0.030 Epoch 46 Batch 241/538 - Train Accuracy: 0.950, Validation Accuracy: 0.957, Loss: 0.031 Epoch 46 Batch 242/538 - Train Accuracy: 0.970, Validation Accuracy: 0.956, Loss: 0.027 Epoch 46 Batch 243/538 - Train Accuracy: 0.969, Validation Accuracy: 0.959, Loss: 0.022 Epoch 46 Batch 244/538 - Train Accuracy: 0.963, Validation Accuracy: 0.961, Loss: 0.023 Epoch 46 Batch 245/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.036 Epoch 46 Batch 246/538 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.024 Epoch 46 Batch 247/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.025 Epoch 46 Batch 248/538 - Train Accuracy: 0.960, Validation Accuracy: 0.966, Loss: 0.031 Epoch 46 Batch 249/538 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.021 Epoch 46 Batch 250/538 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.027 Epoch 46 Batch 251/538 - Train Accuracy: 0.971, Validation Accuracy: 0.959, Loss: 0.023 Epoch 46 Batch 252/538 - Train Accuracy: 0.964, Validation Accuracy: 0.959, Loss: 0.026 Epoch 46 Batch 253/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.023 Epoch 46 Batch 254/538 - Train Accuracy: 0.959, Validation Accuracy: 0.961, Loss: 0.034 Epoch 46 Batch 255/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.028 Epoch 46 Batch 256/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.025 Epoch 46 Batch 257/538 - Train Accuracy: 0.979, Validation Accuracy: 0.963, Loss: 0.027 Epoch 46 Batch 258/538 - Train Accuracy: 0.968, Validation Accuracy: 0.965, Loss: 0.027 Epoch 46 Batch 259/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.025 Epoch 46 Batch 260/538 - Train Accuracy: 0.956, Validation Accuracy: 0.962, Loss: 0.029 Epoch 46 Batch 261/538 - Train Accuracy: 0.969, Validation Accuracy: 0.962, Loss: 0.030 Epoch 46 Batch 262/538 - Train Accuracy: 0.970, Validation Accuracy: 0.959, Loss: 0.034 Epoch 46 Batch 263/538 - Train Accuracy: 0.959, Validation Accuracy: 0.957, Loss: 0.023 Epoch 46 Batch 264/538 - Train Accuracy: 0.967, Validation Accuracy: 0.956, Loss: 0.030 Epoch 46 Batch 265/538 - Train Accuracy: 0.951, Validation Accuracy: 0.957, Loss: 0.032 Epoch 46 Batch 266/538 - Train Accuracy: 0.961, Validation Accuracy: 0.954, Loss: 0.030 Epoch 46 Batch 267/538 - Train Accuracy: 0.959, Validation Accuracy: 0.956, Loss: 0.036 Epoch 46 Batch 268/538 - Train Accuracy: 0.965, Validation Accuracy: 0.956, Loss: 0.019 Epoch 46 Batch 269/538 - Train Accuracy: 0.976, Validation Accuracy: 0.959, Loss: 0.028 Epoch 46 Batch 270/538 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.022 Epoch 46 Batch 271/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.025 Epoch 46 Batch 272/538 - Train Accuracy: 0.974, Validation Accuracy: 0.962, Loss: 0.029 Epoch 46 Batch 273/538 - Train Accuracy: 0.960, Validation Accuracy: 0.967, Loss: 0.025 Epoch 46 Batch 274/538 - Train Accuracy: 0.951, Validation Accuracy: 0.968, Loss: 0.032 Epoch 46 Batch 275/538 - Train Accuracy: 0.960, Validation Accuracy: 0.966, Loss: 0.033 Epoch 46 Batch 276/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.027 Epoch 46 Batch 277/538 - Train Accuracy: 0.970, Validation Accuracy: 0.964, Loss: 0.028 Epoch 46 Batch 278/538 - Train Accuracy: 0.962, Validation Accuracy: 0.959, Loss: 0.023 Epoch 46 Batch 279/538 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.023 Epoch 46 Batch 280/538 - Train Accuracy: 0.977, Validation Accuracy: 0.964, Loss: 0.024 Epoch 46 Batch 281/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.035 Epoch 46 Batch 282/538 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.030 Epoch 46 Batch 283/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.027 Epoch 46 Batch 284/538 - Train Accuracy: 0.960, Validation Accuracy: 0.966, Loss: 0.034 Epoch 46 Batch 285/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.020 Epoch 46 Batch 286/538 - Train Accuracy: 0.956, Validation Accuracy: 0.966, Loss: 0.032 Epoch 46 Batch 287/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.019 Epoch 46 Batch 288/538 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.029 Epoch 46 Batch 289/538 - Train Accuracy: 0.963, Validation Accuracy: 0.965, Loss: 0.020 Epoch 46 Batch 290/538 - Train Accuracy: 0.978, Validation Accuracy: 0.967, Loss: 0.020 Epoch 46 Batch 291/538 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.029 Epoch 46 Batch 292/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.020 Epoch 46 Batch 293/538 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.025 Epoch 46 Batch 294/538 - Train Accuracy: 0.968, Validation Accuracy: 0.965, Loss: 0.027 Epoch 46 Batch 295/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.025 Epoch 46 Batch 296/538 - Train Accuracy: 0.961, Validation Accuracy: 0.963, Loss: 0.041 Epoch 46 Batch 297/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.031 Epoch 46 Batch 298/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.025 Epoch 46 Batch 299/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.031 Epoch 46 Batch 300/538 - Train Accuracy: 0.973, Validation Accuracy: 0.963, Loss: 0.028 Epoch 46 Batch 301/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.031 Epoch 46 Batch 302/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.028 Epoch 46 Batch 303/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.029 Epoch 46 Batch 304/538 - Train Accuracy: 0.966, Validation Accuracy: 0.968, Loss: 0.041 Epoch 46 Batch 305/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.026 Epoch 46 Batch 306/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.028 Epoch 46 Batch 307/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.027 Epoch 46 Batch 308/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.028 Epoch 46 Batch 309/538 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.028 Epoch 46 Batch 310/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.039 Epoch 46 Batch 311/538 - Train Accuracy: 0.964, Validation Accuracy: 0.966, Loss: 0.029 Epoch 46 Batch 312/538 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.023 Epoch 46 Batch 313/538 - Train Accuracy: 0.967, Validation Accuracy: 0.967, Loss: 0.024 Epoch 46 Batch 314/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.029 Epoch 46 Batch 315/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.022 Epoch 46 Batch 316/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.021 Epoch 46 Batch 317/538 - Train Accuracy: 0.966, Validation Accuracy: 0.965, Loss: 0.027 Epoch 46 Batch 318/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.031 Epoch 46 Batch 319/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.031 Epoch 46 Batch 320/538 - Train Accuracy: 0.964, Validation Accuracy: 0.966, Loss: 0.025 Epoch 46 Batch 321/538 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.023 Epoch 46 Batch 322/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.027 Epoch 46 Batch 323/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.022 Epoch 46 Batch 324/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.024 Epoch 46 Batch 325/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.025 Epoch 46 Batch 326/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.028 Epoch 46 Batch 327/538 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.030 Epoch 46 Batch 328/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.023 Epoch 46 Batch 329/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.027 Epoch 46 Batch 330/538 - Train Accuracy: 0.968, Validation Accuracy: 0.967, Loss: 0.025 Epoch 46 Batch 331/538 - Train Accuracy: 0.966, Validation Accuracy: 0.965, Loss: 0.026 Epoch 46 Batch 332/538 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.039 Epoch 46 Batch 333/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.026 Epoch 46 Batch 334/538 - Train Accuracy: 0.967, Validation Accuracy: 0.970, Loss: 0.024 Epoch 46 Batch 335/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.024 Epoch 46 Batch 336/538 - Train Accuracy: 0.964, Validation Accuracy: 0.968, Loss: 0.024 Epoch 46 Batch 337/538 - Train Accuracy: 0.961, Validation Accuracy: 0.965, Loss: 0.028 Epoch 46 Batch 338/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.027 Epoch 46 Batch 339/538 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.024 Epoch 46 Batch 340/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.030 Epoch 46 Batch 341/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.025 Epoch 46 Batch 342/538 - Train Accuracy: 0.967, Validation Accuracy: 0.964, Loss: 0.031 Epoch 46 Batch 343/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.029 Epoch 46 Batch 344/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.025 Epoch 46 Batch 345/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.029 Epoch 46 Batch 346/538 - Train Accuracy: 0.963, Validation Accuracy: 0.959, Loss: 0.025 Epoch 46 Batch 347/538 - Train Accuracy: 0.975, Validation Accuracy: 0.959, Loss: 0.023 Epoch 46 Batch 348/538 - Train Accuracy: 0.959, Validation Accuracy: 0.961, Loss: 0.021 Epoch 46 Batch 349/538 - Train Accuracy: 0.973, Validation Accuracy: 0.959, Loss: 0.024 Epoch 46 Batch 350/538 - Train Accuracy: 0.964, Validation Accuracy: 0.961, Loss: 0.035 Epoch 46 Batch 351/538 - Train Accuracy: 0.958, Validation Accuracy: 0.961, Loss: 0.031 Epoch 46 Batch 352/538 - Train Accuracy: 0.955, Validation Accuracy: 0.961, Loss: 0.038 Epoch 46 Batch 353/538 - Train Accuracy: 0.966, Validation Accuracy: 0.962, Loss: 0.037 Epoch 46 Batch 354/538 - Train Accuracy: 0.966, Validation Accuracy: 0.962, Loss: 0.029 Epoch 46 Batch 355/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.028 Epoch 46 Batch 356/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.027 Epoch 46 Batch 357/538 - Train Accuracy: 0.973, Validation Accuracy: 0.963, Loss: 0.029 Epoch 46 Batch 358/538 - Train Accuracy: 0.966, Validation Accuracy: 0.962, Loss: 0.025 Epoch 46 Batch 359/538 - Train Accuracy: 0.964, Validation Accuracy: 0.961, Loss: 0.033 Epoch 46 Batch 360/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.024 Epoch 46 Batch 361/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.026 Epoch 46 Batch 362/538 - Train Accuracy: 0.969, Validation Accuracy: 0.960, Loss: 0.021 Epoch 46 Batch 363/538 - Train Accuracy: 0.962, Validation Accuracy: 0.960, Loss: 0.028 Epoch 46 Batch 364/538 - Train Accuracy: 0.957, Validation Accuracy: 0.961, Loss: 0.032 Epoch 46 Batch 365/538 - Train Accuracy: 0.972, Validation Accuracy: 0.960, Loss: 0.030 Epoch 46 Batch 366/538 - Train Accuracy: 0.974, Validation Accuracy: 0.962, Loss: 0.029 Epoch 46 Batch 367/538 - Train Accuracy: 0.976, Validation Accuracy: 0.962, Loss: 0.021 Epoch 46 Batch 368/538 - Train Accuracy: 0.972, Validation Accuracy: 0.960, Loss: 0.025 Epoch 46 Batch 369/538 - Train Accuracy: 0.969, Validation Accuracy: 0.962, Loss: 0.029 Epoch 46 Batch 370/538 - Train Accuracy: 0.962, Validation Accuracy: 0.962, Loss: 0.030 Epoch 46 Batch 371/538 - Train Accuracy: 0.977, Validation Accuracy: 0.963, Loss: 0.026 Epoch 46 Batch 372/538 - Train Accuracy: 0.963, Validation Accuracy: 0.965, Loss: 0.033 Epoch 46 Batch 373/538 - Train Accuracy: 0.964, Validation Accuracy: 0.965, Loss: 0.023 Epoch 46 Batch 374/538 - Train Accuracy: 0.962, Validation Accuracy: 0.964, Loss: 0.025 Epoch 46 Batch 375/538 - Train Accuracy: 0.967, Validation Accuracy: 0.968, Loss: 0.027 Epoch 46 Batch 376/538 - Train Accuracy: 0.967, Validation Accuracy: 0.968, Loss: 0.024 Epoch 46 Batch 377/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.031 Epoch 46 Batch 378/538 - Train Accuracy: 0.967, Validation Accuracy: 0.971, Loss: 0.023 Epoch 46 Batch 379/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.030 Epoch 46 Batch 380/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.022 Epoch 46 Batch 381/538 - Train Accuracy: 0.976, Validation Accuracy: 0.964, Loss: 0.026 Epoch 46 Batch 382/538 - Train Accuracy: 0.947, Validation Accuracy: 0.964, Loss: 0.034 Epoch 46 Batch 383/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.026 Epoch 46 Batch 384/538 - Train Accuracy: 0.958, Validation Accuracy: 0.969, Loss: 0.026 Epoch 46 Batch 385/538 - Train Accuracy: 0.963, Validation Accuracy: 0.967, Loss: 0.024 Epoch 46 Batch 386/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.030 Epoch 46 Batch 387/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.022 Epoch 46 Batch 388/538 - Train Accuracy: 0.965, Validation Accuracy: 0.972, Loss: 0.028 Epoch 46 Batch 389/538 - Train Accuracy: 0.968, Validation Accuracy: 0.970, Loss: 0.033 Epoch 46 Batch 390/538 - Train Accuracy: 0.965, Validation Accuracy: 0.969, Loss: 0.027 Epoch 46 Batch 391/538 - Train Accuracy: 0.959, Validation Accuracy: 0.968, Loss: 0.026 Epoch 46 Batch 392/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.028 Epoch 46 Batch 393/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.025 Epoch 46 Batch 394/538 - Train Accuracy: 0.961, Validation Accuracy: 0.962, Loss: 0.029 Epoch 46 Batch 395/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.034 Epoch 46 Batch 396/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.026 Epoch 46 Batch 397/538 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.030 Epoch 46 Batch 398/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.025 Epoch 46 Batch 399/538 - Train Accuracy: 0.965, Validation Accuracy: 0.967, Loss: 0.027 Epoch 46 Batch 400/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.030 Epoch 46 Batch 401/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.026 Epoch 46 Batch 402/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.026 Epoch 46 Batch 403/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.031 Epoch 46 Batch 404/538 - Train Accuracy: 0.964, Validation Accuracy: 0.973, Loss: 0.026 Epoch 46 Batch 405/538 - Train Accuracy: 0.968, Validation Accuracy: 0.973, Loss: 0.029 Epoch 46 Batch 406/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.028 Epoch 46 Batch 407/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.032 Epoch 46 Batch 408/538 - Train Accuracy: 0.957, Validation Accuracy: 0.974, Loss: 0.037 Epoch 46 Batch 409/538 - Train Accuracy: 0.959, Validation Accuracy: 0.974, Loss: 0.028 Epoch 46 Batch 410/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.025 Epoch 46 Batch 411/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.029 Epoch 46 Batch 412/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.023 Epoch 46 Batch 413/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.025 Epoch 46 Batch 414/538 - Train Accuracy: 0.954, Validation Accuracy: 0.968, Loss: 0.039 Epoch 46 Batch 415/538 - Train Accuracy: 0.960, Validation Accuracy: 0.964, Loss: 0.025 Epoch 46 Batch 416/538 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.030 Epoch 46 Batch 417/538 - Train Accuracy: 0.973, Validation Accuracy: 0.959, Loss: 0.030 Epoch 46 Batch 418/538 - Train Accuracy: 0.965, Validation Accuracy: 0.960, Loss: 0.027 Epoch 46 Batch 419/538 - Train Accuracy: 0.968, Validation Accuracy: 0.960, Loss: 0.030 Epoch 46 Batch 420/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.025 Epoch 46 Batch 421/538 - Train Accuracy: 0.964, Validation Accuracy: 0.965, Loss: 0.022 Epoch 46 Batch 422/538 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.032 Epoch 46 Batch 423/538 - Train Accuracy: 0.976, Validation Accuracy: 0.958, Loss: 0.024 Epoch 46 Batch 424/538 - Train Accuracy: 0.977, Validation Accuracy: 0.957, Loss: 0.030 Epoch 46 Batch 425/538 - Train Accuracy: 0.962, Validation Accuracy: 0.959, Loss: 0.037 Epoch 46 Batch 426/538 - Train Accuracy: 0.965, Validation Accuracy: 0.964, Loss: 0.027 Epoch 46 Batch 427/538 - Train Accuracy: 0.954, Validation Accuracy: 0.963, Loss: 0.030 Epoch 46 Batch 428/538 - Train Accuracy: 0.968, Validation Accuracy: 0.962, Loss: 0.024 Epoch 46 Batch 429/538 - Train Accuracy: 0.978, Validation Accuracy: 0.960, Loss: 0.030 Epoch 46 Batch 430/538 - Train Accuracy: 0.963, Validation Accuracy: 0.968, Loss: 0.025 Epoch 46 Batch 431/538 - Train Accuracy: 0.962, Validation Accuracy: 0.966, Loss: 0.025 Epoch 46 Batch 432/538 - Train Accuracy: 0.954, Validation Accuracy: 0.966, Loss: 0.036 Epoch 46 Batch 433/538 - Train Accuracy: 0.953, Validation Accuracy: 0.963, Loss: 0.050 Epoch 46 Batch 434/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.024 Epoch 46 Batch 435/538 - Train Accuracy: 0.959, Validation Accuracy: 0.966, Loss: 0.028 Epoch 46 Batch 436/538 - Train Accuracy: 0.952, Validation Accuracy: 0.967, Loss: 0.029 Epoch 46 Batch 437/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.027 Epoch 46 Batch 438/538 - Train Accuracy: 0.965, Validation Accuracy: 0.965, Loss: 0.023 Epoch 46 Batch 439/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.027 Epoch 46 Batch 440/538 - Train Accuracy: 0.968, Validation Accuracy: 0.965, Loss: 0.028 Epoch 46 Batch 441/538 - Train Accuracy: 0.950, Validation Accuracy: 0.960, Loss: 0.034 Epoch 46 Batch 442/538 - Train Accuracy: 0.955, Validation Accuracy: 0.961, Loss: 0.027 Epoch 46 Batch 443/538 - Train Accuracy: 0.966, Validation Accuracy: 0.959, Loss: 0.028 Epoch 46 Batch 444/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.027 Epoch 46 Batch 445/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.028 Epoch 46 Batch 446/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.023 Epoch 46 Batch 447/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.025 Epoch 46 Batch 448/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.023 Epoch 46 Batch 449/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.029 Epoch 46 Batch 450/538 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.038 Epoch 46 Batch 451/538 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.027 Epoch 46 Batch 452/538 - Train Accuracy: 0.967, Validation Accuracy: 0.965, Loss: 0.027 Epoch 46 Batch 453/538 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.031 Epoch 46 Batch 454/538 - Train Accuracy: 0.960, Validation Accuracy: 0.965, Loss: 0.032 Epoch 46 Batch 455/538 - Train Accuracy: 0.966, Validation Accuracy: 0.965, Loss: 0.036 Epoch 46 Batch 456/538 - Train Accuracy: 0.960, Validation Accuracy: 0.968, Loss: 0.057 Epoch 46 Batch 457/538 - Train Accuracy: 0.965, Validation Accuracy: 0.965, Loss: 0.026 Epoch 46 Batch 458/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.027 Epoch 46 Batch 459/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.020 Epoch 46 Batch 460/538 - Train Accuracy: 0.964, Validation Accuracy: 0.966, Loss: 0.034 Epoch 46 Batch 461/538 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.026 Epoch 46 Batch 462/538 - Train Accuracy: 0.966, Validation Accuracy: 0.962, Loss: 0.025 Epoch 46 Batch 463/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.032 Epoch 46 Batch 464/538 - Train Accuracy: 0.980, Validation Accuracy: 0.966, Loss: 0.023 Epoch 46 Batch 465/538 - Train Accuracy: 0.965, Validation Accuracy: 0.967, Loss: 0.026 Epoch 46 Batch 466/538 - Train Accuracy: 0.958, Validation Accuracy: 0.971, Loss: 0.032 Epoch 46 Batch 467/538 - Train Accuracy: 0.965, Validation Accuracy: 0.969, Loss: 0.031 Epoch 46 Batch 468/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.038 Epoch 46 Batch 469/538 - Train Accuracy: 0.965, Validation Accuracy: 0.969, Loss: 0.030 Epoch 46 Batch 470/538 - Train Accuracy: 0.964, Validation Accuracy: 0.969, Loss: 0.026 Epoch 46 Batch 471/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.022 Epoch 46 Batch 472/538 - Train Accuracy: 0.983, Validation Accuracy: 0.972, Loss: 0.023 Epoch 46 Batch 473/538 - Train Accuracy: 0.962, Validation Accuracy: 0.972, Loss: 0.028 Epoch 46 Batch 474/538 - Train Accuracy: 0.963, Validation Accuracy: 0.969, Loss: 0.027 Epoch 46 Batch 475/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.028 Epoch 46 Batch 476/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.024 Epoch 46 Batch 477/538 - Train Accuracy: 0.958, Validation Accuracy: 0.964, Loss: 0.036 Epoch 46 Batch 478/538 - Train Accuracy: 0.977, Validation Accuracy: 0.963, Loss: 0.024 Epoch 46 Batch 479/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.025 Epoch 46 Batch 480/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.029 Epoch 46 Batch 481/538 - Train Accuracy: 0.975, Validation Accuracy: 0.965, Loss: 0.030 Epoch 46 Batch 482/538 - Train Accuracy: 0.965, Validation Accuracy: 0.967, Loss: 0.018 Epoch 46 Batch 483/538 - Train Accuracy: 0.959, Validation Accuracy: 0.967, Loss: 0.036 Epoch 46 Batch 484/538 - Train Accuracy: 0.963, Validation Accuracy: 0.967, Loss: 0.037 Epoch 46 Batch 485/538 - Train Accuracy: 0.962, Validation Accuracy: 0.967, Loss: 0.032 Epoch 46 Batch 486/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.019 Epoch 46 Batch 487/538 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.024 Epoch 46 Batch 488/538 - Train Accuracy: 0.975, Validation Accuracy: 0.962, Loss: 0.020 Epoch 46 Batch 489/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.031 Epoch 46 Batch 490/538 - Train Accuracy: 0.957, Validation Accuracy: 0.961, Loss: 0.032 Epoch 46 Batch 491/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.029 Epoch 46 Batch 492/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.023 Epoch 46 Batch 493/538 - Train Accuracy: 0.953, Validation Accuracy: 0.965, Loss: 0.027 Epoch 46 Batch 494/538 - Train Accuracy: 0.978, Validation Accuracy: 0.964, Loss: 0.029 Epoch 46 Batch 495/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.031 Epoch 46 Batch 496/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.029 Epoch 46 Batch 497/538 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.028 Epoch 46 Batch 498/538 - Train Accuracy: 0.963, Validation Accuracy: 0.967, Loss: 0.026 Epoch 46 Batch 499/538 - Train Accuracy: 0.958, Validation Accuracy: 0.967, Loss: 0.030 Epoch 46 Batch 500/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.020 Epoch 46 Batch 501/538 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.032 Epoch 46 Batch 502/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.020 Epoch 46 Batch 503/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.027 Epoch 46 Batch 504/538 - Train Accuracy: 0.979, Validation Accuracy: 0.963, Loss: 0.021 Epoch 46 Batch 505/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.021 Epoch 46 Batch 506/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.022 Epoch 46 Batch 507/538 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.029 Epoch 46 Batch 508/538 - Train Accuracy: 0.962, Validation Accuracy: 0.962, Loss: 0.029 Epoch 46 Batch 509/538 - Train Accuracy: 0.971, Validation Accuracy: 0.961, Loss: 0.028 Epoch 46 Batch 510/538 - Train Accuracy: 0.962, Validation Accuracy: 0.963, Loss: 0.025 Epoch 46 Batch 511/538 - Train Accuracy: 0.958, Validation Accuracy: 0.963, Loss: 0.034 Epoch 46 Batch 512/538 - Train Accuracy: 0.967, Validation Accuracy: 0.962, Loss: 0.032 Epoch 46 Batch 513/538 - Train Accuracy: 0.956, Validation Accuracy: 0.962, Loss: 0.027 Epoch 46 Batch 514/538 - Train Accuracy: 0.959, Validation Accuracy: 0.962, Loss: 0.029 Epoch 46 Batch 515/538 - Train Accuracy: 0.961, Validation Accuracy: 0.961, Loss: 0.031 Epoch 46 Batch 516/538 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.026 Epoch 46 Batch 517/538 - Train Accuracy: 0.979, Validation Accuracy: 0.954, Loss: 0.026 Epoch 46 Batch 518/538 - Train Accuracy: 0.961, Validation Accuracy: 0.951, Loss: 0.032 Epoch 46 Batch 519/538 - Train Accuracy: 0.969, Validation Accuracy: 0.951, Loss: 0.025 Epoch 46 Batch 520/538 - Train Accuracy: 0.952, Validation Accuracy: 0.952, Loss: 0.032 Epoch 46 Batch 521/538 - Train Accuracy: 0.972, Validation Accuracy: 0.956, Loss: 0.035 Epoch 46 Batch 522/538 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.026 Epoch 46 Batch 523/538 - Train Accuracy: 0.963, Validation Accuracy: 0.963, Loss: 0.025 Epoch 46 Batch 524/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.025 Epoch 46 Batch 525/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.031 Epoch 46 Batch 526/538 - Train Accuracy: 0.955, Validation Accuracy: 0.963, Loss: 0.028 Epoch 46 Batch 527/538 - Train Accuracy: 0.973, Validation Accuracy: 0.963, Loss: 0.025 Epoch 46 Batch 528/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.036 Epoch 46 Batch 529/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.028 Epoch 46 Batch 530/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.032 Epoch 46 Batch 531/538 - Train Accuracy: 0.961, Validation Accuracy: 0.965, Loss: 0.030 Epoch 46 Batch 532/538 - Train Accuracy: 0.957, Validation Accuracy: 0.965, Loss: 0.028 Epoch 46 Batch 533/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.029 Epoch 46 Batch 534/538 - Train Accuracy: 0.966, Validation Accuracy: 0.961, Loss: 0.022 Epoch 46 Batch 535/538 - Train Accuracy: 0.962, Validation Accuracy: 0.958, Loss: 0.028 Epoch 46 Batch 536/538 - Train Accuracy: 0.974, Validation Accuracy: 0.953, Loss: 0.032 Epoch 47 Batch 0/538 - Train Accuracy: 0.970, Validation Accuracy: 0.953, Loss: 0.024 Epoch 47 Batch 1/538 - Train Accuracy: 0.969, Validation Accuracy: 0.958, Loss: 0.033 Epoch 47 Batch 2/538 - Train Accuracy: 0.967, Validation Accuracy: 0.958, Loss: 0.036 Epoch 47 Batch 3/538 - Train Accuracy: 0.971, Validation Accuracy: 0.959, Loss: 0.026 Epoch 47 Batch 4/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.024 Epoch 47 Batch 5/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.039 Epoch 47 Batch 6/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.028 Epoch 47 Batch 7/538 - Train Accuracy: 0.975, Validation Accuracy: 0.957, Loss: 0.026 Epoch 47 Batch 8/538 - Train Accuracy: 0.974, Validation Accuracy: 0.958, Loss: 0.022 Epoch 47 Batch 9/538 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.028 Epoch 47 Batch 10/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.025 Epoch 47 Batch 11/538 - Train Accuracy: 0.968, Validation Accuracy: 0.965, Loss: 0.031 Epoch 47 Batch 12/538 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.026 Epoch 47 Batch 13/538 - Train Accuracy: 0.965, Validation Accuracy: 0.955, Loss: 0.026 Epoch 47 Batch 14/538 - Train Accuracy: 0.967, Validation Accuracy: 0.955, Loss: 0.024 Epoch 47 Batch 15/538 - Train Accuracy: 0.969, Validation Accuracy: 0.953, Loss: 0.029 Epoch 47 Batch 16/538 - Train Accuracy: 0.965, Validation Accuracy: 0.955, Loss: 0.032 Epoch 47 Batch 17/538 - Train Accuracy: 0.971, Validation Accuracy: 0.960, Loss: 0.027 Epoch 47 Batch 18/538 - Train Accuracy: 0.970, Validation Accuracy: 0.960, Loss: 0.032 Epoch 47 Batch 19/538 - Train Accuracy: 0.973, Validation Accuracy: 0.960, Loss: 0.026 Epoch 47 Batch 20/538 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.031 Epoch 47 Batch 21/538 - Train Accuracy: 0.981, Validation Accuracy: 0.968, Loss: 0.017 Epoch 47 Batch 22/538 - Train Accuracy: 0.962, Validation Accuracy: 0.968, Loss: 0.030 Epoch 47 Batch 23/538 - Train Accuracy: 0.964, Validation Accuracy: 0.968, Loss: 0.034 Epoch 47 Batch 24/538 - Train Accuracy: 0.962, Validation Accuracy: 0.970, Loss: 0.034 Epoch 47 Batch 25/538 - Train Accuracy: 0.958, Validation Accuracy: 0.970, Loss: 0.029 Epoch 47 Batch 26/538 - Train Accuracy: 0.959, Validation Accuracy: 0.970, Loss: 0.033 Epoch 47 Batch 27/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.023 Epoch 47 Batch 28/538 - Train Accuracy: 0.966, Validation Accuracy: 0.968, Loss: 0.028 Epoch 47 Batch 29/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.021 Epoch 47 Batch 30/538 - Train Accuracy: 0.960, Validation Accuracy: 0.966, Loss: 0.036 Epoch 47 Batch 31/538 - Train Accuracy: 0.965, Validation Accuracy: 0.965, Loss: 0.024 Epoch 47 Batch 32/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.019 Epoch 47 Batch 33/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.031 Epoch 47 Batch 34/538 - Train Accuracy: 0.957, Validation Accuracy: 0.962, Loss: 0.045 Epoch 47 Batch 35/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.025 Epoch 47 Batch 36/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.030 Epoch 47 Batch 37/538 - Train Accuracy: 0.965, Validation Accuracy: 0.964, Loss: 0.035 Epoch 47 Batch 38/538 - Train Accuracy: 0.961, Validation Accuracy: 0.964, Loss: 0.030 Epoch 47 Batch 39/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.024 Epoch 47 Batch 40/538 - Train Accuracy: 0.970, Validation Accuracy: 0.961, Loss: 0.025 Epoch 47 Batch 41/538 - Train Accuracy: 0.983, Validation Accuracy: 0.958, Loss: 0.025 Epoch 47 Batch 42/538 - Train Accuracy: 0.971, Validation Accuracy: 0.960, Loss: 0.021 Epoch 47 Batch 43/538 - Train Accuracy: 0.951, Validation Accuracy: 0.961, Loss: 0.027 Epoch 47 Batch 44/538 - Train Accuracy: 0.967, Validation Accuracy: 0.961, Loss: 0.025 Epoch 47 Batch 45/538 - Train Accuracy: 0.971, Validation Accuracy: 0.961, Loss: 0.029 Epoch 47 Batch 46/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.029 Epoch 47 Batch 47/538 - Train Accuracy: 0.972, Validation Accuracy: 0.961, Loss: 0.027 Epoch 47 Batch 48/538 - Train Accuracy: 0.962, Validation Accuracy: 0.963, Loss: 0.030 Epoch 47 Batch 49/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.028 Epoch 47 Batch 50/538 - Train Accuracy: 0.961, Validation Accuracy: 0.959, Loss: 0.024 Epoch 47 Batch 51/538 - Train Accuracy: 0.957, Validation Accuracy: 0.961, Loss: 0.033 Epoch 47 Batch 52/538 - Train Accuracy: 0.966, Validation Accuracy: 0.961, Loss: 0.028 Epoch 47 Batch 53/538 - Train Accuracy: 0.950, Validation Accuracy: 0.961, Loss: 0.033 Epoch 47 Batch 54/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.027 Epoch 47 Batch 55/538 - Train Accuracy: 0.966, Validation Accuracy: 0.962, Loss: 0.028 Epoch 47 Batch 56/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.026 Epoch 47 Batch 57/538 - Train Accuracy: 0.956, Validation Accuracy: 0.969, Loss: 0.030 Epoch 47 Batch 58/538 - Train Accuracy: 0.964, Validation Accuracy: 0.967, Loss: 0.023 Epoch 47 Batch 59/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.028 Epoch 47 Batch 60/538 - Train Accuracy: 0.964, Validation Accuracy: 0.965, Loss: 0.031 Epoch 47 Batch 61/538 - Train Accuracy: 0.957, Validation Accuracy: 0.963, Loss: 0.027 Epoch 47 Batch 62/538 - Train Accuracy: 0.963, Validation Accuracy: 0.965, Loss: 0.034 Epoch 47 Batch 63/538 - Train Accuracy: 0.966, Validation Accuracy: 0.965, Loss: 0.024 Epoch 47 Batch 64/538 - Train Accuracy: 0.961, Validation Accuracy: 0.965, Loss: 0.025 Epoch 47 Batch 65/538 - Train Accuracy: 0.957, Validation Accuracy: 0.965, Loss: 0.037 Epoch 47 Batch 66/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.017 Epoch 47 Batch 67/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.025 Epoch 47 Batch 68/538 - Train Accuracy: 0.962, Validation Accuracy: 0.969, Loss: 0.027 Epoch 47 Batch 69/538 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.026 Epoch 47 Batch 70/538 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.028 Epoch 47 Batch 71/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.028 Epoch 47 Batch 72/538 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.053 Epoch 47 Batch 73/538 - Train Accuracy: 0.964, Validation Accuracy: 0.969, Loss: 0.032 Epoch 47 Batch 74/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.026 Epoch 47 Batch 75/538 - Train Accuracy: 0.957, Validation Accuracy: 0.964, Loss: 0.034 Epoch 47 Batch 76/538 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.028 Epoch 47 Batch 77/538 - Train Accuracy: 0.959, Validation Accuracy: 0.962, Loss: 0.025 Epoch 47 Batch 78/538 - Train Accuracy: 0.955, Validation Accuracy: 0.961, Loss: 0.032 Epoch 47 Batch 79/538 - Train Accuracy: 0.968, Validation Accuracy: 0.959, Loss: 0.018 Epoch 47 Batch 80/538 - Train Accuracy: 0.964, Validation Accuracy: 0.961, Loss: 0.030 Epoch 47 Batch 81/538 - Train Accuracy: 0.955, Validation Accuracy: 0.961, Loss: 0.028 Epoch 47 Batch 82/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.029 Epoch 47 Batch 83/538 - Train Accuracy: 0.959, Validation Accuracy: 0.961, Loss: 0.032 Epoch 47 Batch 84/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.031 Epoch 47 Batch 85/538 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.027 Epoch 47 Batch 86/538 - Train Accuracy: 0.978, Validation Accuracy: 0.962, Loss: 0.026 Epoch 47 Batch 87/538 - Train Accuracy: 0.953, Validation Accuracy: 0.962, Loss: 0.027 Epoch 47 Batch 88/538 - Train Accuracy: 0.967, Validation Accuracy: 0.964, Loss: 0.029 Epoch 47 Batch 89/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.025 Epoch 47 Batch 90/538 - Train Accuracy: 0.963, Validation Accuracy: 0.967, Loss: 0.035 Epoch 47 Batch 91/538 - Train Accuracy: 0.953, Validation Accuracy: 0.967, Loss: 0.031 Epoch 47 Batch 92/538 - Train Accuracy: 0.962, Validation Accuracy: 0.968, Loss: 0.035 Epoch 47 Batch 93/538 - Train Accuracy: 0.971, Validation Accuracy: 0.974, Loss: 0.023 Epoch 47 Batch 94/538 - Train Accuracy: 0.957, Validation Accuracy: 0.970, Loss: 0.025 Epoch 47 Batch 95/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.026 Epoch 47 Batch 96/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.026 Epoch 47 Batch 97/538 - Train Accuracy: 0.963, Validation Accuracy: 0.967, Loss: 0.021 Epoch 47 Batch 98/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.027 Epoch 47 Batch 99/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.025 Epoch 47 Batch 100/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.021 Epoch 47 Batch 101/538 - Train Accuracy: 0.958, Validation Accuracy: 0.962, Loss: 0.041 Epoch 47 Batch 102/538 - Train Accuracy: 0.960, Validation Accuracy: 0.962, Loss: 0.031 Epoch 47 Batch 103/538 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.030 Epoch 47 Batch 104/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.024 Epoch 47 Batch 105/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.022 Epoch 47 Batch 106/538 - Train Accuracy: 0.966, Validation Accuracy: 0.970, Loss: 0.023 Epoch 47 Batch 107/538 - Train Accuracy: 0.959, Validation Accuracy: 0.971, Loss: 0.030 Epoch 47 Batch 108/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.028 Epoch 47 Batch 109/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.026 Epoch 47 Batch 110/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.028 Epoch 47 Batch 111/538 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.026 Epoch 47 Batch 112/538 - Train Accuracy: 0.963, Validation Accuracy: 0.966, Loss: 0.026 Epoch 47 Batch 113/538 - Train Accuracy: 0.960, Validation Accuracy: 0.967, Loss: 0.028 Epoch 47 Batch 114/538 - Train Accuracy: 0.972, Validation Accuracy: 0.962, Loss: 0.022 Epoch 47 Batch 115/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.032 Epoch 47 Batch 116/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.031 Epoch 47 Batch 117/538 - Train Accuracy: 0.975, Validation Accuracy: 0.962, Loss: 0.029 Epoch 47 Batch 118/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.026 Epoch 47 Batch 119/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.022 Epoch 47 Batch 120/538 - Train Accuracy: 0.964, Validation Accuracy: 0.965, Loss: 0.021 Epoch 47 Batch 121/538 - Train Accuracy: 0.970, Validation Accuracy: 0.958, Loss: 0.026 Epoch 47 Batch 122/538 - Train Accuracy: 0.960, Validation Accuracy: 0.959, Loss: 0.026 Epoch 47 Batch 123/538 - Train Accuracy: 0.969, Validation Accuracy: 0.959, Loss: 0.026 Epoch 47 Batch 124/538 - Train Accuracy: 0.952, Validation Accuracy: 0.959, Loss: 0.025 Epoch 47 Batch 125/538 - Train Accuracy: 0.966, Validation Accuracy: 0.959, Loss: 0.037 Epoch 47 Batch 126/538 - Train Accuracy: 0.957, Validation Accuracy: 0.962, Loss: 0.030 Epoch 47 Batch 127/538 - Train Accuracy: 0.961, Validation Accuracy: 0.962, Loss: 0.038 Epoch 47 Batch 128/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.027 Epoch 47 Batch 129/538 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.023 Epoch 47 Batch 130/538 - Train Accuracy: 0.961, Validation Accuracy: 0.964, Loss: 0.027 Epoch 47 Batch 131/538 - Train Accuracy: 0.973, Validation Accuracy: 0.962, Loss: 0.025 Epoch 47 Batch 132/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.026 Epoch 47 Batch 133/538 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.031 Epoch 47 Batch 134/538 - Train Accuracy: 0.961, Validation Accuracy: 0.964, Loss: 0.037 Epoch 47 Batch 135/538 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.039 Epoch 47 Batch 136/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.025 Epoch 47 Batch 137/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.032 Epoch 47 Batch 138/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.027 Epoch 47 Batch 139/538 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.033 Epoch 47 Batch 140/538 - Train Accuracy: 0.957, Validation Accuracy: 0.964, Loss: 0.037 Epoch 47 Batch 141/538 - Train Accuracy: 0.965, Validation Accuracy: 0.964, Loss: 0.033 Epoch 47 Batch 142/538 - Train Accuracy: 0.973, Validation Accuracy: 0.963, Loss: 0.024 Epoch 47 Batch 143/538 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.030 Epoch 47 Batch 144/538 - Train Accuracy: 0.970, Validation Accuracy: 0.961, Loss: 0.037 Epoch 47 Batch 145/538 - Train Accuracy: 0.960, Validation Accuracy: 0.961, Loss: 0.037 Epoch 47 Batch 146/538 - Train Accuracy: 0.972, Validation Accuracy: 0.961, Loss: 0.026 Epoch 47 Batch 147/538 - Train Accuracy: 0.973, Validation Accuracy: 0.959, Loss: 0.028 Epoch 47 Batch 148/538 - Train Accuracy: 0.955, Validation Accuracy: 0.960, Loss: 0.033 Epoch 47 Batch 149/538 - Train Accuracy: 0.972, Validation Accuracy: 0.960, Loss: 0.022 Epoch 47 Batch 150/538 - Train Accuracy: 0.970, Validation Accuracy: 0.960, Loss: 0.023 Epoch 47 Batch 151/538 - Train Accuracy: 0.958, Validation Accuracy: 0.962, Loss: 0.029 Epoch 47 Batch 152/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.027 Epoch 47 Batch 153/538 - Train Accuracy: 0.972, Validation Accuracy: 0.960, Loss: 0.023 Epoch 47 Batch 154/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.020 Epoch 47 Batch 155/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.033 Epoch 47 Batch 156/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.027 Epoch 47 Batch 157/538 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.028 Epoch 47 Batch 158/538 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.029 Epoch 47 Batch 159/538 - Train Accuracy: 0.962, Validation Accuracy: 0.963, Loss: 0.031 Epoch 47 Batch 160/538 - Train Accuracy: 0.959, Validation Accuracy: 0.958, Loss: 0.023 Epoch 47 Batch 161/538 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.025 Epoch 47 Batch 162/538 - Train Accuracy: 0.979, Validation Accuracy: 0.962, Loss: 0.032 Epoch 47 Batch 163/538 - Train Accuracy: 0.960, Validation Accuracy: 0.960, Loss: 0.035 Epoch 47 Batch 164/538 - Train Accuracy: 0.957, Validation Accuracy: 0.960, Loss: 0.030 Epoch 47 Batch 165/538 - Train Accuracy: 0.972, Validation Accuracy: 0.956, Loss: 0.018 Epoch 47 Batch 166/538 - Train Accuracy: 0.976, Validation Accuracy: 0.961, Loss: 0.024 Epoch 47 Batch 167/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.040 Epoch 47 Batch 168/538 - Train Accuracy: 0.961, Validation Accuracy: 0.961, Loss: 0.036 Epoch 47 Batch 169/538 - Train Accuracy: 0.978, Validation Accuracy: 0.960, Loss: 0.025 Epoch 47 Batch 170/538 - Train Accuracy: 0.964, Validation Accuracy: 0.960, Loss: 0.027 Epoch 47 Batch 171/538 - Train Accuracy: 0.960, Validation Accuracy: 0.957, Loss: 0.034 Epoch 47 Batch 172/538 - Train Accuracy: 0.969, Validation Accuracy: 0.959, Loss: 0.029 Epoch 47 Batch 173/538 - Train Accuracy: 0.979, Validation Accuracy: 0.957, Loss: 0.022 Epoch 47 Batch 174/538 - Train Accuracy: 0.966, Validation Accuracy: 0.957, Loss: 0.027 Epoch 47 Batch 175/538 - Train Accuracy: 0.968, Validation Accuracy: 0.957, Loss: 0.021 Epoch 47 Batch 176/538 - Train Accuracy: 0.968, Validation Accuracy: 0.960, Loss: 0.030 Epoch 47 Batch 177/538 - Train Accuracy: 0.964, Validation Accuracy: 0.959, Loss: 0.026 Epoch 47 Batch 178/538 - Train Accuracy: 0.956, Validation Accuracy: 0.956, Loss: 0.027 Epoch 47 Batch 179/538 - Train Accuracy: 0.971, Validation Accuracy: 0.956, Loss: 0.032 Epoch 47 Batch 180/538 - Train Accuracy: 0.969, Validation Accuracy: 0.956, Loss: 0.036 Epoch 47 Batch 181/538 - Train Accuracy: 0.959, Validation Accuracy: 0.961, Loss: 0.031 Epoch 47 Batch 182/538 - Train Accuracy: 0.972, Validation Accuracy: 0.959, Loss: 0.021 Epoch 47 Batch 183/538 - Train Accuracy: 0.975, Validation Accuracy: 0.957, Loss: 0.024 Epoch 47 Batch 184/538 - Train Accuracy: 0.976, Validation Accuracy: 0.957, Loss: 0.029 Epoch 47 Batch 185/538 - Train Accuracy: 0.970, Validation Accuracy: 0.959, Loss: 0.021 Epoch 47 Batch 186/538 - Train Accuracy: 0.972, Validation Accuracy: 0.958, Loss: 0.024 Epoch 47 Batch 187/538 - Train Accuracy: 0.968, Validation Accuracy: 0.955, Loss: 0.029 Epoch 47 Batch 188/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.023 Epoch 47 Batch 189/538 - Train Accuracy: 0.977, Validation Accuracy: 0.955, Loss: 0.028 Epoch 47 Batch 190/538 - Train Accuracy: 0.966, Validation Accuracy: 0.953, Loss: 0.039 Epoch 47 Batch 191/538 - Train Accuracy: 0.970, Validation Accuracy: 0.952, Loss: 0.027 Epoch 47 Batch 192/538 - Train Accuracy: 0.978, Validation Accuracy: 0.952, Loss: 0.027 Epoch 47 Batch 193/538 - Train Accuracy: 0.959, Validation Accuracy: 0.952, Loss: 0.025 Epoch 47 Batch 194/538 - Train Accuracy: 0.958, Validation Accuracy: 0.957, Loss: 0.038 Epoch 47 Batch 195/538 - Train Accuracy: 0.975, Validation Accuracy: 0.957, Loss: 0.035 Epoch 47 Batch 196/538 - Train Accuracy: 0.969, Validation Accuracy: 0.960, Loss: 0.026 Epoch 47 Batch 197/538 - Train Accuracy: 0.972, Validation Accuracy: 0.960, Loss: 0.026 Epoch 47 Batch 198/538 - Train Accuracy: 0.962, Validation Accuracy: 0.962, Loss: 0.025 Epoch 47 Batch 199/538 - Train Accuracy: 0.959, Validation Accuracy: 0.958, Loss: 0.028 Epoch 47 Batch 200/538 - Train Accuracy: 0.973, Validation Accuracy: 0.956, Loss: 0.024 Epoch 47 Batch 201/538 - Train Accuracy: 0.960, Validation Accuracy: 0.958, Loss: 0.039 Epoch 47 Batch 202/538 - Train Accuracy: 0.973, Validation Accuracy: 0.959, Loss: 0.030 Epoch 47 Batch 203/538 - Train Accuracy: 0.968, Validation Accuracy: 0.954, Loss: 0.028 Epoch 47 Batch 204/538 - Train Accuracy: 0.962, Validation Accuracy: 0.956, Loss: 0.041 Epoch 47 Batch 205/538 - Train Accuracy: 0.958, Validation Accuracy: 0.956, Loss: 0.024 Epoch 47 Batch 206/538 - Train Accuracy: 0.967, Validation Accuracy: 0.954, Loss: 0.023 Epoch 47 Batch 207/538 - Train Accuracy: 0.962, Validation Accuracy: 0.954, Loss: 0.040 Epoch 47 Batch 208/538 - Train Accuracy: 0.966, Validation Accuracy: 0.952, Loss: 0.032 Epoch 47 Batch 209/538 - Train Accuracy: 0.970, Validation Accuracy: 0.952, Loss: 0.029 Epoch 47 Batch 210/538 - Train Accuracy: 0.964, Validation Accuracy: 0.952, Loss: 0.034 Epoch 47 Batch 211/538 - Train Accuracy: 0.967, Validation Accuracy: 0.955, Loss: 0.029 Epoch 47 Batch 212/538 - Train Accuracy: 0.973, Validation Accuracy: 0.957, Loss: 0.027 Epoch 47 Batch 213/538 - Train Accuracy: 0.970, Validation Accuracy: 0.953, Loss: 0.027 Epoch 47 Batch 214/538 - Train Accuracy: 0.972, Validation Accuracy: 0.957, Loss: 0.025 Epoch 47 Batch 215/538 - Train Accuracy: 0.971, Validation Accuracy: 0.958, Loss: 0.018 Epoch 47 Batch 216/538 - Train Accuracy: 0.958, Validation Accuracy: 0.956, Loss: 0.032 Epoch 47 Batch 217/538 - Train Accuracy: 0.963, Validation Accuracy: 0.956, Loss: 0.034 Epoch 47 Batch 218/538 - Train Accuracy: 0.966, Validation Accuracy: 0.961, Loss: 0.027 Epoch 47 Batch 219/538 - Train Accuracy: 0.963, Validation Accuracy: 0.957, Loss: 0.032 Epoch 47 Batch 220/538 - Train Accuracy: 0.951, Validation Accuracy: 0.957, Loss: 0.029 Epoch 47 Batch 221/538 - Train Accuracy: 0.970, Validation Accuracy: 0.955, Loss: 0.019 Epoch 47 Batch 222/538 - Train Accuracy: 0.970, Validation Accuracy: 0.954, Loss: 0.021 Epoch 47 Batch 223/538 - Train Accuracy: 0.966, Validation Accuracy: 0.954, Loss: 0.030 Epoch 47 Batch 224/538 - Train Accuracy: 0.957, Validation Accuracy: 0.954, Loss: 0.033 Epoch 47 Batch 225/538 - Train Accuracy: 0.972, Validation Accuracy: 0.962, Loss: 0.024 Epoch 47 Batch 226/538 - Train Accuracy: 0.960, Validation Accuracy: 0.958, Loss: 0.030 Epoch 47 Batch 227/538 - Train Accuracy: 0.963, Validation Accuracy: 0.961, Loss: 0.030 Epoch 47 Batch 228/538 - Train Accuracy: 0.952, Validation Accuracy: 0.958, Loss: 0.028 Epoch 47 Batch 229/538 - Train Accuracy: 0.961, Validation Accuracy: 0.958, Loss: 0.036 Epoch 47 Batch 230/538 - Train Accuracy: 0.956, Validation Accuracy: 0.957, Loss: 0.026 Epoch 47 Batch 231/538 - Train Accuracy: 0.963, Validation Accuracy: 0.958, Loss: 0.030 Epoch 47 Batch 232/538 - Train Accuracy: 0.969, Validation Accuracy: 0.962, Loss: 0.027 Epoch 47 Batch 233/538 - Train Accuracy: 0.969, Validation Accuracy: 0.962, Loss: 0.031 Epoch 47 Batch 234/538 - Train Accuracy: 0.971, Validation Accuracy: 0.960, Loss: 0.029 Epoch 47 Batch 235/538 - Train Accuracy: 0.973, Validation Accuracy: 0.957, Loss: 0.024 Epoch 47 Batch 236/538 - Train Accuracy: 0.965, Validation Accuracy: 0.959, Loss: 0.025 Epoch 47 Batch 237/538 - Train Accuracy: 0.963, Validation Accuracy: 0.956, Loss: 0.021 Epoch 47 Batch 238/538 - Train Accuracy: 0.970, Validation Accuracy: 0.956, Loss: 0.028 Epoch 47 Batch 239/538 - Train Accuracy: 0.969, Validation Accuracy: 0.954, Loss: 0.028 Epoch 47 Batch 240/538 - Train Accuracy: 0.963, Validation Accuracy: 0.955, Loss: 0.029 Epoch 47 Batch 241/538 - Train Accuracy: 0.969, Validation Accuracy: 0.954, Loss: 0.031 Epoch 47 Batch 242/538 - Train Accuracy: 0.973, Validation Accuracy: 0.952, Loss: 0.031 Epoch 47 Batch 243/538 - Train Accuracy: 0.962, Validation Accuracy: 0.956, Loss: 0.026 Epoch 47 Batch 244/538 - Train Accuracy: 0.965, Validation Accuracy: 0.956, Loss: 0.024 Epoch 47 Batch 245/538 - Train Accuracy: 0.963, Validation Accuracy: 0.955, Loss: 0.039 Epoch 47 Batch 246/538 - Train Accuracy: 0.969, Validation Accuracy: 0.957, Loss: 0.021 Epoch 47 Batch 247/538 - Train Accuracy: 0.955, Validation Accuracy: 0.955, Loss: 0.025 Epoch 47 Batch 248/538 - Train Accuracy: 0.960, Validation Accuracy: 0.958, Loss: 0.030 Epoch 47 Batch 249/538 - Train Accuracy: 0.970, Validation Accuracy: 0.958, Loss: 0.023 Epoch 47 Batch 250/538 - Train Accuracy: 0.972, Validation Accuracy: 0.961, Loss: 0.026 Epoch 47 Batch 251/538 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.025 Epoch 47 Batch 252/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.026 Epoch 47 Batch 253/538 - Train Accuracy: 0.959, Validation Accuracy: 0.959, Loss: 0.025 Epoch 47 Batch 254/538 - Train Accuracy: 0.953, Validation Accuracy: 0.964, Loss: 0.032 Epoch 47 Batch 255/538 - Train Accuracy: 0.970, Validation Accuracy: 0.964, Loss: 0.027 Epoch 47 Batch 256/538 - Train Accuracy: 0.964, Validation Accuracy: 0.962, Loss: 0.030 Epoch 47 Batch 257/538 - Train Accuracy: 0.974, Validation Accuracy: 0.962, Loss: 0.025 Epoch 47 Batch 258/538 - Train Accuracy: 0.972, Validation Accuracy: 0.958, Loss: 0.026 Epoch 47 Batch 259/538 - Train Accuracy: 0.979, Validation Accuracy: 0.960, Loss: 0.021 Epoch 47 Batch 260/538 - Train Accuracy: 0.952, Validation Accuracy: 0.960, Loss: 0.032 Epoch 47 Batch 261/538 - Train Accuracy: 0.953, Validation Accuracy: 0.960, Loss: 0.034 Epoch 47 Batch 262/538 - Train Accuracy: 0.972, Validation Accuracy: 0.961, Loss: 0.028 Epoch 47 Batch 263/538 - Train Accuracy: 0.968, Validation Accuracy: 0.965, Loss: 0.025 Epoch 47 Batch 264/538 - Train Accuracy: 0.968, Validation Accuracy: 0.965, Loss: 0.027 Epoch 47 Batch 265/538 - Train Accuracy: 0.957, Validation Accuracy: 0.961, Loss: 0.035 Epoch 47 Batch 266/538 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.035 Epoch 47 Batch 267/538 - Train Accuracy: 0.955, Validation Accuracy: 0.964, Loss: 0.026 Epoch 47 Batch 268/538 - Train Accuracy: 0.959, Validation Accuracy: 0.961, Loss: 0.029 Epoch 47 Batch 269/538 - Train Accuracy: 0.959, Validation Accuracy: 0.959, Loss: 0.026 Epoch 47 Batch 270/538 - Train Accuracy: 0.961, Validation Accuracy: 0.958, Loss: 0.030 Epoch 47 Batch 271/538 - Train Accuracy: 0.959, Validation Accuracy: 0.958, Loss: 0.022 Epoch 47 Batch 272/538 - Train Accuracy: 0.973, Validation Accuracy: 0.958, Loss: 0.030 Epoch 47 Batch 273/538 - Train Accuracy: 0.962, Validation Accuracy: 0.964, Loss: 0.025 Epoch 47 Batch 274/538 - Train Accuracy: 0.953, Validation Accuracy: 0.962, Loss: 0.032 Epoch 47 Batch 275/538 - Train Accuracy: 0.961, Validation Accuracy: 0.964, Loss: 0.025 Epoch 47 Batch 276/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.038 Epoch 47 Batch 277/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.025 Epoch 47 Batch 278/538 - Train Accuracy: 0.959, Validation Accuracy: 0.965, Loss: 0.026 Epoch 47 Batch 279/538 - Train Accuracy: 0.953, Validation Accuracy: 0.964, Loss: 0.028 Epoch 47 Batch 280/538 - Train Accuracy: 0.968, Validation Accuracy: 0.959, Loss: 0.025 Epoch 47 Batch 281/538 - Train Accuracy: 0.963, Validation Accuracy: 0.958, Loss: 0.036 Epoch 47 Batch 282/538 - Train Accuracy: 0.970, Validation Accuracy: 0.958, Loss: 0.029 Epoch 47 Batch 283/538 - Train Accuracy: 0.969, Validation Accuracy: 0.960, Loss: 0.031 Epoch 47 Batch 284/538 - Train Accuracy: 0.961, Validation Accuracy: 0.959, Loss: 0.031 Epoch 47 Batch 285/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.023 Epoch 47 Batch 286/538 - Train Accuracy: 0.961, Validation Accuracy: 0.961, Loss: 0.031 Epoch 47 Batch 287/538 - Train Accuracy: 0.967, Validation Accuracy: 0.960, Loss: 0.020 Epoch 47 Batch 288/538 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.029 Epoch 47 Batch 289/538 - Train Accuracy: 0.964, Validation Accuracy: 0.969, Loss: 0.023 Epoch 47 Batch 290/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.022 Epoch 47 Batch 291/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.033 Epoch 47 Batch 292/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.021 Epoch 47 Batch 293/538 - Train Accuracy: 0.945, Validation Accuracy: 0.968, Loss: 0.031 Epoch 47 Batch 294/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.022 Epoch 47 Batch 295/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.028 Epoch 47 Batch 296/538 - Train Accuracy: 0.959, Validation Accuracy: 0.968, Loss: 0.035 Epoch 47 Batch 297/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.026 Epoch 47 Batch 298/538 - Train Accuracy: 0.968, Validation Accuracy: 0.957, Loss: 0.028 Epoch 47 Batch 299/538 - Train Accuracy: 0.964, Validation Accuracy: 0.953, Loss: 0.032 Epoch 47 Batch 300/538 - Train Accuracy: 0.963, Validation Accuracy: 0.946, Loss: 0.028 Epoch 47 Batch 301/538 - Train Accuracy: 0.965, Validation Accuracy: 0.943, Loss: 0.030 Epoch 47 Batch 302/538 - Train Accuracy: 0.967, Validation Accuracy: 0.945, Loss: 0.027 Epoch 47 Batch 303/538 - Train Accuracy: 0.975, Validation Accuracy: 0.950, Loss: 0.030 Epoch 47 Batch 304/538 - Train Accuracy: 0.962, Validation Accuracy: 0.954, Loss: 0.035 Epoch 47 Batch 305/538 - Train Accuracy: 0.974, Validation Accuracy: 0.956, Loss: 0.024 Epoch 47 Batch 306/538 - Train Accuracy: 0.970, Validation Accuracy: 0.956, Loss: 0.032 Epoch 47 Batch 307/538 - Train Accuracy: 0.974, Validation Accuracy: 0.956, Loss: 0.028 Epoch 47 Batch 308/538 - Train Accuracy: 0.970, Validation Accuracy: 0.960, Loss: 0.026 Epoch 47 Batch 309/538 - Train Accuracy: 0.973, Validation Accuracy: 0.962, Loss: 0.022 Epoch 47 Batch 310/538 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.027 Epoch 47 Batch 311/538 - Train Accuracy: 0.967, Validation Accuracy: 0.961, Loss: 0.034 Epoch 47 Batch 312/538 - Train Accuracy: 0.968, Validation Accuracy: 0.960, Loss: 0.024 Epoch 47 Batch 313/538 - Train Accuracy: 0.975, Validation Accuracy: 0.961, Loss: 0.031 Epoch 47 Batch 314/538 - Train Accuracy: 0.976, Validation Accuracy: 0.964, Loss: 0.030 Epoch 47 Batch 315/538 - Train Accuracy: 0.975, Validation Accuracy: 0.962, Loss: 0.021 Epoch 47 Batch 316/538 - Train Accuracy: 0.965, Validation Accuracy: 0.957, Loss: 0.021 Epoch 47 Batch 317/538 - Train Accuracy: 0.968, Validation Accuracy: 0.960, Loss: 0.024 Epoch 47 Batch 318/538 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.029 Epoch 47 Batch 319/538 - Train Accuracy: 0.964, Validation Accuracy: 0.960, Loss: 0.030 Epoch 47 Batch 320/538 - Train Accuracy: 0.969, Validation Accuracy: 0.960, Loss: 0.030 Epoch 47 Batch 321/538 - Train Accuracy: 0.966, Validation Accuracy: 0.962, Loss: 0.025 Epoch 47 Batch 322/538 - Train Accuracy: 0.975, Validation Accuracy: 0.965, Loss: 0.024 Epoch 47 Batch 323/538 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.026 Epoch 47 Batch 324/538 - Train Accuracy: 0.968, Validation Accuracy: 0.965, Loss: 0.022 Epoch 47 Batch 325/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.020 Epoch 47 Batch 326/538 - Train Accuracy: 0.967, Validation Accuracy: 0.964, Loss: 0.030 Epoch 47 Batch 327/538 - Train Accuracy: 0.962, Validation Accuracy: 0.964, Loss: 0.029 Epoch 47 Batch 328/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.024 Epoch 47 Batch 329/538 - Train Accuracy: 0.973, Validation Accuracy: 0.963, Loss: 0.024 Epoch 47 Batch 330/538 - Train Accuracy: 0.961, Validation Accuracy: 0.968, Loss: 0.024 Epoch 47 Batch 331/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.027 Epoch 47 Batch 332/538 - Train Accuracy: 0.962, Validation Accuracy: 0.969, Loss: 0.035 Epoch 47 Batch 333/538 - Train Accuracy: 0.963, Validation Accuracy: 0.963, Loss: 0.024 Epoch 47 Batch 334/538 - Train Accuracy: 0.970, Validation Accuracy: 0.961, Loss: 0.025 Epoch 47 Batch 335/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.027 Epoch 47 Batch 336/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.022 Epoch 47 Batch 337/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.028 Epoch 47 Batch 338/538 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.029 Epoch 47 Batch 339/538 - Train Accuracy: 0.967, Validation Accuracy: 0.964, Loss: 0.024 Epoch 47 Batch 340/538 - Train Accuracy: 0.965, Validation Accuracy: 0.964, Loss: 0.029 Epoch 47 Batch 341/538 - Train Accuracy: 0.965, Validation Accuracy: 0.967, Loss: 0.021 Epoch 47 Batch 342/538 - Train Accuracy: 0.965, Validation Accuracy: 0.969, Loss: 0.033 Epoch 47 Batch 343/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.033 Epoch 47 Batch 344/538 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.023 Epoch 47 Batch 345/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.031 Epoch 47 Batch 346/538 - Train Accuracy: 0.962, Validation Accuracy: 0.968, Loss: 0.033 Epoch 47 Batch 347/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.026 Epoch 47 Batch 348/538 - Train Accuracy: 0.967, Validation Accuracy: 0.970, Loss: 0.026 Epoch 47 Batch 349/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.026 Epoch 47 Batch 350/538 - Train Accuracy: 0.967, Validation Accuracy: 0.965, Loss: 0.037 Epoch 47 Batch 351/538 - Train Accuracy: 0.960, Validation Accuracy: 0.963, Loss: 0.036 Epoch 47 Batch 352/538 - Train Accuracy: 0.961, Validation Accuracy: 0.961, Loss: 0.045 Epoch 47 Batch 353/538 - Train Accuracy: 0.970, Validation Accuracy: 0.961, Loss: 0.032 Epoch 47 Batch 354/538 - Train Accuracy: 0.963, Validation Accuracy: 0.959, Loss: 0.022 Epoch 47 Batch 355/538 - Train Accuracy: 0.975, Validation Accuracy: 0.959, Loss: 0.029 Epoch 47 Batch 356/538 - Train Accuracy: 0.966, Validation Accuracy: 0.959, Loss: 0.025 Epoch 47 Batch 357/538 - Train Accuracy: 0.971, Validation Accuracy: 0.957, Loss: 0.024 Epoch 47 Batch 358/538 - Train Accuracy: 0.971, Validation Accuracy: 0.961, Loss: 0.025 Epoch 47 Batch 359/538 - Train Accuracy: 0.970, Validation Accuracy: 0.959, Loss: 0.035 Epoch 47 Batch 360/538 - Train Accuracy: 0.970, Validation Accuracy: 0.956, Loss: 0.033 Epoch 47 Batch 361/538 - Train Accuracy: 0.971, Validation Accuracy: 0.959, Loss: 0.026 Epoch 47 Batch 362/538 - Train Accuracy: 0.970, Validation Accuracy: 0.958, Loss: 0.018 Epoch 47 Batch 363/538 - Train Accuracy: 0.962, Validation Accuracy: 0.959, Loss: 0.033 Epoch 47 Batch 364/538 - Train Accuracy: 0.964, Validation Accuracy: 0.961, Loss: 0.036 Epoch 47 Batch 365/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.023 Epoch 47 Batch 366/538 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.027 Epoch 47 Batch 367/538 - Train Accuracy: 0.967, Validation Accuracy: 0.961, Loss: 0.022 Epoch 47 Batch 368/538 - Train Accuracy: 0.970, Validation Accuracy: 0.961, Loss: 0.024 Epoch 47 Batch 369/538 - Train Accuracy: 0.977, Validation Accuracy: 0.959, Loss: 0.024 Epoch 47 Batch 370/538 - Train Accuracy: 0.964, Validation Accuracy: 0.962, Loss: 0.033 Epoch 47 Batch 371/538 - Train Accuracy: 0.977, Validation Accuracy: 0.962, Loss: 0.031 Epoch 47 Batch 372/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.026 Epoch 47 Batch 373/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.020 Epoch 47 Batch 374/538 - Train Accuracy: 0.957, Validation Accuracy: 0.963, Loss: 0.024 Epoch 47 Batch 375/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.026 Epoch 47 Batch 376/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.021 Epoch 47 Batch 377/538 - Train Accuracy: 0.958, Validation Accuracy: 0.961, Loss: 0.032 Epoch 47 Batch 378/538 - Train Accuracy: 0.960, Validation Accuracy: 0.961, Loss: 0.023 Epoch 47 Batch 379/538 - Train Accuracy: 0.971, Validation Accuracy: 0.961, Loss: 0.027 Epoch 47 Batch 380/538 - Train Accuracy: 0.974, Validation Accuracy: 0.961, Loss: 0.020 Epoch 47 Batch 381/538 - Train Accuracy: 0.969, Validation Accuracy: 0.962, Loss: 0.023 Epoch 47 Batch 382/538 - Train Accuracy: 0.951, Validation Accuracy: 0.962, Loss: 0.031 Epoch 47 Batch 383/538 - Train Accuracy: 0.966, Validation Accuracy: 0.968, Loss: 0.022 Epoch 47 Batch 384/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.026 Epoch 47 Batch 385/538 - Train Accuracy: 0.962, Validation Accuracy: 0.966, Loss: 0.027 Epoch 47 Batch 386/538 - Train Accuracy: 0.976, Validation Accuracy: 0.965, Loss: 0.023 Epoch 47 Batch 387/538 - Train Accuracy: 0.976, Validation Accuracy: 0.963, Loss: 0.021 Epoch 47 Batch 388/538 - Train Accuracy: 0.965, Validation Accuracy: 0.962, Loss: 0.023 Epoch 47 Batch 389/538 - Train Accuracy: 0.961, Validation Accuracy: 0.961, Loss: 0.028 Epoch 47 Batch 390/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.025 Epoch 47 Batch 391/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.028 Epoch 47 Batch 392/538 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.022 Epoch 47 Batch 393/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.026 Epoch 47 Batch 394/538 - Train Accuracy: 0.957, Validation Accuracy: 0.963, Loss: 0.029 Epoch 47 Batch 395/538 - Train Accuracy: 0.954, Validation Accuracy: 0.962, Loss: 0.030 Epoch 47 Batch 396/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.025 Epoch 47 Batch 397/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.034 Epoch 47 Batch 398/538 - Train Accuracy: 0.970, Validation Accuracy: 0.964, Loss: 0.029 Epoch 47 Batch 399/538 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.025 Epoch 47 Batch 400/538 - Train Accuracy: 0.979, Validation Accuracy: 0.965, Loss: 0.024 Epoch 47 Batch 401/538 - Train Accuracy: 0.977, Validation Accuracy: 0.962, Loss: 0.021 Epoch 47 Batch 402/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.025 Epoch 47 Batch 403/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.031 Epoch 47 Batch 404/538 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.028 Epoch 47 Batch 405/538 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.030 Epoch 47 Batch 406/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.032 Epoch 47 Batch 407/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.026 Epoch 47 Batch 408/538 - Train Accuracy: 0.958, Validation Accuracy: 0.967, Loss: 0.031 Epoch 47 Batch 409/538 - Train Accuracy: 0.963, Validation Accuracy: 0.967, Loss: 0.028 Epoch 47 Batch 410/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.029 Epoch 47 Batch 411/538 - Train Accuracy: 0.963, Validation Accuracy: 0.965, Loss: 0.032 Epoch 47 Batch 412/538 - Train Accuracy: 0.967, Validation Accuracy: 0.961, Loss: 0.021 Epoch 47 Batch 413/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.023 Epoch 47 Batch 414/538 - Train Accuracy: 0.947, Validation Accuracy: 0.965, Loss: 0.037 Epoch 47 Batch 415/538 - Train Accuracy: 0.966, Validation Accuracy: 0.965, Loss: 0.026 Epoch 47 Batch 416/538 - Train Accuracy: 0.984, Validation Accuracy: 0.965, Loss: 0.029 Epoch 47 Batch 417/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.025 Epoch 47 Batch 418/538 - Train Accuracy: 0.962, Validation Accuracy: 0.970, Loss: 0.032 Epoch 47 Batch 419/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.032 Epoch 47 Batch 420/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.027 Epoch 47 Batch 421/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.025 Epoch 47 Batch 422/538 - Train Accuracy: 0.962, Validation Accuracy: 0.963, Loss: 0.034 Epoch 47 Batch 423/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.026 Epoch 47 Batch 424/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.035 Epoch 47 Batch 425/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.045 Epoch 47 Batch 426/538 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.035 Epoch 47 Batch 427/538 - Train Accuracy: 0.953, Validation Accuracy: 0.965, Loss: 0.027 Epoch 47 Batch 428/538 - Train Accuracy: 0.969, Validation Accuracy: 0.962, Loss: 0.026 Epoch 47 Batch 429/538 - Train Accuracy: 0.977, Validation Accuracy: 0.962, Loss: 0.034 Epoch 47 Batch 430/538 - Train Accuracy: 0.960, Validation Accuracy: 0.961, Loss: 0.031 Epoch 47 Batch 431/538 - Train Accuracy: 0.955, Validation Accuracy: 0.964, Loss: 0.026 Epoch 47 Batch 432/538 - Train Accuracy: 0.954, Validation Accuracy: 0.964, Loss: 0.031 Epoch 47 Batch 433/538 - Train Accuracy: 0.954, Validation Accuracy: 0.964, Loss: 0.049 Epoch 47 Batch 434/538 - Train Accuracy: 0.966, Validation Accuracy: 0.965, Loss: 0.029 Epoch 47 Batch 435/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.032 Epoch 47 Batch 436/538 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.027 Epoch 47 Batch 437/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.024 Epoch 47 Batch 438/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.022 Epoch 47 Batch 439/538 - Train Accuracy: 0.978, Validation Accuracy: 0.967, Loss: 0.030 Epoch 47 Batch 440/538 - Train Accuracy: 0.979, Validation Accuracy: 0.965, Loss: 0.028 Epoch 47 Batch 441/538 - Train Accuracy: 0.957, Validation Accuracy: 0.965, Loss: 0.032 Epoch 47 Batch 442/538 - Train Accuracy: 0.960, Validation Accuracy: 0.963, Loss: 0.026 Epoch 47 Batch 443/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.027 Epoch 47 Batch 444/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.024 Epoch 47 Batch 445/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.024 Epoch 47 Batch 446/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.025 Epoch 47 Batch 447/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.026 Epoch 47 Batch 448/538 - Train Accuracy: 0.968, Validation Accuracy: 0.965, Loss: 0.026 Epoch 47 Batch 449/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.034 Epoch 47 Batch 450/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.039 Epoch 47 Batch 451/538 - Train Accuracy: 0.961, Validation Accuracy: 0.964, Loss: 0.025 Epoch 47 Batch 452/538 - Train Accuracy: 0.964, Validation Accuracy: 0.967, Loss: 0.025 Epoch 47 Batch 453/538 - Train Accuracy: 0.967, Validation Accuracy: 0.965, Loss: 0.028 Epoch 47 Batch 454/538 - Train Accuracy: 0.959, Validation Accuracy: 0.963, Loss: 0.031 Epoch 47 Batch 455/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.027 Epoch 47 Batch 456/538 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.048 Epoch 47 Batch 457/538 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.024 Epoch 47 Batch 458/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.026 Epoch 47 Batch 459/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.021 Epoch 47 Batch 460/538 - Train Accuracy: 0.963, Validation Accuracy: 0.971, Loss: 0.028 Epoch 47 Batch 461/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.033 Epoch 47 Batch 462/538 - Train Accuracy: 0.959, Validation Accuracy: 0.971, Loss: 0.031 Epoch 47 Batch 463/538 - Train Accuracy: 0.951, Validation Accuracy: 0.972, Loss: 0.030 Epoch 47 Batch 464/538 - Train Accuracy: 0.981, Validation Accuracy: 0.968, Loss: 0.022 Epoch 47 Batch 465/538 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.029 Epoch 47 Batch 466/538 - Train Accuracy: 0.963, Validation Accuracy: 0.967, Loss: 0.025 Epoch 47 Batch 467/538 - Train Accuracy: 0.968, Validation Accuracy: 0.967, Loss: 0.030 Epoch 47 Batch 468/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.033 Epoch 47 Batch 469/538 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.028 Epoch 47 Batch 470/538 - Train Accuracy: 0.961, Validation Accuracy: 0.968, Loss: 0.025 Epoch 47 Batch 471/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.021 Epoch 47 Batch 472/538 - Train Accuracy: 0.985, Validation Accuracy: 0.967, Loss: 0.021 Epoch 47 Batch 473/538 - Train Accuracy: 0.974, Validation Accuracy: 0.963, Loss: 0.031 Epoch 47 Batch 474/538 - Train Accuracy: 0.967, Validation Accuracy: 0.961, Loss: 0.025 Epoch 47 Batch 475/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.029 Epoch 47 Batch 476/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.029 Epoch 47 Batch 477/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.028 Epoch 47 Batch 478/538 - Train Accuracy: 0.980, Validation Accuracy: 0.963, Loss: 0.021 Epoch 47 Batch 479/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.027 Epoch 47 Batch 480/538 - Train Accuracy: 0.964, Validation Accuracy: 0.962, Loss: 0.025 Epoch 47 Batch 481/538 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.030 Epoch 47 Batch 482/538 - Train Accuracy: 0.958, Validation Accuracy: 0.964, Loss: 0.025 Epoch 47 Batch 483/538 - Train Accuracy: 0.965, Validation Accuracy: 0.964, Loss: 0.030 Epoch 47 Batch 484/538 - Train Accuracy: 0.959, Validation Accuracy: 0.961, Loss: 0.035 Epoch 47 Batch 485/538 - Train Accuracy: 0.962, Validation Accuracy: 0.958, Loss: 0.032 Epoch 47 Batch 486/538 - Train Accuracy: 0.968, Validation Accuracy: 0.958, Loss: 0.022 Epoch 47 Batch 487/538 - Train Accuracy: 0.974, Validation Accuracy: 0.961, Loss: 0.026 Epoch 47 Batch 488/538 - Train Accuracy: 0.978, Validation Accuracy: 0.960, Loss: 0.025 Epoch 47 Batch 489/538 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.030 Epoch 47 Batch 490/538 - Train Accuracy: 0.960, Validation Accuracy: 0.963, Loss: 0.026 Epoch 47 Batch 491/538 - Train Accuracy: 0.963, Validation Accuracy: 0.963, Loss: 0.029 Epoch 47 Batch 492/538 - Train Accuracy: 0.963, Validation Accuracy: 0.960, Loss: 0.025 Epoch 47 Batch 493/538 - Train Accuracy: 0.960, Validation Accuracy: 0.958, Loss: 0.032 Epoch 47 Batch 494/538 - Train Accuracy: 0.967, Validation Accuracy: 0.962, Loss: 0.040 Epoch 47 Batch 495/538 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.028 Epoch 47 Batch 496/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.021 Epoch 47 Batch 497/538 - Train Accuracy: 0.973, Validation Accuracy: 0.960, Loss: 0.024 Epoch 47 Batch 498/538 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.026 Epoch 47 Batch 499/538 - Train Accuracy: 0.960, Validation Accuracy: 0.962, Loss: 0.034 Epoch 47 Batch 500/538 - Train Accuracy: 0.975, Validation Accuracy: 0.962, Loss: 0.021 Epoch 47 Batch 501/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.026 Epoch 47 Batch 502/538 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.021 Epoch 47 Batch 503/538 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.027 Epoch 47 Batch 504/538 - Train Accuracy: 0.978, Validation Accuracy: 0.965, Loss: 0.019 Epoch 47 Batch 505/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.017 Epoch 47 Batch 506/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.026 Epoch 47 Batch 507/538 - Train Accuracy: 0.965, Validation Accuracy: 0.969, Loss: 0.027 Epoch 47 Batch 508/538 - Train Accuracy: 0.964, Validation Accuracy: 0.969, Loss: 0.031 Epoch 47 Batch 509/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.028 Epoch 47 Batch 510/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.024 Epoch 47 Batch 511/538 - Train Accuracy: 0.959, Validation Accuracy: 0.970, Loss: 0.033 Epoch 47 Batch 512/538 - Train Accuracy: 0.963, Validation Accuracy: 0.970, Loss: 0.032 Epoch 47 Batch 513/538 - Train Accuracy: 0.958, Validation Accuracy: 0.970, Loss: 0.028 Epoch 47 Batch 514/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.023 Epoch 47 Batch 515/538 - Train Accuracy: 0.959, Validation Accuracy: 0.972, Loss: 0.033 Epoch 47 Batch 516/538 - Train Accuracy: 0.967, Validation Accuracy: 0.968, Loss: 0.025 Epoch 47 Batch 517/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.023 Epoch 47 Batch 518/538 - Train Accuracy: 0.961, Validation Accuracy: 0.966, Loss: 0.031 Epoch 47 Batch 519/538 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.023 Epoch 47 Batch 520/538 - Train Accuracy: 0.967, Validation Accuracy: 0.965, Loss: 0.033 Epoch 47 Batch 521/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.027 Epoch 47 Batch 522/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.027 Epoch 47 Batch 523/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.026 Epoch 47 Batch 524/538 - Train Accuracy: 0.968, Validation Accuracy: 0.967, Loss: 0.026 Epoch 47 Batch 525/538 - Train Accuracy: 0.967, Validation Accuracy: 0.967, Loss: 0.031 Epoch 47 Batch 526/538 - Train Accuracy: 0.965, Validation Accuracy: 0.967, Loss: 0.026 Epoch 47 Batch 527/538 - Train Accuracy: 0.963, Validation Accuracy: 0.969, Loss: 0.025 Epoch 47 Batch 528/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.028 Epoch 47 Batch 529/538 - Train Accuracy: 0.964, Validation Accuracy: 0.967, Loss: 0.029 Epoch 47 Batch 530/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.027 Epoch 47 Batch 531/538 - Train Accuracy: 0.965, Validation Accuracy: 0.965, Loss: 0.033 Epoch 47 Batch 532/538 - Train Accuracy: 0.956, Validation Accuracy: 0.967, Loss: 0.023 Epoch 47 Batch 533/538 - Train Accuracy: 0.963, Validation Accuracy: 0.967, Loss: 0.027 Epoch 47 Batch 534/538 - Train Accuracy: 0.963, Validation Accuracy: 0.967, Loss: 0.021 Epoch 47 Batch 535/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.025 Epoch 47 Batch 536/538 - Train Accuracy: 0.975, Validation Accuracy: 0.965, Loss: 0.033 Epoch 48 Batch 0/538 - Train Accuracy: 0.980, Validation Accuracy: 0.961, Loss: 0.024 Epoch 48 Batch 1/538 - Train Accuracy: 0.976, Validation Accuracy: 0.961, Loss: 0.028 Epoch 48 Batch 2/538 - Train Accuracy: 0.968, Validation Accuracy: 0.958, Loss: 0.033 Epoch 48 Batch 3/538 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.026 Epoch 48 Batch 4/538 - Train Accuracy: 0.974, Validation Accuracy: 0.962, Loss: 0.030 Epoch 48 Batch 5/538 - Train Accuracy: 0.965, Validation Accuracy: 0.964, Loss: 0.030 Epoch 48 Batch 6/538 - Train Accuracy: 0.971, Validation Accuracy: 0.960, Loss: 0.023 Epoch 48 Batch 7/538 - Train Accuracy: 0.967, Validation Accuracy: 0.961, Loss: 0.026 Epoch 48 Batch 8/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.029 Epoch 48 Batch 9/538 - Train Accuracy: 0.962, Validation Accuracy: 0.963, Loss: 0.022 Epoch 48 Batch 10/538 - Train Accuracy: 0.970, Validation Accuracy: 0.964, Loss: 0.024 Epoch 48 Batch 11/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.026 Epoch 48 Batch 12/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.026 Epoch 48 Batch 13/538 - Train Accuracy: 0.967, Validation Accuracy: 0.961, Loss: 0.023 Epoch 48 Batch 14/538 - Train Accuracy: 0.962, Validation Accuracy: 0.961, Loss: 0.032 Epoch 48 Batch 15/538 - Train Accuracy: 0.967, Validation Accuracy: 0.961, Loss: 0.028 Epoch 48 Batch 16/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.027 Epoch 48 Batch 17/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.031 Epoch 48 Batch 18/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.037 Epoch 48 Batch 19/538 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.032 Epoch 48 Batch 20/538 - Train Accuracy: 0.970, Validation Accuracy: 0.960, Loss: 0.028 Epoch 48 Batch 21/538 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.019 Epoch 48 Batch 22/538 - Train Accuracy: 0.960, Validation Accuracy: 0.968, Loss: 0.028 Epoch 48 Batch 23/538 - Train Accuracy: 0.963, Validation Accuracy: 0.968, Loss: 0.035 Epoch 48 Batch 24/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.028 Epoch 48 Batch 25/538 - Train Accuracy: 0.960, Validation Accuracy: 0.968, Loss: 0.033 Epoch 48 Batch 26/538 - Train Accuracy: 0.954, Validation Accuracy: 0.966, Loss: 0.035 Epoch 48 Batch 27/538 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.022 Epoch 48 Batch 28/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.027 Epoch 48 Batch 29/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.019 Epoch 48 Batch 30/538 - Train Accuracy: 0.961, Validation Accuracy: 0.965, Loss: 0.027 Epoch 48 Batch 31/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.021 Epoch 48 Batch 32/538 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.021 Epoch 48 Batch 33/538 - Train Accuracy: 0.959, Validation Accuracy: 0.962, Loss: 0.037 Epoch 48 Batch 34/538 - Train Accuracy: 0.959, Validation Accuracy: 0.964, Loss: 0.037 Epoch 48 Batch 35/538 - Train Accuracy: 0.973, Validation Accuracy: 0.962, Loss: 0.019 Epoch 48 Batch 36/538 - Train Accuracy: 0.975, Validation Accuracy: 0.965, Loss: 0.026 Epoch 48 Batch 37/538 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.033 Epoch 48 Batch 38/538 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.020 Epoch 48 Batch 39/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.032 Epoch 48 Batch 40/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.018 Epoch 48 Batch 41/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.025 Epoch 48 Batch 42/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.020 Epoch 48 Batch 43/538 - Train Accuracy: 0.955, Validation Accuracy: 0.964, Loss: 0.026 Epoch 48 Batch 44/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.024 Epoch 48 Batch 45/538 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.024 Epoch 48 Batch 46/538 - Train Accuracy: 0.965, Validation Accuracy: 0.970, Loss: 0.025 Epoch 48 Batch 47/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.036 Epoch 48 Batch 48/538 - Train Accuracy: 0.964, Validation Accuracy: 0.967, Loss: 0.030 Epoch 48 Batch 49/538 - Train Accuracy: 0.958, Validation Accuracy: 0.965, Loss: 0.030 Epoch 48 Batch 50/538 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.027 Epoch 48 Batch 51/538 - Train Accuracy: 0.963, Validation Accuracy: 0.967, Loss: 0.035 Epoch 48 Batch 52/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.026 Epoch 48 Batch 53/538 - Train Accuracy: 0.952, Validation Accuracy: 0.965, Loss: 0.033 Epoch 48 Batch 54/538 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.027 Epoch 48 Batch 55/538 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.022 Epoch 48 Batch 56/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.025 Epoch 48 Batch 57/538 - Train Accuracy: 0.955, Validation Accuracy: 0.966, Loss: 0.032 Epoch 48 Batch 58/538 - Train Accuracy: 0.965, Validation Accuracy: 0.966, Loss: 0.027 Epoch 48 Batch 59/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.028 Epoch 48 Batch 60/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.028 Epoch 48 Batch 61/538 - Train Accuracy: 0.963, Validation Accuracy: 0.969, Loss: 0.026 Epoch 48 Batch 62/538 - Train Accuracy: 0.965, Validation Accuracy: 0.969, Loss: 0.031 Epoch 48 Batch 63/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.024 Epoch 48 Batch 64/538 - Train Accuracy: 0.967, Validation Accuracy: 0.967, Loss: 0.023 Epoch 48 Batch 65/538 - Train Accuracy: 0.961, Validation Accuracy: 0.968, Loss: 0.032 Epoch 48 Batch 66/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.019 Epoch 48 Batch 67/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.026 Epoch 48 Batch 68/538 - Train Accuracy: 0.961, Validation Accuracy: 0.968, Loss: 0.023 Epoch 48 Batch 69/538 - Train Accuracy: 0.978, Validation Accuracy: 0.966, Loss: 0.027 Epoch 48 Batch 70/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.030 Epoch 48 Batch 71/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.032 Epoch 48 Batch 72/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.052 Epoch 48 Batch 73/538 - Train Accuracy: 0.965, Validation Accuracy: 0.966, Loss: 0.031 Epoch 48 Batch 74/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.026 Epoch 48 Batch 75/538 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.027 Epoch 48 Batch 76/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.026 Epoch 48 Batch 77/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.017 Epoch 48 Batch 78/538 - Train Accuracy: 0.965, Validation Accuracy: 0.966, Loss: 0.027 Epoch 48 Batch 79/538 - Train Accuracy: 0.967, Validation Accuracy: 0.968, Loss: 0.019 Epoch 48 Batch 80/538 - Train Accuracy: 0.966, Validation Accuracy: 0.968, Loss: 0.028 Epoch 48 Batch 81/538 - Train Accuracy: 0.960, Validation Accuracy: 0.966, Loss: 0.030 Epoch 48 Batch 82/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.028 Epoch 48 Batch 83/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.031 Epoch 48 Batch 84/538 - Train Accuracy: 0.959, Validation Accuracy: 0.965, Loss: 0.028 Epoch 48 Batch 85/538 - Train Accuracy: 0.974, Validation Accuracy: 0.961, Loss: 0.021 Epoch 48 Batch 86/538 - Train Accuracy: 0.978, Validation Accuracy: 0.955, Loss: 0.025 Epoch 48 Batch 87/538 - Train Accuracy: 0.954, Validation Accuracy: 0.955, Loss: 0.034 Epoch 48 Batch 88/538 - Train Accuracy: 0.970, Validation Accuracy: 0.957, Loss: 0.028 Epoch 48 Batch 89/538 - Train Accuracy: 0.977, Validation Accuracy: 0.963, Loss: 0.022 Epoch 48 Batch 90/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.025 Epoch 48 Batch 91/538 - Train Accuracy: 0.963, Validation Accuracy: 0.963, Loss: 0.026 Epoch 48 Batch 92/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.029 Epoch 48 Batch 93/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.027 Epoch 48 Batch 94/538 - Train Accuracy: 0.958, Validation Accuracy: 0.964, Loss: 0.023 Epoch 48 Batch 95/538 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.025 Epoch 48 Batch 96/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.023 Epoch 48 Batch 97/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.024 Epoch 48 Batch 98/538 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.030 Epoch 48 Batch 99/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.023 Epoch 48 Batch 100/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.020 Epoch 48 Batch 101/538 - Train Accuracy: 0.961, Validation Accuracy: 0.965, Loss: 0.038 Epoch 48 Batch 102/538 - Train Accuracy: 0.960, Validation Accuracy: 0.965, Loss: 0.034 Epoch 48 Batch 103/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.024 Epoch 48 Batch 104/538 - Train Accuracy: 0.967, Validation Accuracy: 0.964, Loss: 0.021 Epoch 48 Batch 105/538 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.019 Epoch 48 Batch 106/538 - Train Accuracy: 0.967, Validation Accuracy: 0.971, Loss: 0.023 Epoch 48 Batch 107/538 - Train Accuracy: 0.961, Validation Accuracy: 0.970, Loss: 0.030 Epoch 48 Batch 108/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.023 Epoch 48 Batch 109/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.021 Epoch 48 Batch 110/538 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.030 Epoch 48 Batch 111/538 - Train Accuracy: 0.967, Validation Accuracy: 0.965, Loss: 0.021 Epoch 48 Batch 112/538 - Train Accuracy: 0.967, Validation Accuracy: 0.965, Loss: 0.030 Epoch 48 Batch 113/538 - Train Accuracy: 0.959, Validation Accuracy: 0.965, Loss: 0.031 Epoch 48 Batch 114/538 - Train Accuracy: 0.965, Validation Accuracy: 0.965, Loss: 0.025 Epoch 48 Batch 115/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.029 Epoch 48 Batch 116/538 - Train Accuracy: 0.964, Validation Accuracy: 0.965, Loss: 0.031 Epoch 48 Batch 117/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.029 Epoch 48 Batch 118/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.022 Epoch 48 Batch 119/538 - Train Accuracy: 0.978, Validation Accuracy: 0.966, Loss: 0.020 Epoch 48 Batch 120/538 - Train Accuracy: 0.964, Validation Accuracy: 0.966, Loss: 0.025 Epoch 48 Batch 121/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.033 Epoch 48 Batch 122/538 - Train Accuracy: 0.959, Validation Accuracy: 0.971, Loss: 0.026 Epoch 48 Batch 123/538 - Train Accuracy: 0.959, Validation Accuracy: 0.967, Loss: 0.032 Epoch 48 Batch 124/538 - Train Accuracy: 0.962, Validation Accuracy: 0.967, Loss: 0.020 Epoch 48 Batch 125/538 - Train Accuracy: 0.967, Validation Accuracy: 0.967, Loss: 0.032 Epoch 48 Batch 126/538 - Train Accuracy: 0.959, Validation Accuracy: 0.966, Loss: 0.030 Epoch 48 Batch 127/538 - Train Accuracy: 0.959, Validation Accuracy: 0.964, Loss: 0.036 Epoch 48 Batch 128/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.025 Epoch 48 Batch 129/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.017 Epoch 48 Batch 130/538 - Train Accuracy: 0.964, Validation Accuracy: 0.970, Loss: 0.029 Epoch 48 Batch 131/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.025 Epoch 48 Batch 132/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.023 Epoch 48 Batch 133/538 - Train Accuracy: 0.966, Validation Accuracy: 0.970, Loss: 0.024 Epoch 48 Batch 134/538 - Train Accuracy: 0.966, Validation Accuracy: 0.970, Loss: 0.036 Epoch 48 Batch 135/538 - Train Accuracy: 0.963, Validation Accuracy: 0.971, Loss: 0.042 Epoch 48 Batch 136/538 - Train Accuracy: 0.961, Validation Accuracy: 0.971, Loss: 0.025 Epoch 48 Batch 137/538 - Train Accuracy: 0.967, Validation Accuracy: 0.967, Loss: 0.039 Epoch 48 Batch 138/538 - Train Accuracy: 0.962, Validation Accuracy: 0.967, Loss: 0.029 Epoch 48 Batch 139/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.028 Epoch 48 Batch 140/538 - Train Accuracy: 0.958, Validation Accuracy: 0.967, Loss: 0.035 Epoch 48 Batch 141/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.027 Epoch 48 Batch 142/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.026 Epoch 48 Batch 143/538 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.035 Epoch 48 Batch 144/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.031 Epoch 48 Batch 145/538 - Train Accuracy: 0.965, Validation Accuracy: 0.971, Loss: 0.036 Epoch 48 Batch 146/538 - Train Accuracy: 0.968, Validation Accuracy: 0.973, Loss: 0.021 Epoch 48 Batch 147/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.024 Epoch 48 Batch 148/538 - Train Accuracy: 0.961, Validation Accuracy: 0.974, Loss: 0.036 Epoch 48 Batch 149/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.021 Epoch 48 Batch 150/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.024 Epoch 48 Batch 151/538 - Train Accuracy: 0.952, Validation Accuracy: 0.970, Loss: 0.031 Epoch 48 Batch 152/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.029 Epoch 48 Batch 153/538 - Train Accuracy: 0.965, Validation Accuracy: 0.970, Loss: 0.023 Epoch 48 Batch 154/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.023 Epoch 48 Batch 155/538 - Train Accuracy: 0.968, Validation Accuracy: 0.970, Loss: 0.028 Epoch 48 Batch 156/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.026 Epoch 48 Batch 157/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.023 Epoch 48 Batch 158/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.029 Epoch 48 Batch 159/538 - Train Accuracy: 0.962, Validation Accuracy: 0.966, Loss: 0.027 Epoch 48 Batch 160/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.025 Epoch 48 Batch 161/538 - Train Accuracy: 0.964, Validation Accuracy: 0.966, Loss: 0.026 Epoch 48 Batch 162/538 - Train Accuracy: 0.982, Validation Accuracy: 0.964, Loss: 0.028 Epoch 48 Batch 163/538 - Train Accuracy: 0.962, Validation Accuracy: 0.966, Loss: 0.032 Epoch 48 Batch 164/538 - Train Accuracy: 0.967, Validation Accuracy: 0.964, Loss: 0.029 Epoch 48 Batch 165/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.021 Epoch 48 Batch 166/538 - Train Accuracy: 0.979, Validation Accuracy: 0.963, Loss: 0.026 Epoch 48 Batch 167/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.044 Epoch 48 Batch 168/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.031 Epoch 48 Batch 169/538 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.021 Epoch 48 Batch 170/538 - Train Accuracy: 0.966, Validation Accuracy: 0.968, Loss: 0.028 Epoch 48 Batch 171/538 - Train Accuracy: 0.955, Validation Accuracy: 0.968, Loss: 0.030 Epoch 48 Batch 172/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.021 Epoch 48 Batch 173/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.019 Epoch 48 Batch 174/538 - Train Accuracy: 0.967, Validation Accuracy: 0.960, Loss: 0.024 Epoch 48 Batch 175/538 - Train Accuracy: 0.973, Validation Accuracy: 0.957, Loss: 0.027 Epoch 48 Batch 176/538 - Train Accuracy: 0.969, Validation Accuracy: 0.953, Loss: 0.028 Epoch 48 Batch 177/538 - Train Accuracy: 0.970, Validation Accuracy: 0.953, Loss: 0.025 Epoch 48 Batch 178/538 - Train Accuracy: 0.955, Validation Accuracy: 0.953, Loss: 0.030 Epoch 48 Batch 179/538 - Train Accuracy: 0.974, Validation Accuracy: 0.957, Loss: 0.024 Epoch 48 Batch 180/538 - Train Accuracy: 0.968, Validation Accuracy: 0.959, Loss: 0.027 Epoch 48 Batch 181/538 - Train Accuracy: 0.960, Validation Accuracy: 0.959, Loss: 0.035 Epoch 48 Batch 182/538 - Train Accuracy: 0.972, Validation Accuracy: 0.959, Loss: 0.020 Epoch 48 Batch 183/538 - Train Accuracy: 0.975, Validation Accuracy: 0.965, Loss: 0.022 Epoch 48 Batch 184/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.024 Epoch 48 Batch 185/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.023 Epoch 48 Batch 186/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.024 Epoch 48 Batch 187/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.025 Epoch 48 Batch 188/538 - Train Accuracy: 0.961, Validation Accuracy: 0.964, Loss: 0.028 Epoch 48 Batch 189/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.032 Epoch 48 Batch 190/538 - Train Accuracy: 0.963, Validation Accuracy: 0.955, Loss: 0.031 Epoch 48 Batch 191/538 - Train Accuracy: 0.975, Validation Accuracy: 0.956, Loss: 0.024 Epoch 48 Batch 192/538 - Train Accuracy: 0.971, Validation Accuracy: 0.957, Loss: 0.027 Epoch 48 Batch 193/538 - Train Accuracy: 0.964, Validation Accuracy: 0.960, Loss: 0.026 Epoch 48 Batch 194/538 - Train Accuracy: 0.960, Validation Accuracy: 0.960, Loss: 0.039 Epoch 48 Batch 195/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.032 Epoch 48 Batch 196/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.024 Epoch 48 Batch 197/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.029 Epoch 48 Batch 198/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.025 Epoch 48 Batch 199/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.029 Epoch 48 Batch 200/538 - Train Accuracy: 0.974, Validation Accuracy: 0.963, Loss: 0.023 Epoch 48 Batch 201/538 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.035 Epoch 48 Batch 202/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.030 Epoch 48 Batch 203/538 - Train Accuracy: 0.966, Validation Accuracy: 0.961, Loss: 0.028 Epoch 48 Batch 204/538 - Train Accuracy: 0.959, Validation Accuracy: 0.963, Loss: 0.040 Epoch 48 Batch 205/538 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.023 Epoch 48 Batch 206/538 - Train Accuracy: 0.962, Validation Accuracy: 0.963, Loss: 0.024 Epoch 48 Batch 207/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.029 Epoch 48 Batch 208/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.037 Epoch 48 Batch 209/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.020 Epoch 48 Batch 210/538 - Train Accuracy: 0.967, Validation Accuracy: 0.961, Loss: 0.028 Epoch 48 Batch 211/538 - Train Accuracy: 0.968, Validation Accuracy: 0.962, Loss: 0.027 Epoch 48 Batch 212/538 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.022 Epoch 48 Batch 213/538 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.026 Epoch 48 Batch 214/538 - Train Accuracy: 0.976, Validation Accuracy: 0.963, Loss: 0.024 Epoch 48 Batch 215/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.023 Epoch 48 Batch 216/538 - Train Accuracy: 0.954, Validation Accuracy: 0.967, Loss: 0.023 Epoch 48 Batch 217/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.028 Epoch 48 Batch 218/538 - Train Accuracy: 0.967, Validation Accuracy: 0.968, Loss: 0.023 Epoch 48 Batch 219/538 - Train Accuracy: 0.963, Validation Accuracy: 0.970, Loss: 0.034 Epoch 48 Batch 220/538 - Train Accuracy: 0.956, Validation Accuracy: 0.972, Loss: 0.027 Epoch 48 Batch 221/538 - Train Accuracy: 0.970, Validation Accuracy: 0.971, Loss: 0.025 Epoch 48 Batch 222/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.019 Epoch 48 Batch 223/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.033 Epoch 48 Batch 224/538 - Train Accuracy: 0.955, Validation Accuracy: 0.964, Loss: 0.026 Epoch 48 Batch 225/538 - Train Accuracy: 0.965, Validation Accuracy: 0.964, Loss: 0.024 Epoch 48 Batch 226/538 - Train Accuracy: 0.957, Validation Accuracy: 0.964, Loss: 0.027 Epoch 48 Batch 227/538 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.032 Epoch 48 Batch 228/538 - Train Accuracy: 0.952, Validation Accuracy: 0.964, Loss: 0.026 Epoch 48 Batch 229/538 - Train Accuracy: 0.965, Validation Accuracy: 0.965, Loss: 0.035 Epoch 48 Batch 230/538 - Train Accuracy: 0.955, Validation Accuracy: 0.966, Loss: 0.030 Epoch 48 Batch 231/538 - Train Accuracy: 0.964, Validation Accuracy: 0.966, Loss: 0.032 Epoch 48 Batch 232/538 - Train Accuracy: 0.969, Validation Accuracy: 0.962, Loss: 0.027 Epoch 48 Batch 233/538 - Train Accuracy: 0.969, Validation Accuracy: 0.962, Loss: 0.030 Epoch 48 Batch 234/538 - Train Accuracy: 0.963, Validation Accuracy: 0.961, Loss: 0.028 Epoch 48 Batch 235/538 - Train Accuracy: 0.970, Validation Accuracy: 0.956, Loss: 0.022 Epoch 48 Batch 236/538 - Train Accuracy: 0.961, Validation Accuracy: 0.956, Loss: 0.025 Epoch 48 Batch 237/538 - Train Accuracy: 0.965, Validation Accuracy: 0.954, Loss: 0.029 Epoch 48 Batch 238/538 - Train Accuracy: 0.971, Validation Accuracy: 0.951, Loss: 0.030 Epoch 48 Batch 239/538 - Train Accuracy: 0.972, Validation Accuracy: 0.955, Loss: 0.033 Epoch 48 Batch 240/538 - Train Accuracy: 0.965, Validation Accuracy: 0.957, Loss: 0.029 Epoch 48 Batch 241/538 - Train Accuracy: 0.958, Validation Accuracy: 0.956, Loss: 0.029 Epoch 48 Batch 242/538 - Train Accuracy: 0.974, Validation Accuracy: 0.956, Loss: 0.032 Epoch 48 Batch 243/538 - Train Accuracy: 0.973, Validation Accuracy: 0.958, Loss: 0.027 Epoch 48 Batch 244/538 - Train Accuracy: 0.967, Validation Accuracy: 0.960, Loss: 0.024 Epoch 48 Batch 245/538 - Train Accuracy: 0.960, Validation Accuracy: 0.960, Loss: 0.030 Epoch 48 Batch 246/538 - Train Accuracy: 0.965, Validation Accuracy: 0.957, Loss: 0.026 Epoch 48 Batch 247/538 - Train Accuracy: 0.957, Validation Accuracy: 0.955, Loss: 0.040 Epoch 48 Batch 248/538 - Train Accuracy: 0.962, Validation Accuracy: 0.955, Loss: 0.030 Epoch 48 Batch 249/538 - Train Accuracy: 0.967, Validation Accuracy: 0.955, Loss: 0.023 Epoch 48 Batch 250/538 - Train Accuracy: 0.968, Validation Accuracy: 0.952, Loss: 0.026 Epoch 48 Batch 251/538 - Train Accuracy: 0.971, Validation Accuracy: 0.959, Loss: 0.025 Epoch 48 Batch 252/538 - Train Accuracy: 0.961, Validation Accuracy: 0.959, Loss: 0.026 Epoch 48 Batch 253/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.024 Epoch 48 Batch 254/538 - Train Accuracy: 0.957, Validation Accuracy: 0.964, Loss: 0.033 Epoch 48 Batch 255/538 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.027 Epoch 48 Batch 256/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.030 Epoch 48 Batch 257/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.029 Epoch 48 Batch 258/538 - Train Accuracy: 0.967, Validation Accuracy: 0.964, Loss: 0.024 Epoch 48 Batch 259/538 - Train Accuracy: 0.976, Validation Accuracy: 0.962, Loss: 0.026 Epoch 48 Batch 260/538 - Train Accuracy: 0.957, Validation Accuracy: 0.961, Loss: 0.031 Epoch 48 Batch 261/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.035 Epoch 48 Batch 262/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.041 Epoch 48 Batch 263/538 - Train Accuracy: 0.961, Validation Accuracy: 0.960, Loss: 0.025 Epoch 48 Batch 264/538 - Train Accuracy: 0.968, Validation Accuracy: 0.958, Loss: 0.027 Epoch 48 Batch 265/538 - Train Accuracy: 0.957, Validation Accuracy: 0.958, Loss: 0.031 Epoch 48 Batch 266/538 - Train Accuracy: 0.968, Validation Accuracy: 0.958, Loss: 0.035 Epoch 48 Batch 267/538 - Train Accuracy: 0.959, Validation Accuracy: 0.962, Loss: 0.022 Epoch 48 Batch 268/538 - Train Accuracy: 0.968, Validation Accuracy: 0.959, Loss: 0.017 Epoch 48 Batch 269/538 - Train Accuracy: 0.967, Validation Accuracy: 0.959, Loss: 0.031 Epoch 48 Batch 270/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.024 Epoch 48 Batch 271/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.023 Epoch 48 Batch 272/538 - Train Accuracy: 0.963, Validation Accuracy: 0.961, Loss: 0.030 Epoch 48 Batch 273/538 - Train Accuracy: 0.963, Validation Accuracy: 0.963, Loss: 0.027 Epoch 48 Batch 274/538 - Train Accuracy: 0.957, Validation Accuracy: 0.964, Loss: 0.029 Epoch 48 Batch 275/538 - Train Accuracy: 0.953, Validation Accuracy: 0.965, Loss: 0.030 Epoch 48 Batch 276/538 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.038 Epoch 48 Batch 277/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.022 Epoch 48 Batch 278/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.026 Epoch 48 Batch 279/538 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.029 Epoch 48 Batch 280/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.023 Epoch 48 Batch 281/538 - Train Accuracy: 0.962, Validation Accuracy: 0.963, Loss: 0.029 Epoch 48 Batch 282/538 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.032 Epoch 48 Batch 283/538 - Train Accuracy: 0.979, Validation Accuracy: 0.966, Loss: 0.032 Epoch 48 Batch 284/538 - Train Accuracy: 0.959, Validation Accuracy: 0.966, Loss: 0.039 Epoch 48 Batch 285/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.023 Epoch 48 Batch 286/538 - Train Accuracy: 0.953, Validation Accuracy: 0.968, Loss: 0.031 Epoch 48 Batch 287/538 - Train Accuracy: 0.969, Validation Accuracy: 0.971, Loss: 0.022 Epoch 48 Batch 288/538 - Train Accuracy: 0.955, Validation Accuracy: 0.971, Loss: 0.023 Epoch 48 Batch 289/538 - Train Accuracy: 0.966, Validation Accuracy: 0.971, Loss: 0.023 Epoch 48 Batch 290/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.021 Epoch 48 Batch 291/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.031 Epoch 48 Batch 292/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.019 Epoch 48 Batch 293/538 - Train Accuracy: 0.957, Validation Accuracy: 0.971, Loss: 0.026 Epoch 48 Batch 294/538 - Train Accuracy: 0.961, Validation Accuracy: 0.968, Loss: 0.024 Epoch 48 Batch 295/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.025 Epoch 48 Batch 296/538 - Train Accuracy: 0.960, Validation Accuracy: 0.967, Loss: 0.036 Epoch 48 Batch 297/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.030 Epoch 48 Batch 298/538 - Train Accuracy: 0.967, Validation Accuracy: 0.967, Loss: 0.023 Epoch 48 Batch 299/538 - Train Accuracy: 0.961, Validation Accuracy: 0.967, Loss: 0.037 Epoch 48 Batch 300/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.024 Epoch 48 Batch 301/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.027 Epoch 48 Batch 302/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.030 Epoch 48 Batch 303/538 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.026 Epoch 48 Batch 304/538 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.035 Epoch 48 Batch 305/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.021 Epoch 48 Batch 306/538 - Train Accuracy: 0.973, Validation Accuracy: 0.962, Loss: 0.029 Epoch 48 Batch 307/538 - Train Accuracy: 0.973, Validation Accuracy: 0.962, Loss: 0.028 Epoch 48 Batch 308/538 - Train Accuracy: 0.976, Validation Accuracy: 0.965, Loss: 0.027 Epoch 48 Batch 309/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.018 Epoch 48 Batch 310/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.034 Epoch 48 Batch 311/538 - Train Accuracy: 0.962, Validation Accuracy: 0.963, Loss: 0.032 Epoch 48 Batch 312/538 - Train Accuracy: 0.967, Validation Accuracy: 0.965, Loss: 0.028 Epoch 48 Batch 313/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.028 Epoch 48 Batch 314/538 - Train Accuracy: 0.965, Validation Accuracy: 0.965, Loss: 0.029 Epoch 48 Batch 315/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.021 Epoch 48 Batch 316/538 - Train Accuracy: 0.967, Validation Accuracy: 0.965, Loss: 0.023 Epoch 48 Batch 317/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.027 Epoch 48 Batch 318/538 - Train Accuracy: 0.965, Validation Accuracy: 0.965, Loss: 0.024 Epoch 48 Batch 319/538 - Train Accuracy: 0.968, Validation Accuracy: 0.965, Loss: 0.029 Epoch 48 Batch 320/538 - Train Accuracy: 0.964, Validation Accuracy: 0.965, Loss: 0.024 Epoch 48 Batch 321/538 - Train Accuracy: 0.966, Validation Accuracy: 0.965, Loss: 0.021 Epoch 48 Batch 322/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.023 Epoch 48 Batch 323/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.025 Epoch 48 Batch 324/538 - Train Accuracy: 0.968, Validation Accuracy: 0.967, Loss: 0.025 Epoch 48 Batch 325/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.024 Epoch 48 Batch 326/538 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.029 Epoch 48 Batch 327/538 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.029 Epoch 48 Batch 328/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.022 Epoch 48 Batch 329/538 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.023 Epoch 48 Batch 330/538 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.022 Epoch 48 Batch 331/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.030 Epoch 48 Batch 332/538 - Train Accuracy: 0.968, Validation Accuracy: 0.965, Loss: 0.028 Epoch 48 Batch 333/538 - Train Accuracy: 0.964, Validation Accuracy: 0.965, Loss: 0.024 Epoch 48 Batch 334/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.025 Epoch 48 Batch 335/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.026 Epoch 48 Batch 336/538 - Train Accuracy: 0.963, Validation Accuracy: 0.969, Loss: 0.029 Epoch 48 Batch 337/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.025 Epoch 48 Batch 338/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.029 Epoch 48 Batch 339/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.020 Epoch 48 Batch 340/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.024 Epoch 48 Batch 341/538 - Train Accuracy: 0.961, Validation Accuracy: 0.969, Loss: 0.023 Epoch 48 Batch 342/538 - Train Accuracy: 0.967, Validation Accuracy: 0.964, Loss: 0.028 Epoch 48 Batch 343/538 - Train Accuracy: 0.979, Validation Accuracy: 0.963, Loss: 0.023 Epoch 48 Batch 344/538 - Train Accuracy: 0.963, Validation Accuracy: 0.963, Loss: 0.026 Epoch 48 Batch 345/538 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.026 Epoch 48 Batch 346/538 - Train Accuracy: 0.964, Validation Accuracy: 0.965, Loss: 0.028 Epoch 48 Batch 347/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.026 Epoch 48 Batch 348/538 - Train Accuracy: 0.966, Validation Accuracy: 0.968, Loss: 0.024 Epoch 48 Batch 349/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.025 Epoch 48 Batch 350/538 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.034 Epoch 48 Batch 351/538 - Train Accuracy: 0.961, Validation Accuracy: 0.963, Loss: 0.029 Epoch 48 Batch 352/538 - Train Accuracy: 0.964, Validation Accuracy: 0.967, Loss: 0.041 Epoch 48 Batch 353/538 - Train Accuracy: 0.964, Validation Accuracy: 0.967, Loss: 0.030 Epoch 48 Batch 354/538 - Train Accuracy: 0.966, Validation Accuracy: 0.965, Loss: 0.030 Epoch 48 Batch 355/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.024 Epoch 48 Batch 356/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.022 Epoch 48 Batch 357/538 - Train Accuracy: 0.968, Validation Accuracy: 0.965, Loss: 0.028 Epoch 48 Batch 358/538 - Train Accuracy: 0.968, Validation Accuracy: 0.967, Loss: 0.023 Epoch 48 Batch 359/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.029 Epoch 48 Batch 360/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.023 Epoch 48 Batch 361/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.022 Epoch 48 Batch 362/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.025 Epoch 48 Batch 363/538 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.027 Epoch 48 Batch 364/538 - Train Accuracy: 0.968, Validation Accuracy: 0.970, Loss: 0.034 Epoch 48 Batch 365/538 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.025 Epoch 48 Batch 366/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.031 Epoch 48 Batch 367/538 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.021 Epoch 48 Batch 368/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.024 Epoch 48 Batch 369/538 - Train Accuracy: 0.976, Validation Accuracy: 0.962, Loss: 0.029 Epoch 48 Batch 370/538 - Train Accuracy: 0.964, Validation Accuracy: 0.962, Loss: 0.030 Epoch 48 Batch 371/538 - Train Accuracy: 0.978, Validation Accuracy: 0.961, Loss: 0.029 Epoch 48 Batch 372/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.024 Epoch 48 Batch 373/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.021 Epoch 48 Batch 374/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.025 Epoch 48 Batch 375/538 - Train Accuracy: 0.970, Validation Accuracy: 0.964, Loss: 0.020 Epoch 48 Batch 376/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.026 Epoch 48 Batch 377/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.028 Epoch 48 Batch 378/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.023 Epoch 48 Batch 379/538 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.025 Epoch 48 Batch 380/538 - Train Accuracy: 0.975, Validation Accuracy: 0.960, Loss: 0.023 Epoch 48 Batch 381/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.024 Epoch 48 Batch 382/538 - Train Accuracy: 0.955, Validation Accuracy: 0.959, Loss: 0.031 Epoch 48 Batch 383/538 - Train Accuracy: 0.975, Validation Accuracy: 0.960, Loss: 0.024 Epoch 48 Batch 384/538 - Train Accuracy: 0.969, Validation Accuracy: 0.962, Loss: 0.023 Epoch 48 Batch 385/538 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.028 Epoch 48 Batch 386/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.026 Epoch 48 Batch 387/538 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.024 Epoch 48 Batch 388/538 - Train Accuracy: 0.966, Validation Accuracy: 0.962, Loss: 0.027 Epoch 48 Batch 389/538 - Train Accuracy: 0.968, Validation Accuracy: 0.962, Loss: 0.029 Epoch 48 Batch 390/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.021 Epoch 48 Batch 391/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.025 Epoch 48 Batch 392/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.024 Epoch 48 Batch 393/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.020 Epoch 48 Batch 394/538 - Train Accuracy: 0.959, Validation Accuracy: 0.965, Loss: 0.029 Epoch 48 Batch 395/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.030 Epoch 48 Batch 396/538 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.020 Epoch 48 Batch 397/538 - Train Accuracy: 0.973, Validation Accuracy: 0.962, Loss: 0.029 Epoch 48 Batch 398/538 - Train Accuracy: 0.972, Validation Accuracy: 0.961, Loss: 0.021 Epoch 48 Batch 399/538 - Train Accuracy: 0.967, Validation Accuracy: 0.961, Loss: 0.031 Epoch 48 Batch 400/538 - Train Accuracy: 0.976, Validation Accuracy: 0.961, Loss: 0.029 Epoch 48 Batch 401/538 - Train Accuracy: 0.976, Validation Accuracy: 0.963, Loss: 0.030 Epoch 48 Batch 402/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.029 Epoch 48 Batch 403/538 - Train Accuracy: 0.966, Validation Accuracy: 0.961, Loss: 0.032 Epoch 48 Batch 404/538 - Train Accuracy: 0.977, Validation Accuracy: 0.963, Loss: 0.028 Epoch 48 Batch 405/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.025 Epoch 48 Batch 406/538 - Train Accuracy: 0.962, Validation Accuracy: 0.961, Loss: 0.031 Epoch 48 Batch 407/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.032 Epoch 48 Batch 408/538 - Train Accuracy: 0.950, Validation Accuracy: 0.969, Loss: 0.034 Epoch 48 Batch 409/538 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.024 Epoch 48 Batch 410/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.030 Epoch 48 Batch 411/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.026 Epoch 48 Batch 412/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.021 Epoch 48 Batch 413/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.019 Epoch 48 Batch 414/538 - Train Accuracy: 0.963, Validation Accuracy: 0.971, Loss: 0.038 Epoch 48 Batch 415/538 - Train Accuracy: 0.963, Validation Accuracy: 0.974, Loss: 0.027 Epoch 48 Batch 416/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.028 Epoch 48 Batch 417/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.031 Epoch 48 Batch 418/538 - Train Accuracy: 0.961, Validation Accuracy: 0.971, Loss: 0.032 Epoch 48 Batch 419/538 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.027 Epoch 48 Batch 420/538 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.030 Epoch 48 Batch 421/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.025 Epoch 48 Batch 422/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.032 Epoch 48 Batch 423/538 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.027 Epoch 48 Batch 424/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.029 Epoch 48 Batch 425/538 - Train Accuracy: 0.962, Validation Accuracy: 0.967, Loss: 0.042 Epoch 48 Batch 426/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.027 Epoch 48 Batch 427/538 - Train Accuracy: 0.967, Validation Accuracy: 0.965, Loss: 0.027 Epoch 48 Batch 428/538 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.025 Epoch 48 Batch 429/538 - Train Accuracy: 0.984, Validation Accuracy: 0.965, Loss: 0.023 Epoch 48 Batch 430/538 - Train Accuracy: 0.957, Validation Accuracy: 0.965, Loss: 0.025 Epoch 48 Batch 431/538 - Train Accuracy: 0.959, Validation Accuracy: 0.969, Loss: 0.027 Epoch 48 Batch 432/538 - Train Accuracy: 0.956, Validation Accuracy: 0.967, Loss: 0.033 Epoch 48 Batch 433/538 - Train Accuracy: 0.955, Validation Accuracy: 0.968, Loss: 0.046 Epoch 48 Batch 434/538 - Train Accuracy: 0.964, Validation Accuracy: 0.968, Loss: 0.028 Epoch 48 Batch 435/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.029 Epoch 48 Batch 436/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.026 Epoch 48 Batch 437/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.022 Epoch 48 Batch 438/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.022 Epoch 48 Batch 439/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.025 Epoch 48 Batch 440/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.026 Epoch 48 Batch 441/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.031 Epoch 48 Batch 442/538 - Train Accuracy: 0.963, Validation Accuracy: 0.969, Loss: 0.026 Epoch 48 Batch 443/538 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.027 Epoch 48 Batch 444/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.021 Epoch 48 Batch 445/538 - Train Accuracy: 0.968, Validation Accuracy: 0.962, Loss: 0.021 Epoch 48 Batch 446/538 - Train Accuracy: 0.976, Validation Accuracy: 0.962, Loss: 0.023 Epoch 48 Batch 447/538 - Train Accuracy: 0.964, Validation Accuracy: 0.962, Loss: 0.024 Epoch 48 Batch 448/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.020 Epoch 48 Batch 449/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.030 Epoch 48 Batch 450/538 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.034 Epoch 48 Batch 451/538 - Train Accuracy: 0.967, Validation Accuracy: 0.965, Loss: 0.025 Epoch 48 Batch 452/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.030 Epoch 48 Batch 453/538 - Train Accuracy: 0.965, Validation Accuracy: 0.966, Loss: 0.024 Epoch 48 Batch 454/538 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.031 Epoch 48 Batch 455/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.028 Epoch 48 Batch 456/538 - Train Accuracy: 0.966, Validation Accuracy: 0.970, Loss: 0.054 Epoch 48 Batch 457/538 - Train Accuracy: 0.966, Validation Accuracy: 0.968, Loss: 0.026 Epoch 48 Batch 458/538 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.028 Epoch 48 Batch 459/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.024 Epoch 48 Batch 460/538 - Train Accuracy: 0.961, Validation Accuracy: 0.962, Loss: 0.026 Epoch 48 Batch 461/538 - Train Accuracy: 0.977, Validation Accuracy: 0.962, Loss: 0.034 Epoch 48 Batch 462/538 - Train Accuracy: 0.959, Validation Accuracy: 0.968, Loss: 0.033 Epoch 48 Batch 463/538 - Train Accuracy: 0.961, Validation Accuracy: 0.966, Loss: 0.029 Epoch 48 Batch 464/538 - Train Accuracy: 0.980, Validation Accuracy: 0.965, Loss: 0.020 Epoch 48 Batch 465/538 - Train Accuracy: 0.960, Validation Accuracy: 0.964, Loss: 0.027 Epoch 48 Batch 466/538 - Train Accuracy: 0.962, Validation Accuracy: 0.964, Loss: 0.024 Epoch 48 Batch 467/538 - Train Accuracy: 0.964, Validation Accuracy: 0.962, Loss: 0.029 Epoch 48 Batch 468/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.036 Epoch 48 Batch 469/538 - Train Accuracy: 0.964, Validation Accuracy: 0.965, Loss: 0.025 Epoch 48 Batch 470/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.024 Epoch 48 Batch 471/538 - Train Accuracy: 0.977, Validation Accuracy: 0.960, Loss: 0.018 Epoch 48 Batch 472/538 - Train Accuracy: 0.985, Validation Accuracy: 0.959, Loss: 0.023 Epoch 48 Batch 473/538 - Train Accuracy: 0.972, Validation Accuracy: 0.961, Loss: 0.026 Epoch 48 Batch 474/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.024 Epoch 48 Batch 475/538 - Train Accuracy: 0.969, Validation Accuracy: 0.960, Loss: 0.024 Epoch 48 Batch 476/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.023 Epoch 48 Batch 477/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.038 Epoch 48 Batch 478/538 - Train Accuracy: 0.979, Validation Accuracy: 0.962, Loss: 0.019 Epoch 48 Batch 479/538 - Train Accuracy: 0.970, Validation Accuracy: 0.964, Loss: 0.023 Epoch 48 Batch 480/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.023 Epoch 48 Batch 481/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.027 Epoch 48 Batch 482/538 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.026 Epoch 48 Batch 483/538 - Train Accuracy: 0.947, Validation Accuracy: 0.969, Loss: 0.034 Epoch 48 Batch 484/538 - Train Accuracy: 0.964, Validation Accuracy: 0.966, Loss: 0.034 Epoch 48 Batch 485/538 - Train Accuracy: 0.963, Validation Accuracy: 0.966, Loss: 0.033 Epoch 48 Batch 486/538 - Train Accuracy: 0.980, Validation Accuracy: 0.966, Loss: 0.018 Epoch 48 Batch 487/538 - Train Accuracy: 0.969, Validation Accuracy: 0.962, Loss: 0.024 Epoch 48 Batch 488/538 - Train Accuracy: 0.977, Validation Accuracy: 0.964, Loss: 0.025 Epoch 48 Batch 489/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.029 Epoch 48 Batch 490/538 - Train Accuracy: 0.954, Validation Accuracy: 0.964, Loss: 0.026 Epoch 48 Batch 491/538 - Train Accuracy: 0.960, Validation Accuracy: 0.964, Loss: 0.030 Epoch 48 Batch 492/538 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.023 Epoch 48 Batch 493/538 - Train Accuracy: 0.965, Validation Accuracy: 0.966, Loss: 0.026 Epoch 48 Batch 494/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.035 Epoch 48 Batch 495/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.026 Epoch 48 Batch 496/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.027 Epoch 48 Batch 497/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.028 Epoch 48 Batch 498/538 - Train Accuracy: 0.958, Validation Accuracy: 0.971, Loss: 0.026 Epoch 48 Batch 499/538 - Train Accuracy: 0.961, Validation Accuracy: 0.971, Loss: 0.028 Epoch 48 Batch 500/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.020 Epoch 48 Batch 501/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.027 Epoch 48 Batch 502/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.022 Epoch 48 Batch 503/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.026 Epoch 48 Batch 504/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.020 Epoch 48 Batch 505/538 - Train Accuracy: 0.964, Validation Accuracy: 0.967, Loss: 0.020 Epoch 48 Batch 506/538 - Train Accuracy: 0.966, Validation Accuracy: 0.965, Loss: 0.026 Epoch 48 Batch 507/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.030 Epoch 48 Batch 508/538 - Train Accuracy: 0.961, Validation Accuracy: 0.961, Loss: 0.034 Epoch 48 Batch 509/538 - Train Accuracy: 0.967, Validation Accuracy: 0.968, Loss: 0.027 Epoch 48 Batch 510/538 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.024 Epoch 48 Batch 511/538 - Train Accuracy: 0.967, Validation Accuracy: 0.965, Loss: 0.032 Epoch 48 Batch 512/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.027 Epoch 48 Batch 513/538 - Train Accuracy: 0.963, Validation Accuracy: 0.963, Loss: 0.026 Epoch 48 Batch 514/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.024 Epoch 48 Batch 515/538 - Train Accuracy: 0.960, Validation Accuracy: 0.963, Loss: 0.033 Epoch 48 Batch 516/538 - Train Accuracy: 0.963, Validation Accuracy: 0.965, Loss: 0.023 Epoch 48 Batch 517/538 - Train Accuracy: 0.973, Validation Accuracy: 0.963, Loss: 0.027 Epoch 48 Batch 518/538 - Train Accuracy: 0.962, Validation Accuracy: 0.961, Loss: 0.031 Epoch 48 Batch 519/538 - Train Accuracy: 0.974, Validation Accuracy: 0.961, Loss: 0.025 Epoch 48 Batch 520/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.034 Epoch 48 Batch 521/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.029 Epoch 48 Batch 522/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.021 Epoch 48 Batch 523/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.028 Epoch 48 Batch 524/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.022 Epoch 48 Batch 525/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.034 Epoch 48 Batch 526/538 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.025 Epoch 48 Batch 527/538 - Train Accuracy: 0.970, Validation Accuracy: 0.964, Loss: 0.025 Epoch 48 Batch 528/538 - Train Accuracy: 0.970, Validation Accuracy: 0.964, Loss: 0.025 Epoch 48 Batch 529/538 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.025 Epoch 48 Batch 530/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.026 Epoch 48 Batch 531/538 - Train Accuracy: 0.966, Validation Accuracy: 0.965, Loss: 0.033 Epoch 48 Batch 532/538 - Train Accuracy: 0.951, Validation Accuracy: 0.965, Loss: 0.025 Epoch 48 Batch 533/538 - Train Accuracy: 0.965, Validation Accuracy: 0.965, Loss: 0.031 Epoch 48 Batch 534/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.024 Epoch 48 Batch 535/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.033 Epoch 48 Batch 536/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.036 Epoch 49 Batch 0/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.025 Epoch 49 Batch 1/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.027 Epoch 49 Batch 2/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.032 Epoch 49 Batch 3/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.025 Epoch 49 Batch 4/538 - Train Accuracy: 0.977, Validation Accuracy: 0.962, Loss: 0.025 Epoch 49 Batch 5/538 - Train Accuracy: 0.964, Validation Accuracy: 0.962, Loss: 0.030 Epoch 49 Batch 6/538 - Train Accuracy: 0.972, Validation Accuracy: 0.962, Loss: 0.026 Epoch 49 Batch 7/538 - Train Accuracy: 0.977, Validation Accuracy: 0.962, Loss: 0.028 Epoch 49 Batch 8/538 - Train Accuracy: 0.977, Validation Accuracy: 0.960, Loss: 0.022 Epoch 49 Batch 9/538 - Train Accuracy: 0.966, Validation Accuracy: 0.958, Loss: 0.025 Epoch 49 Batch 10/538 - Train Accuracy: 0.964, Validation Accuracy: 0.961, Loss: 0.023 Epoch 49 Batch 11/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.030 Epoch 49 Batch 12/538 - Train Accuracy: 0.968, Validation Accuracy: 0.958, Loss: 0.022 Epoch 49 Batch 13/538 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.027 Epoch 49 Batch 14/538 - Train Accuracy: 0.966, Validation Accuracy: 0.961, Loss: 0.025 Epoch 49 Batch 15/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.028 Epoch 49 Batch 16/538 - Train Accuracy: 0.964, Validation Accuracy: 0.968, Loss: 0.029 Epoch 49 Batch 17/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.029 Epoch 49 Batch 18/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.035 Epoch 49 Batch 19/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.022 Epoch 49 Batch 20/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.028 Epoch 49 Batch 21/538 - Train Accuracy: 0.984, Validation Accuracy: 0.968, Loss: 0.014 Epoch 49 Batch 22/538 - Train Accuracy: 0.961, Validation Accuracy: 0.968, Loss: 0.022 Epoch 49 Batch 23/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.032 Epoch 49 Batch 24/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.030 Epoch 49 Batch 25/538 - Train Accuracy: 0.960, Validation Accuracy: 0.963, Loss: 0.026 Epoch 49 Batch 26/538 - Train Accuracy: 0.962, Validation Accuracy: 0.961, Loss: 0.040 Epoch 49 Batch 27/538 - Train Accuracy: 0.976, Validation Accuracy: 0.963, Loss: 0.020 Epoch 49 Batch 28/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.026 Epoch 49 Batch 29/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.019 Epoch 49 Batch 30/538 - Train Accuracy: 0.959, Validation Accuracy: 0.966, Loss: 0.029 Epoch 49 Batch 31/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.021 Epoch 49 Batch 32/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.017 Epoch 49 Batch 33/538 - Train Accuracy: 0.950, Validation Accuracy: 0.966, Loss: 0.032 Epoch 49 Batch 34/538 - Train Accuracy: 0.958, Validation Accuracy: 0.965, Loss: 0.043 Epoch 49 Batch 35/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.023 Epoch 49 Batch 36/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.026 Epoch 49 Batch 37/538 - Train Accuracy: 0.958, Validation Accuracy: 0.968, Loss: 0.031 Epoch 49 Batch 38/538 - Train Accuracy: 0.959, Validation Accuracy: 0.967, Loss: 0.023 Epoch 49 Batch 39/538 - Train Accuracy: 0.974, Validation Accuracy: 0.960, Loss: 0.020 Epoch 49 Batch 40/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.021 Epoch 49 Batch 41/538 - Train Accuracy: 0.974, Validation Accuracy: 0.960, Loss: 0.020 Epoch 49 Batch 42/538 - Train Accuracy: 0.956, Validation Accuracy: 0.958, Loss: 0.021 Epoch 49 Batch 43/538 - Train Accuracy: 0.953, Validation Accuracy: 0.967, Loss: 0.028 Epoch 49 Batch 44/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.026 Epoch 49 Batch 45/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.025 Epoch 49 Batch 46/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.023 Epoch 49 Batch 47/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.031 Epoch 49 Batch 48/538 - Train Accuracy: 0.964, Validation Accuracy: 0.966, Loss: 0.025 Epoch 49 Batch 49/538 - Train Accuracy: 0.961, Validation Accuracy: 0.965, Loss: 0.022 Epoch 49 Batch 50/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.023 Epoch 49 Batch 51/538 - Train Accuracy: 0.963, Validation Accuracy: 0.966, Loss: 0.037 Epoch 49 Batch 52/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.027 Epoch 49 Batch 53/538 - Train Accuracy: 0.957, Validation Accuracy: 0.966, Loss: 0.032 Epoch 49 Batch 54/538 - Train Accuracy: 0.967, Validation Accuracy: 0.964, Loss: 0.025 Epoch 49 Batch 55/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.023 Epoch 49 Batch 56/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.023 Epoch 49 Batch 57/538 - Train Accuracy: 0.954, Validation Accuracy: 0.964, Loss: 0.030 Epoch 49 Batch 58/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.023 Epoch 49 Batch 59/538 - Train Accuracy: 0.970, Validation Accuracy: 0.964, Loss: 0.032 Epoch 49 Batch 60/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.030 Epoch 49 Batch 61/538 - Train Accuracy: 0.964, Validation Accuracy: 0.970, Loss: 0.030 Epoch 49 Batch 62/538 - Train Accuracy: 0.959, Validation Accuracy: 0.965, Loss: 0.031 Epoch 49 Batch 63/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.022 Epoch 49 Batch 64/538 - Train Accuracy: 0.965, Validation Accuracy: 0.967, Loss: 0.022 Epoch 49 Batch 65/538 - Train Accuracy: 0.963, Validation Accuracy: 0.967, Loss: 0.027 Epoch 49 Batch 66/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.020 Epoch 49 Batch 67/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.023 Epoch 49 Batch 68/538 - Train Accuracy: 0.957, Validation Accuracy: 0.967, Loss: 0.026 Epoch 49 Batch 69/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.021 Epoch 49 Batch 70/538 - Train Accuracy: 0.960, Validation Accuracy: 0.970, Loss: 0.027 Epoch 49 Batch 71/538 - Train Accuracy: 0.964, Validation Accuracy: 0.968, Loss: 0.027 Epoch 49 Batch 72/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.042 Epoch 49 Batch 73/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.025 Epoch 49 Batch 74/538 - Train Accuracy: 0.978, Validation Accuracy: 0.966, Loss: 0.021 Epoch 49 Batch 75/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.027 Epoch 49 Batch 76/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.027 Epoch 49 Batch 77/538 - Train Accuracy: 0.963, Validation Accuracy: 0.970, Loss: 0.019 Epoch 49 Batch 78/538 - Train Accuracy: 0.964, Validation Accuracy: 0.970, Loss: 0.031 Epoch 49 Batch 79/538 - Train Accuracy: 0.964, Validation Accuracy: 0.968, Loss: 0.020 Epoch 49 Batch 80/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.030 Epoch 49 Batch 81/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.030 Epoch 49 Batch 82/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.027 Epoch 49 Batch 83/538 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.027 Epoch 49 Batch 84/538 - Train Accuracy: 0.957, Validation Accuracy: 0.964, Loss: 0.025 Epoch 49 Batch 85/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.025 Epoch 49 Batch 86/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.024 Epoch 49 Batch 87/538 - Train Accuracy: 0.958, Validation Accuracy: 0.966, Loss: 0.024 Epoch 49 Batch 88/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.025 Epoch 49 Batch 89/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.024 Epoch 49 Batch 90/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.027 Epoch 49 Batch 91/538 - Train Accuracy: 0.963, Validation Accuracy: 0.960, Loss: 0.031 Epoch 49 Batch 92/538 - Train Accuracy: 0.965, Validation Accuracy: 0.960, Loss: 0.034 Epoch 49 Batch 93/538 - Train Accuracy: 0.974, Validation Accuracy: 0.962, Loss: 0.023 Epoch 49 Batch 94/538 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.021 Epoch 49 Batch 95/538 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.022 Epoch 49 Batch 96/538 - Train Accuracy: 0.970, Validation Accuracy: 0.964, Loss: 0.020 Epoch 49 Batch 97/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.020 Epoch 49 Batch 98/538 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.026 Epoch 49 Batch 99/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.021 Epoch 49 Batch 100/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.019 Epoch 49 Batch 101/538 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.032 Epoch 49 Batch 102/538 - Train Accuracy: 0.961, Validation Accuracy: 0.966, Loss: 0.029 Epoch 49 Batch 103/538 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.026 Epoch 49 Batch 104/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.023 Epoch 49 Batch 105/538 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.023 Epoch 49 Batch 106/538 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.020 Epoch 49 Batch 107/538 - Train Accuracy: 0.961, Validation Accuracy: 0.970, Loss: 0.025 Epoch 49 Batch 108/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.025 Epoch 49 Batch 109/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.024 Epoch 49 Batch 110/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.023 Epoch 49 Batch 111/538 - Train Accuracy: 0.964, Validation Accuracy: 0.970, Loss: 0.025 Epoch 49 Batch 112/538 - Train Accuracy: 0.967, Validation Accuracy: 0.972, Loss: 0.029 Epoch 49 Batch 113/538 - Train Accuracy: 0.959, Validation Accuracy: 0.973, Loss: 0.027 Epoch 49 Batch 114/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.022 Epoch 49 Batch 115/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.020 Epoch 49 Batch 116/538 - Train Accuracy: 0.966, Validation Accuracy: 0.973, Loss: 0.035 Epoch 49 Batch 117/538 - Train Accuracy: 0.972, Validation Accuracy: 0.977, Loss: 0.028 Epoch 49 Batch 118/538 - Train Accuracy: 0.970, Validation Accuracy: 0.975, Loss: 0.022 Epoch 49 Batch 119/538 - Train Accuracy: 0.979, Validation Accuracy: 0.978, Loss: 0.019 Epoch 49 Batch 120/538 - Train Accuracy: 0.969, Validation Accuracy: 0.975, Loss: 0.022 Epoch 49 Batch 121/538 - Train Accuracy: 0.967, Validation Accuracy: 0.975, Loss: 0.030 Epoch 49 Batch 122/538 - Train Accuracy: 0.962, Validation Accuracy: 0.975, Loss: 0.026 Epoch 49 Batch 123/538 - Train Accuracy: 0.961, Validation Accuracy: 0.975, Loss: 0.025 Epoch 49 Batch 124/538 - Train Accuracy: 0.954, Validation Accuracy: 0.976, Loss: 0.024 Epoch 49 Batch 125/538 - Train Accuracy: 0.968, Validation Accuracy: 0.978, Loss: 0.026 Epoch 49 Batch 126/538 - Train Accuracy: 0.969, Validation Accuracy: 0.978, Loss: 0.031 Epoch 49 Batch 127/538 - Train Accuracy: 0.958, Validation Accuracy: 0.975, Loss: 0.031 Epoch 49 Batch 128/538 - Train Accuracy: 0.962, Validation Accuracy: 0.968, Loss: 0.026 Epoch 49 Batch 129/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.019 Epoch 49 Batch 130/538 - Train Accuracy: 0.964, Validation Accuracy: 0.969, Loss: 0.020 Epoch 49 Batch 131/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.025 Epoch 49 Batch 132/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.024 Epoch 49 Batch 133/538 - Train Accuracy: 0.962, Validation Accuracy: 0.969, Loss: 0.029 Epoch 49 Batch 134/538 - Train Accuracy: 0.970, Validation Accuracy: 0.974, Loss: 0.034 Epoch 49 Batch 135/538 - Train Accuracy: 0.963, Validation Accuracy: 0.975, Loss: 0.039 Epoch 49 Batch 136/538 - Train Accuracy: 0.966, Validation Accuracy: 0.973, Loss: 0.026 Epoch 49 Batch 137/538 - Train Accuracy: 0.969, Validation Accuracy: 0.973, Loss: 0.030 Epoch 49 Batch 138/538 - Train Accuracy: 0.961, Validation Accuracy: 0.973, Loss: 0.025 Epoch 49 Batch 139/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.028 Epoch 49 Batch 140/538 - Train Accuracy: 0.959, Validation Accuracy: 0.971, Loss: 0.031 Epoch 49 Batch 141/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.028 Epoch 49 Batch 142/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.026 Epoch 49 Batch 143/538 - Train Accuracy: 0.970, Validation Accuracy: 0.973, Loss: 0.034 Epoch 49 Batch 144/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.033 Epoch 49 Batch 145/538 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.034 Epoch 49 Batch 146/538 - Train Accuracy: 0.965, Validation Accuracy: 0.971, Loss: 0.026 Epoch 49 Batch 147/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.026 Epoch 49 Batch 148/538 - Train Accuracy: 0.956, Validation Accuracy: 0.968, Loss: 0.035 Epoch 49 Batch 149/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.024 Epoch 49 Batch 150/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.025 Epoch 49 Batch 151/538 - Train Accuracy: 0.960, Validation Accuracy: 0.969, Loss: 0.029 Epoch 49 Batch 152/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.028 Epoch 49 Batch 153/538 - Train Accuracy: 0.962, Validation Accuracy: 0.967, Loss: 0.028 Epoch 49 Batch 154/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.020 Epoch 49 Batch 155/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.031 Epoch 49 Batch 156/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.031 Epoch 49 Batch 157/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.023 Epoch 49 Batch 158/538 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.027 Epoch 49 Batch 159/538 - Train Accuracy: 0.967, Validation Accuracy: 0.970, Loss: 0.028 Epoch 49 Batch 160/538 - Train Accuracy: 0.963, Validation Accuracy: 0.968, Loss: 0.022 Epoch 49 Batch 161/538 - Train Accuracy: 0.964, Validation Accuracy: 0.968, Loss: 0.027 Epoch 49 Batch 162/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.027 Epoch 49 Batch 163/538 - Train Accuracy: 0.960, Validation Accuracy: 0.966, Loss: 0.037 Epoch 49 Batch 164/538 - Train Accuracy: 0.971, Validation Accuracy: 0.961, Loss: 0.026 Epoch 49 Batch 165/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.017 Epoch 49 Batch 166/538 - Train Accuracy: 0.978, Validation Accuracy: 0.965, Loss: 0.022 Epoch 49 Batch 167/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.043 Epoch 49 Batch 168/538 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.033 Epoch 49 Batch 169/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.020 Epoch 49 Batch 170/538 - Train Accuracy: 0.966, Validation Accuracy: 0.965, Loss: 0.031 Epoch 49 Batch 171/538 - Train Accuracy: 0.955, Validation Accuracy: 0.965, Loss: 0.030 Epoch 49 Batch 172/538 - Train Accuracy: 0.973, Validation Accuracy: 0.960, Loss: 0.024 Epoch 49 Batch 173/538 - Train Accuracy: 0.973, Validation Accuracy: 0.960, Loss: 0.019 Epoch 49 Batch 174/538 - Train Accuracy: 0.969, Validation Accuracy: 0.962, Loss: 0.025 Epoch 49 Batch 175/538 - Train Accuracy: 0.975, Validation Accuracy: 0.962, Loss: 0.021 Epoch 49 Batch 176/538 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.025 Epoch 49 Batch 177/538 - Train Accuracy: 0.973, Validation Accuracy: 0.960, Loss: 0.021 Epoch 49 Batch 178/538 - Train Accuracy: 0.965, Validation Accuracy: 0.960, Loss: 0.024 Epoch 49 Batch 179/538 - Train Accuracy: 0.972, Validation Accuracy: 0.962, Loss: 0.025 Epoch 49 Batch 180/538 - Train Accuracy: 0.967, Validation Accuracy: 0.962, Loss: 0.032 Epoch 49 Batch 181/538 - Train Accuracy: 0.959, Validation Accuracy: 0.964, Loss: 0.030 Epoch 49 Batch 182/538 - Train Accuracy: 0.977, Validation Accuracy: 0.962, Loss: 0.022 Epoch 49 Batch 183/538 - Train Accuracy: 0.979, Validation Accuracy: 0.964, Loss: 0.024 Epoch 49 Batch 184/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.023 Epoch 49 Batch 185/538 - Train Accuracy: 0.970, Validation Accuracy: 0.964, Loss: 0.024 Epoch 49 Batch 186/538 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.022 Epoch 49 Batch 187/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.031 Epoch 49 Batch 188/538 - Train Accuracy: 0.970, Validation Accuracy: 0.964, Loss: 0.024 Epoch 49 Batch 189/538 - Train Accuracy: 0.977, Validation Accuracy: 0.964, Loss: 0.031 Epoch 49 Batch 190/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.032 Epoch 49 Batch 191/538 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.024 Epoch 49 Batch 192/538 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.023 Epoch 49 Batch 193/538 - Train Accuracy: 0.970, Validation Accuracy: 0.964, Loss: 0.025 Epoch 49 Batch 194/538 - Train Accuracy: 0.962, Validation Accuracy: 0.963, Loss: 0.034 Epoch 49 Batch 195/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.036 Epoch 49 Batch 196/538 - Train Accuracy: 0.963, Validation Accuracy: 0.960, Loss: 0.022 Epoch 49 Batch 197/538 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.024 Epoch 49 Batch 198/538 - Train Accuracy: 0.965, Validation Accuracy: 0.962, Loss: 0.029 Epoch 49 Batch 199/538 - Train Accuracy: 0.965, Validation Accuracy: 0.962, Loss: 0.029 Epoch 49 Batch 200/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.017 Epoch 49 Batch 201/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.038 Epoch 49 Batch 202/538 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.026 Epoch 49 Batch 203/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.029 Epoch 49 Batch 204/538 - Train Accuracy: 0.957, Validation Accuracy: 0.964, Loss: 0.040 Epoch 49 Batch 205/538 - Train Accuracy: 0.967, Validation Accuracy: 0.965, Loss: 0.024 Epoch 49 Batch 206/538 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.028 Epoch 49 Batch 207/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.027 Epoch 49 Batch 208/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.033 Epoch 49 Batch 209/538 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.021 Epoch 49 Batch 210/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.032 Epoch 49 Batch 211/538 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.025 Epoch 49 Batch 212/538 - Train Accuracy: 0.978, Validation Accuracy: 0.966, Loss: 0.023 Epoch 49 Batch 213/538 - Train Accuracy: 0.966, Validation Accuracy: 0.970, Loss: 0.024 Epoch 49 Batch 214/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.017 Epoch 49 Batch 215/538 - Train Accuracy: 0.968, Validation Accuracy: 0.967, Loss: 0.023 Epoch 49 Batch 216/538 - Train Accuracy: 0.960, Validation Accuracy: 0.968, Loss: 0.024 Epoch 49 Batch 217/538 - Train Accuracy: 0.966, Validation Accuracy: 0.965, Loss: 0.028 Epoch 49 Batch 218/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.019 Epoch 49 Batch 219/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.036 Epoch 49 Batch 220/538 - Train Accuracy: 0.959, Validation Accuracy: 0.963, Loss: 0.028 Epoch 49 Batch 221/538 - Train Accuracy: 0.974, Validation Accuracy: 0.963, Loss: 0.023 Epoch 49 Batch 222/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.020 Epoch 49 Batch 223/538 - Train Accuracy: 0.966, Validation Accuracy: 0.968, Loss: 0.028 Epoch 49 Batch 224/538 - Train Accuracy: 0.961, Validation Accuracy: 0.965, Loss: 0.027 Epoch 49 Batch 225/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.027 Epoch 49 Batch 226/538 - Train Accuracy: 0.965, Validation Accuracy: 0.967, Loss: 0.032 Epoch 49 Batch 227/538 - Train Accuracy: 0.965, Validation Accuracy: 0.969, Loss: 0.025 Epoch 49 Batch 228/538 - Train Accuracy: 0.955, Validation Accuracy: 0.966, Loss: 0.027 Epoch 49 Batch 229/538 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.032 Epoch 49 Batch 230/538 - Train Accuracy: 0.961, Validation Accuracy: 0.966, Loss: 0.024 Epoch 49 Batch 231/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.029 Epoch 49 Batch 232/538 - Train Accuracy: 0.974, Validation Accuracy: 0.958, Loss: 0.027 Epoch 49 Batch 233/538 - Train Accuracy: 0.972, Validation Accuracy: 0.956, Loss: 0.033 Epoch 49 Batch 234/538 - Train Accuracy: 0.967, Validation Accuracy: 0.955, Loss: 0.025 Epoch 49 Batch 235/538 - Train Accuracy: 0.966, Validation Accuracy: 0.955, Loss: 0.022 Epoch 49 Batch 236/538 - Train Accuracy: 0.958, Validation Accuracy: 0.953, Loss: 0.020 Epoch 49 Batch 237/538 - Train Accuracy: 0.963, Validation Accuracy: 0.953, Loss: 0.020 Epoch 49 Batch 238/538 - Train Accuracy: 0.972, Validation Accuracy: 0.950, Loss: 0.026 Epoch 49 Batch 239/538 - Train Accuracy: 0.969, Validation Accuracy: 0.952, Loss: 0.027 Epoch 49 Batch 240/538 - Train Accuracy: 0.964, Validation Accuracy: 0.957, Loss: 0.025 Epoch 49 Batch 241/538 - Train Accuracy: 0.961, Validation Accuracy: 0.961, Loss: 0.037 Epoch 49 Batch 242/538 - Train Accuracy: 0.968, Validation Accuracy: 0.962, Loss: 0.021 Epoch 49 Batch 243/538 - Train Accuracy: 0.961, Validation Accuracy: 0.962, Loss: 0.023 Epoch 49 Batch 244/538 - Train Accuracy: 0.959, Validation Accuracy: 0.962, Loss: 0.024 Epoch 49 Batch 245/538 - Train Accuracy: 0.957, Validation Accuracy: 0.960, Loss: 0.036 Epoch 49 Batch 246/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.021 Epoch 49 Batch 247/538 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.026 Epoch 49 Batch 248/538 - Train Accuracy: 0.950, Validation Accuracy: 0.963, Loss: 0.028 Epoch 49 Batch 249/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.018 Epoch 49 Batch 250/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.029 Epoch 49 Batch 251/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.023 Epoch 49 Batch 252/538 - Train Accuracy: 0.967, Validation Accuracy: 0.964, Loss: 0.026 Epoch 49 Batch 253/538 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.024 Epoch 49 Batch 254/538 - Train Accuracy: 0.954, Validation Accuracy: 0.966, Loss: 0.025 Epoch 49 Batch 255/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.022 Epoch 49 Batch 256/538 - Train Accuracy: 0.958, Validation Accuracy: 0.969, Loss: 0.025 Epoch 49 Batch 257/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.022 Epoch 49 Batch 258/538 - Train Accuracy: 0.967, Validation Accuracy: 0.964, Loss: 0.026 Epoch 49 Batch 259/538 - Train Accuracy: 0.978, Validation Accuracy: 0.964, Loss: 0.023 Epoch 49 Batch 260/538 - Train Accuracy: 0.953, Validation Accuracy: 0.966, Loss: 0.032 Epoch 49 Batch 261/538 - Train Accuracy: 0.965, Validation Accuracy: 0.966, Loss: 0.028 Epoch 49 Batch 262/538 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.028 Epoch 49 Batch 263/538 - Train Accuracy: 0.958, Validation Accuracy: 0.964, Loss: 0.028 Epoch 49 Batch 264/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.026 Epoch 49 Batch 265/538 - Train Accuracy: 0.957, Validation Accuracy: 0.963, Loss: 0.033 Epoch 49 Batch 266/538 - Train Accuracy: 0.963, Validation Accuracy: 0.963, Loss: 0.029 Epoch 49 Batch 267/538 - Train Accuracy: 0.960, Validation Accuracy: 0.963, Loss: 0.026 Epoch 49 Batch 268/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.020 Epoch 49 Batch 269/538 - Train Accuracy: 0.966, Validation Accuracy: 0.965, Loss: 0.034 Epoch 49 Batch 270/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.023 Epoch 49 Batch 271/538 - Train Accuracy: 0.968, Validation Accuracy: 0.967, Loss: 0.022 Epoch 49 Batch 272/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.025 Epoch 49 Batch 273/538 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.026 Epoch 49 Batch 274/538 - Train Accuracy: 0.951, Validation Accuracy: 0.965, Loss: 0.028 Epoch 49 Batch 275/538 - Train Accuracy: 0.959, Validation Accuracy: 0.965, Loss: 0.035 Epoch 49 Batch 276/538 - Train Accuracy: 0.960, Validation Accuracy: 0.964, Loss: 0.034 Epoch 49 Batch 277/538 - Train Accuracy: 0.970, Validation Accuracy: 0.964, Loss: 0.020 Epoch 49 Batch 278/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.029 Epoch 49 Batch 279/538 - Train Accuracy: 0.965, Validation Accuracy: 0.964, Loss: 0.022 Epoch 49 Batch 280/538 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.026 Epoch 49 Batch 281/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.033 Epoch 49 Batch 282/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.026 Epoch 49 Batch 283/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.024 Epoch 49 Batch 284/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.033 Epoch 49 Batch 285/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.021 Epoch 49 Batch 286/538 - Train Accuracy: 0.960, Validation Accuracy: 0.968, Loss: 0.035 Epoch 49 Batch 287/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.022 Epoch 49 Batch 288/538 - Train Accuracy: 0.956, Validation Accuracy: 0.972, Loss: 0.026 Epoch 49 Batch 289/538 - Train Accuracy: 0.971, Validation Accuracy: 0.974, Loss: 0.018 Epoch 49 Batch 290/538 - Train Accuracy: 0.971, Validation Accuracy: 0.974, Loss: 0.023 Epoch 49 Batch 291/538 - Train Accuracy: 0.970, Validation Accuracy: 0.974, Loss: 0.029 Epoch 49 Batch 292/538 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.018 Epoch 49 Batch 293/538 - Train Accuracy: 0.954, Validation Accuracy: 0.971, Loss: 0.024 Epoch 49 Batch 294/538 - Train Accuracy: 0.970, Validation Accuracy: 0.971, Loss: 0.025 Epoch 49 Batch 295/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.024 Epoch 49 Batch 296/538 - Train Accuracy: 0.955, Validation Accuracy: 0.968, Loss: 0.034 Epoch 49 Batch 297/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.025 Epoch 49 Batch 298/538 - Train Accuracy: 0.968, Validation Accuracy: 0.971, Loss: 0.026 Epoch 49 Batch 299/538 - Train Accuracy: 0.956, Validation Accuracy: 0.971, Loss: 0.035 Epoch 49 Batch 300/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.026 Epoch 49 Batch 301/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.026 Epoch 49 Batch 302/538 - Train Accuracy: 0.969, Validation Accuracy: 0.973, Loss: 0.035 Epoch 49 Batch 303/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.024 Epoch 49 Batch 304/538 - Train Accuracy: 0.964, Validation Accuracy: 0.971, Loss: 0.032 Epoch 49 Batch 305/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.024 Epoch 49 Batch 306/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.025 Epoch 49 Batch 307/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.024 Epoch 49 Batch 308/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.030 Epoch 49 Batch 309/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.019 Epoch 49 Batch 310/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.033 Epoch 49 Batch 311/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.029 Epoch 49 Batch 312/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.027 Epoch 49 Batch 313/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.026 Epoch 49 Batch 314/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.030 Epoch 49 Batch 315/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.019 Epoch 49 Batch 316/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.023 Epoch 49 Batch 317/538 - Train Accuracy: 0.968, Validation Accuracy: 0.967, Loss: 0.026 Epoch 49 Batch 318/538 - Train Accuracy: 0.963, Validation Accuracy: 0.967, Loss: 0.023 Epoch 49 Batch 319/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.026 Epoch 49 Batch 320/538 - Train Accuracy: 0.976, Validation Accuracy: 0.963, Loss: 0.021 Epoch 49 Batch 321/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.022 Epoch 49 Batch 322/538 - Train Accuracy: 0.970, Validation Accuracy: 0.964, Loss: 0.025 Epoch 49 Batch 323/538 - Train Accuracy: 0.967, Validation Accuracy: 0.968, Loss: 0.027 Epoch 49 Batch 324/538 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.027 Epoch 49 Batch 325/538 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.022 Epoch 49 Batch 326/538 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.027 Epoch 49 Batch 327/538 - Train Accuracy: 0.965, Validation Accuracy: 0.960, Loss: 0.033 Epoch 49 Batch 328/538 - Train Accuracy: 0.967, Validation Accuracy: 0.958, Loss: 0.021 Epoch 49 Batch 329/538 - Train Accuracy: 0.980, Validation Accuracy: 0.958, Loss: 0.020 Epoch 49 Batch 330/538 - Train Accuracy: 0.967, Validation Accuracy: 0.958, Loss: 0.020 Epoch 49 Batch 331/538 - Train Accuracy: 0.973, Validation Accuracy: 0.958, Loss: 0.027 Epoch 49 Batch 332/538 - Train Accuracy: 0.968, Validation Accuracy: 0.958, Loss: 0.026 Epoch 49 Batch 333/538 - Train Accuracy: 0.963, Validation Accuracy: 0.958, Loss: 0.029 Epoch 49 Batch 334/538 - Train Accuracy: 0.976, Validation Accuracy: 0.960, Loss: 0.026 Epoch 49 Batch 335/538 - Train Accuracy: 0.965, Validation Accuracy: 0.965, Loss: 0.030 Epoch 49 Batch 336/538 - Train Accuracy: 0.965, Validation Accuracy: 0.965, Loss: 0.024 Epoch 49 Batch 337/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.026 Epoch 49 Batch 338/538 - Train Accuracy: 0.980, Validation Accuracy: 0.967, Loss: 0.031 Epoch 49 Batch 339/538 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.022 Epoch 49 Batch 340/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.029 Epoch 49 Batch 341/538 - Train Accuracy: 0.964, Validation Accuracy: 0.967, Loss: 0.023 Epoch 49 Batch 342/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.027 Epoch 49 Batch 343/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.032 Epoch 49 Batch 344/538 - Train Accuracy: 0.961, Validation Accuracy: 0.965, Loss: 0.026 Epoch 49 Batch 345/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.023 Epoch 49 Batch 346/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.028 Epoch 49 Batch 347/538 - Train Accuracy: 0.977, Validation Accuracy: 0.963, Loss: 0.025 Epoch 49 Batch 348/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.023 Epoch 49 Batch 349/538 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.021 Epoch 49 Batch 350/538 - Train Accuracy: 0.965, Validation Accuracy: 0.964, Loss: 0.032 Epoch 49 Batch 351/538 - Train Accuracy: 0.960, Validation Accuracy: 0.964, Loss: 0.027 Epoch 49 Batch 352/538 - Train Accuracy: 0.956, Validation Accuracy: 0.960, Loss: 0.041 Epoch 49 Batch 353/538 - Train Accuracy: 0.970, Validation Accuracy: 0.958, Loss: 0.031 Epoch 49 Batch 354/538 - Train Accuracy: 0.967, Validation Accuracy: 0.958, Loss: 0.029 Epoch 49 Batch 355/538 - Train Accuracy: 0.971, Validation Accuracy: 0.959, Loss: 0.027 Epoch 49 Batch 356/538 - Train Accuracy: 0.971, Validation Accuracy: 0.958, Loss: 0.020 Epoch 49 Batch 357/538 - Train Accuracy: 0.972, Validation Accuracy: 0.953, Loss: 0.021 Epoch 49 Batch 358/538 - Train Accuracy: 0.969, Validation Accuracy: 0.953, Loss: 0.024 Epoch 49 Batch 359/538 - Train Accuracy: 0.976, Validation Accuracy: 0.953, Loss: 0.028 Epoch 49 Batch 360/538 - Train Accuracy: 0.972, Validation Accuracy: 0.958, Loss: 0.022 Epoch 49 Batch 361/538 - Train Accuracy: 0.973, Validation Accuracy: 0.960, Loss: 0.028 Epoch 49 Batch 362/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.024 Epoch 49 Batch 363/538 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.028 Epoch 49 Batch 364/538 - Train Accuracy: 0.959, Validation Accuracy: 0.965, Loss: 0.040 Epoch 49 Batch 365/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.024 Epoch 49 Batch 366/538 - Train Accuracy: 0.980, Validation Accuracy: 0.967, Loss: 0.021 Epoch 49 Batch 367/538 - Train Accuracy: 0.978, Validation Accuracy: 0.962, Loss: 0.022 Epoch 49 Batch 368/538 - Train Accuracy: 0.976, Validation Accuracy: 0.962, Loss: 0.022 Epoch 49 Batch 369/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.021 Epoch 49 Batch 370/538 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.029 Epoch 49 Batch 371/538 - Train Accuracy: 0.976, Validation Accuracy: 0.962, Loss: 0.033 Epoch 49 Batch 372/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.030 Epoch 49 Batch 373/538 - Train Accuracy: 0.967, Validation Accuracy: 0.964, Loss: 0.027 Epoch 49 Batch 374/538 - Train Accuracy: 0.965, Validation Accuracy: 0.962, Loss: 0.024 Epoch 49 Batch 375/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.026 Epoch 49 Batch 376/538 - Train Accuracy: 0.965, Validation Accuracy: 0.958, Loss: 0.023 Epoch 49 Batch 377/538 - Train Accuracy: 0.962, Validation Accuracy: 0.963, Loss: 0.031 Epoch 49 Batch 378/538 - Train Accuracy: 0.974, Validation Accuracy: 0.963, Loss: 0.019 Epoch 49 Batch 379/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.024 Epoch 49 Batch 380/538 - Train Accuracy: 0.971, Validation Accuracy: 0.961, Loss: 0.019 Epoch 49 Batch 381/538 - Train Accuracy: 0.979, Validation Accuracy: 0.958, Loss: 0.023 Epoch 49 Batch 382/538 - Train Accuracy: 0.957, Validation Accuracy: 0.960, Loss: 0.031 Epoch 49 Batch 383/538 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.018 Epoch 49 Batch 384/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.020 Epoch 49 Batch 385/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.025 Epoch 49 Batch 386/538 - Train Accuracy: 0.976, Validation Accuracy: 0.961, Loss: 0.025 Epoch 49 Batch 387/538 - Train Accuracy: 0.972, Validation Accuracy: 0.961, Loss: 0.026 Epoch 49 Batch 388/538 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.024 Epoch 49 Batch 389/538 - Train Accuracy: 0.958, Validation Accuracy: 0.961, Loss: 0.032 Epoch 49 Batch 390/538 - Train Accuracy: 0.964, Validation Accuracy: 0.959, Loss: 0.024 Epoch 49 Batch 391/538 - Train Accuracy: 0.967, Validation Accuracy: 0.960, Loss: 0.024 Epoch 49 Batch 392/538 - Train Accuracy: 0.969, Validation Accuracy: 0.960, Loss: 0.021 Epoch 49 Batch 393/538 - Train Accuracy: 0.972, Validation Accuracy: 0.958, Loss: 0.022 Epoch 49 Batch 394/538 - Train Accuracy: 0.969, Validation Accuracy: 0.958, Loss: 0.031 Epoch 49 Batch 395/538 - Train Accuracy: 0.967, Validation Accuracy: 0.959, Loss: 0.028 Epoch 49 Batch 396/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.021 Epoch 49 Batch 397/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.026 Epoch 49 Batch 398/538 - Train Accuracy: 0.965, Validation Accuracy: 0.967, Loss: 0.025 Epoch 49 Batch 399/538 - Train Accuracy: 0.964, Validation Accuracy: 0.968, Loss: 0.029 Epoch 49 Batch 400/538 - Train Accuracy: 0.981, Validation Accuracy: 0.966, Loss: 0.027 Epoch 49 Batch 401/538 - Train Accuracy: 0.979, Validation Accuracy: 0.964, Loss: 0.025 Epoch 49 Batch 402/538 - Train Accuracy: 0.979, Validation Accuracy: 0.964, Loss: 0.024 Epoch 49 Batch 403/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.030 Epoch 49 Batch 404/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.026 Epoch 49 Batch 405/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.028 Epoch 49 Batch 406/538 - Train Accuracy: 0.967, Validation Accuracy: 0.968, Loss: 0.028 Epoch 49 Batch 407/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.024 Epoch 49 Batch 408/538 - Train Accuracy: 0.956, Validation Accuracy: 0.969, Loss: 0.033 Epoch 49 Batch 409/538 - Train Accuracy: 0.967, Validation Accuracy: 0.964, Loss: 0.028 Epoch 49 Batch 410/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.024 Epoch 49 Batch 411/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.027 Epoch 49 Batch 412/538 - Train Accuracy: 0.973, Validation Accuracy: 0.963, Loss: 0.020 Epoch 49 Batch 413/538 - Train Accuracy: 0.963, Validation Accuracy: 0.967, Loss: 0.026 Epoch 49 Batch 414/538 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.040 Epoch 49 Batch 415/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.021 Epoch 49 Batch 416/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.026 Epoch 49 Batch 417/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.027 Epoch 49 Batch 418/538 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.030 Epoch 49 Batch 419/538 - Train Accuracy: 0.968, Validation Accuracy: 0.965, Loss: 0.024 Epoch 49 Batch 420/538 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.027 Epoch 49 Batch 421/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.020 Epoch 49 Batch 422/538 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.028 Epoch 49 Batch 423/538 - Train Accuracy: 0.975, Validation Accuracy: 0.962, Loss: 0.025 Epoch 49 Batch 424/538 - Train Accuracy: 0.971, Validation Accuracy: 0.961, Loss: 0.035 Epoch 49 Batch 425/538 - Train Accuracy: 0.962, Validation Accuracy: 0.961, Loss: 0.039 Epoch 49 Batch 426/538 - Train Accuracy: 0.971, Validation Accuracy: 0.961, Loss: 0.029 Epoch 49 Batch 427/538 - Train Accuracy: 0.962, Validation Accuracy: 0.962, Loss: 0.031 Epoch 49 Batch 428/538 - Train Accuracy: 0.974, Validation Accuracy: 0.960, Loss: 0.021 Epoch 49 Batch 429/538 - Train Accuracy: 0.983, Validation Accuracy: 0.956, Loss: 0.021 Epoch 49 Batch 430/538 - Train Accuracy: 0.966, Validation Accuracy: 0.956, Loss: 0.031 Epoch 49 Batch 431/538 - Train Accuracy: 0.966, Validation Accuracy: 0.956, Loss: 0.027 Epoch 49 Batch 432/538 - Train Accuracy: 0.961, Validation Accuracy: 0.958, Loss: 0.027 Epoch 49 Batch 433/538 - Train Accuracy: 0.958, Validation Accuracy: 0.961, Loss: 0.044 Epoch 49 Batch 434/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.025 Epoch 49 Batch 435/538 - Train Accuracy: 0.966, Validation Accuracy: 0.965, Loss: 0.026 Epoch 49 Batch 436/538 - Train Accuracy: 0.963, Validation Accuracy: 0.966, Loss: 0.028 Epoch 49 Batch 437/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.021 Epoch 49 Batch 438/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.020 Epoch 49 Batch 439/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.030 Epoch 49 Batch 440/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.027 Epoch 49 Batch 441/538 - Train Accuracy: 0.957, Validation Accuracy: 0.963, Loss: 0.031 Epoch 49 Batch 442/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.022 Epoch 49 Batch 443/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.024 Epoch 49 Batch 444/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.021 Epoch 49 Batch 445/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.019 Epoch 49 Batch 446/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.020 Epoch 49 Batch 447/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.024 Epoch 49 Batch 448/538 - Train Accuracy: 0.971, Validation Accuracy: 0.961, Loss: 0.028 Epoch 49 Batch 449/538 - Train Accuracy: 0.975, Validation Accuracy: 0.961, Loss: 0.035 Epoch 49 Batch 450/538 - Train Accuracy: 0.964, Validation Accuracy: 0.965, Loss: 0.041 Epoch 49 Batch 451/538 - Train Accuracy: 0.963, Validation Accuracy: 0.965, Loss: 0.026 Epoch 49 Batch 452/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.024 Epoch 49 Batch 453/538 - Train Accuracy: 0.964, Validation Accuracy: 0.967, Loss: 0.031 Epoch 49 Batch 454/538 - Train Accuracy: 0.965, Validation Accuracy: 0.969, Loss: 0.029 Epoch 49 Batch 455/538 - Train Accuracy: 0.968, Validation Accuracy: 0.967, Loss: 0.033 Epoch 49 Batch 456/538 - Train Accuracy: 0.967, Validation Accuracy: 0.965, Loss: 0.051 Epoch 49 Batch 457/538 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.023 Epoch 49 Batch 458/538 - Train Accuracy: 0.965, Validation Accuracy: 0.960, Loss: 0.023 Epoch 49 Batch 459/538 - Train Accuracy: 0.974, Validation Accuracy: 0.960, Loss: 0.021 Epoch 49 Batch 460/538 - Train Accuracy: 0.957, Validation Accuracy: 0.964, Loss: 0.026 Epoch 49 Batch 461/538 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.027 Epoch 49 Batch 462/538 - Train Accuracy: 0.967, Validation Accuracy: 0.967, Loss: 0.029 Epoch 49 Batch 463/538 - Train Accuracy: 0.958, Validation Accuracy: 0.968, Loss: 0.030 Epoch 49 Batch 464/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.017 Epoch 49 Batch 465/538 - Train Accuracy: 0.963, Validation Accuracy: 0.968, Loss: 0.028 Epoch 49 Batch 466/538 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.027 Epoch 49 Batch 467/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.028 Epoch 49 Batch 468/538 - Train Accuracy: 0.973, Validation Accuracy: 0.963, Loss: 0.030 Epoch 49 Batch 469/538 - Train Accuracy: 0.965, Validation Accuracy: 0.964, Loss: 0.025 Epoch 49 Batch 470/538 - Train Accuracy: 0.962, Validation Accuracy: 0.966, Loss: 0.027 Epoch 49 Batch 471/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.021 Epoch 49 Batch 472/538 - Train Accuracy: 0.986, Validation Accuracy: 0.962, Loss: 0.020 Epoch 49 Batch 473/538 - Train Accuracy: 0.959, Validation Accuracy: 0.965, Loss: 0.028 Epoch 49 Batch 474/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.027 Epoch 49 Batch 475/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.025 Epoch 49 Batch 476/538 - Train Accuracy: 0.970, Validation Accuracy: 0.961, Loss: 0.029 Epoch 49 Batch 477/538 - Train Accuracy: 0.965, Validation Accuracy: 0.960, Loss: 0.029 Epoch 49 Batch 478/538 - Train Accuracy: 0.978, Validation Accuracy: 0.960, Loss: 0.022 Epoch 49 Batch 479/538 - Train Accuracy: 0.966, Validation Accuracy: 0.959, Loss: 0.029 Epoch 49 Batch 480/538 - Train Accuracy: 0.972, Validation Accuracy: 0.959, Loss: 0.026 Epoch 49 Batch 481/538 - Train Accuracy: 0.970, Validation Accuracy: 0.959, Loss: 0.034 Epoch 49 Batch 482/538 - Train Accuracy: 0.963, Validation Accuracy: 0.961, Loss: 0.021 Epoch 49 Batch 483/538 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.033 Epoch 49 Batch 484/538 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.031 Epoch 49 Batch 485/538 - Train Accuracy: 0.964, Validation Accuracy: 0.958, Loss: 0.036 Epoch 49 Batch 486/538 - Train Accuracy: 0.970, Validation Accuracy: 0.958, Loss: 0.018 Epoch 49 Batch 487/538 - Train Accuracy: 0.974, Validation Accuracy: 0.958, Loss: 0.024 Epoch 49 Batch 488/538 - Train Accuracy: 0.979, Validation Accuracy: 0.958, Loss: 0.022 Epoch 49 Batch 489/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.028 Epoch 49 Batch 490/538 - Train Accuracy: 0.960, Validation Accuracy: 0.963, Loss: 0.027 Epoch 49 Batch 491/538 - Train Accuracy: 0.966, Validation Accuracy: 0.965, Loss: 0.027 Epoch 49 Batch 492/538 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.026 Epoch 49 Batch 493/538 - Train Accuracy: 0.959, Validation Accuracy: 0.963, Loss: 0.029 Epoch 49 Batch 494/538 - Train Accuracy: 0.973, Validation Accuracy: 0.963, Loss: 0.031 Epoch 49 Batch 495/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.026 Epoch 49 Batch 496/538 - Train Accuracy: 0.976, Validation Accuracy: 0.963, Loss: 0.021 Epoch 49 Batch 497/538 - Train Accuracy: 0.970, Validation Accuracy: 0.960, Loss: 0.026 Epoch 49 Batch 498/538 - Train Accuracy: 0.966, Validation Accuracy: 0.965, Loss: 0.028 Epoch 49 Batch 499/538 - Train Accuracy: 0.967, Validation Accuracy: 0.965, Loss: 0.035 Epoch 49 Batch 500/538 - Train Accuracy: 0.980, Validation Accuracy: 0.967, Loss: 0.021 Epoch 49 Batch 501/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.028 Epoch 49 Batch 502/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.021 Epoch 49 Batch 503/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.029 Epoch 49 Batch 504/538 - Train Accuracy: 0.977, Validation Accuracy: 0.961, Loss: 0.024 Epoch 49 Batch 505/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.027 Epoch 49 Batch 506/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.029 Epoch 49 Batch 507/538 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.028 Epoch 49 Batch 508/538 - Train Accuracy: 0.967, Validation Accuracy: 0.971, Loss: 0.028 Epoch 49 Batch 509/538 - Train Accuracy: 0.966, Validation Accuracy: 0.971, Loss: 0.029 Epoch 49 Batch 510/538 - Train Accuracy: 0.967, Validation Accuracy: 0.971, Loss: 0.026 Epoch 49 Batch 511/538 - Train Accuracy: 0.964, Validation Accuracy: 0.966, Loss: 0.038 Epoch 49 Batch 512/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.025 Epoch 49 Batch 513/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.024 Epoch 49 Batch 514/538 - Train Accuracy: 0.978, Validation Accuracy: 0.966, Loss: 0.026 Epoch 49 Batch 515/538 - Train Accuracy: 0.962, Validation Accuracy: 0.966, Loss: 0.030 Epoch 49 Batch 516/538 - Train Accuracy: 0.960, Validation Accuracy: 0.968, Loss: 0.030 Epoch 49 Batch 517/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.027 Epoch 49 Batch 518/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.031 Epoch 49 Batch 519/538 - Train Accuracy: 0.978, Validation Accuracy: 0.964, Loss: 0.027 Epoch 49 Batch 520/538 - Train Accuracy: 0.967, Validation Accuracy: 0.961, Loss: 0.030 Epoch 49 Batch 521/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.032 Epoch 49 Batch 522/538 - Train Accuracy: 0.963, Validation Accuracy: 0.966, Loss: 0.024 Epoch 49 Batch 523/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.027 Epoch 49 Batch 524/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.025 Epoch 49 Batch 525/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.027 Epoch 49 Batch 526/538 - Train Accuracy: 0.963, Validation Accuracy: 0.969, Loss: 0.024 Epoch 49 Batch 527/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.023 Epoch 49 Batch 528/538 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.027 Epoch 49 Batch 529/538 - Train Accuracy: 0.966, Validation Accuracy: 0.961, Loss: 0.025 Epoch 49 Batch 530/538 - Train Accuracy: 0.972, Validation Accuracy: 0.960, Loss: 0.033 Epoch 49 Batch 531/538 - Train Accuracy: 0.969, Validation Accuracy: 0.962, Loss: 0.028 Epoch 49 Batch 532/538 - Train Accuracy: 0.956, Validation Accuracy: 0.962, Loss: 0.026 Epoch 49 Batch 533/538 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.026 Epoch 49 Batch 534/538 - Train Accuracy: 0.973, Validation Accuracy: 0.960, Loss: 0.023 Epoch 49 Batch 535/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.031 Epoch 49 Batch 536/538 - Train Accuracy: 0.970, Validation Accuracy: 0.961, Loss: 0.029 Epoch 50 Batch 0/538 - Train Accuracy: 0.971, Validation Accuracy: 0.961, Loss: 0.024 Epoch 50 Batch 1/538 - Train Accuracy: 0.977, Validation Accuracy: 0.961, Loss: 0.032 Epoch 50 Batch 2/538 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.030 Epoch 50 Batch 3/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.023 Epoch 50 Batch 4/538 - Train Accuracy: 0.980, Validation Accuracy: 0.963, Loss: 0.030 Epoch 50 Batch 5/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.024 Epoch 50 Batch 6/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.026 Epoch 50 Batch 7/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.028 Epoch 50 Batch 8/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.024 Epoch 50 Batch 9/538 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.024 Epoch 50 Batch 10/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.026 Epoch 50 Batch 11/538 - Train Accuracy: 0.972, Validation Accuracy: 0.961, Loss: 0.035 Epoch 50 Batch 12/538 - Train Accuracy: 0.968, Validation Accuracy: 0.959, Loss: 0.028 Epoch 50 Batch 13/538 - Train Accuracy: 0.973, Validation Accuracy: 0.959, Loss: 0.029 Epoch 50 Batch 14/538 - Train Accuracy: 0.965, Validation Accuracy: 0.959, Loss: 0.026 Epoch 50 Batch 15/538 - Train Accuracy: 0.973, Validation Accuracy: 0.959, Loss: 0.025 Epoch 50 Batch 16/538 - Train Accuracy: 0.970, Validation Accuracy: 0.958, Loss: 0.029 Epoch 50 Batch 17/538 - Train Accuracy: 0.970, Validation Accuracy: 0.958, Loss: 0.025 Epoch 50 Batch 18/538 - Train Accuracy: 0.973, Validation Accuracy: 0.959, Loss: 0.030 Epoch 50 Batch 19/538 - Train Accuracy: 0.974, Validation Accuracy: 0.961, Loss: 0.026 Epoch 50 Batch 20/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.027 Epoch 50 Batch 21/538 - Train Accuracy: 0.979, Validation Accuracy: 0.961, Loss: 0.018 Epoch 50 Batch 22/538 - Train Accuracy: 0.967, Validation Accuracy: 0.962, Loss: 0.025 Epoch 50 Batch 23/538 - Train Accuracy: 0.968, Validation Accuracy: 0.962, Loss: 0.027 Epoch 50 Batch 24/538 - Train Accuracy: 0.972, Validation Accuracy: 0.962, Loss: 0.030 Epoch 50 Batch 25/538 - Train Accuracy: 0.964, Validation Accuracy: 0.960, Loss: 0.027 Epoch 50 Batch 26/538 - Train Accuracy: 0.973, Validation Accuracy: 0.960, Loss: 0.033 Epoch 50 Batch 27/538 - Train Accuracy: 0.977, Validation Accuracy: 0.960, Loss: 0.021 Epoch 50 Batch 28/538 - Train Accuracy: 0.974, Validation Accuracy: 0.960, Loss: 0.021 Epoch 50 Batch 29/538 - Train Accuracy: 0.975, Validation Accuracy: 0.960, Loss: 0.021 Epoch 50 Batch 30/538 - Train Accuracy: 0.960, Validation Accuracy: 0.965, Loss: 0.028 Epoch 50 Batch 31/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.021 Epoch 50 Batch 32/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.018 Epoch 50 Batch 33/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.029 Epoch 50 Batch 34/538 - Train Accuracy: 0.961, Validation Accuracy: 0.963, Loss: 0.030 Epoch 50 Batch 35/538 - Train Accuracy: 0.975, Validation Accuracy: 0.961, Loss: 0.021 Epoch 50 Batch 36/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.022 Epoch 50 Batch 37/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.027 Epoch 50 Batch 38/538 - Train Accuracy: 0.964, Validation Accuracy: 0.960, Loss: 0.022 Epoch 50 Batch 39/538 - Train Accuracy: 0.974, Validation Accuracy: 0.957, Loss: 0.024 Epoch 50 Batch 40/538 - Train Accuracy: 0.969, Validation Accuracy: 0.960, Loss: 0.023 Epoch 50 Batch 41/538 - Train Accuracy: 0.976, Validation Accuracy: 0.963, Loss: 0.023 Epoch 50 Batch 42/538 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.027 Epoch 50 Batch 43/538 - Train Accuracy: 0.949, Validation Accuracy: 0.959, Loss: 0.031 Epoch 50 Batch 44/538 - Train Accuracy: 0.974, Validation Accuracy: 0.959, Loss: 0.024 Epoch 50 Batch 45/538 - Train Accuracy: 0.970, Validation Accuracy: 0.964, Loss: 0.026 Epoch 50 Batch 46/538 - Train Accuracy: 0.976, Validation Accuracy: 0.960, Loss: 0.021 Epoch 50 Batch 47/538 - Train Accuracy: 0.972, Validation Accuracy: 0.962, Loss: 0.028 Epoch 50 Batch 48/538 - Train Accuracy: 0.961, Validation Accuracy: 0.964, Loss: 0.026 Epoch 50 Batch 49/538 - Train Accuracy: 0.968, Validation Accuracy: 0.962, Loss: 0.024 Epoch 50 Batch 50/538 - Train Accuracy: 0.967, Validation Accuracy: 0.964, Loss: 0.025 Epoch 50 Batch 51/538 - Train Accuracy: 0.965, Validation Accuracy: 0.964, Loss: 0.028 Epoch 50 Batch 52/538 - Train Accuracy: 0.962, Validation Accuracy: 0.964, Loss: 0.028 Epoch 50 Batch 53/538 - Train Accuracy: 0.956, Validation Accuracy: 0.964, Loss: 0.025 Epoch 50 Batch 54/538 - Train Accuracy: 0.974, Validation Accuracy: 0.963, Loss: 0.022 Epoch 50 Batch 55/538 - Train Accuracy: 0.974, Validation Accuracy: 0.961, Loss: 0.022 Epoch 50 Batch 56/538 - Train Accuracy: 0.974, Validation Accuracy: 0.961, Loss: 0.022 Epoch 50 Batch 57/538 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.031 Epoch 50 Batch 58/538 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.020 Epoch 50 Batch 59/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.029 Epoch 50 Batch 60/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.028 Epoch 50 Batch 61/538 - Train Accuracy: 0.967, Validation Accuracy: 0.968, Loss: 0.021 Epoch 50 Batch 62/538 - Train Accuracy: 0.963, Validation Accuracy: 0.968, Loss: 0.029 Epoch 50 Batch 63/538 - Train Accuracy: 0.970, Validation Accuracy: 0.971, Loss: 0.026 Epoch 50 Batch 64/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.023 Epoch 50 Batch 65/538 - Train Accuracy: 0.957, Validation Accuracy: 0.968, Loss: 0.030 Epoch 50 Batch 66/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.018 Epoch 50 Batch 67/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.024 Epoch 50 Batch 68/538 - Train Accuracy: 0.962, Validation Accuracy: 0.968, Loss: 0.028 Epoch 50 Batch 69/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.024 Epoch 50 Batch 70/538 - Train Accuracy: 0.966, Validation Accuracy: 0.968, Loss: 0.018 Epoch 50 Batch 71/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.033 Epoch 50 Batch 72/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.041 Epoch 50 Batch 73/538 - Train Accuracy: 0.965, Validation Accuracy: 0.966, Loss: 0.024 Epoch 50 Batch 74/538 - Train Accuracy: 0.978, Validation Accuracy: 0.965, Loss: 0.024 Epoch 50 Batch 75/538 - Train Accuracy: 0.968, Validation Accuracy: 0.965, Loss: 0.025 Epoch 50 Batch 76/538 - Train Accuracy: 0.968, Validation Accuracy: 0.965, Loss: 0.024 Epoch 50 Batch 77/538 - Train Accuracy: 0.960, Validation Accuracy: 0.965, Loss: 0.021 Epoch 50 Batch 78/538 - Train Accuracy: 0.967, Validation Accuracy: 0.968, Loss: 0.026 Epoch 50 Batch 79/538 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.022 Epoch 50 Batch 80/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.027 Epoch 50 Batch 81/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.028 Epoch 50 Batch 82/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.026 Epoch 50 Batch 83/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.028 Epoch 50 Batch 84/538 - Train Accuracy: 0.962, Validation Accuracy: 0.967, Loss: 0.030 Epoch 50 Batch 85/538 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.024 Epoch 50 Batch 86/538 - Train Accuracy: 0.976, Validation Accuracy: 0.964, Loss: 0.019 Epoch 50 Batch 87/538 - Train Accuracy: 0.947, Validation Accuracy: 0.962, Loss: 0.024 Epoch 50 Batch 88/538 - Train Accuracy: 0.978, Validation Accuracy: 0.963, Loss: 0.025 Epoch 50 Batch 89/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.023 Epoch 50 Batch 90/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.033 Epoch 50 Batch 91/538 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.026 Epoch 50 Batch 92/538 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.026 Epoch 50 Batch 93/538 - Train Accuracy: 0.968, Validation Accuracy: 0.965, Loss: 0.024 Epoch 50 Batch 94/538 - Train Accuracy: 0.961, Validation Accuracy: 0.966, Loss: 0.021 Epoch 50 Batch 95/538 - Train Accuracy: 0.978, Validation Accuracy: 0.966, Loss: 0.020 Epoch 50 Batch 96/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.021 Epoch 50 Batch 97/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.019 Epoch 50 Batch 98/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.029 Epoch 50 Batch 99/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.023 Epoch 50 Batch 100/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.021 Epoch 50 Batch 101/538 - Train Accuracy: 0.964, Validation Accuracy: 0.970, Loss: 0.040 Epoch 50 Batch 102/538 - Train Accuracy: 0.968, Validation Accuracy: 0.970, Loss: 0.030 Epoch 50 Batch 103/538 - Train Accuracy: 0.967, Validation Accuracy: 0.975, Loss: 0.023 Epoch 50 Batch 104/538 - Train Accuracy: 0.970, Validation Accuracy: 0.976, Loss: 0.022 Epoch 50 Batch 105/538 - Train Accuracy: 0.967, Validation Accuracy: 0.972, Loss: 0.021 Epoch 50 Batch 106/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.023 Epoch 50 Batch 107/538 - Train Accuracy: 0.965, Validation Accuracy: 0.972, Loss: 0.032 Epoch 50 Batch 108/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.022 Epoch 50 Batch 109/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.026 Epoch 50 Batch 110/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.028 Epoch 50 Batch 111/538 - Train Accuracy: 0.967, Validation Accuracy: 0.968, Loss: 0.024 Epoch 50 Batch 112/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.027 Epoch 50 Batch 113/538 - Train Accuracy: 0.961, Validation Accuracy: 0.968, Loss: 0.027 Epoch 50 Batch 114/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.024 Epoch 50 Batch 115/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.028 Epoch 50 Batch 116/538 - Train Accuracy: 0.959, Validation Accuracy: 0.964, Loss: 0.031 Epoch 50 Batch 117/538 - Train Accuracy: 0.977, Validation Accuracy: 0.964, Loss: 0.025 Epoch 50 Batch 118/538 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.027 Epoch 50 Batch 119/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.020 Epoch 50 Batch 120/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.022 Epoch 50 Batch 121/538 - Train Accuracy: 0.971, Validation Accuracy: 0.974, Loss: 0.026 Epoch 50 Batch 122/538 - Train Accuracy: 0.964, Validation Accuracy: 0.972, Loss: 0.025 Epoch 50 Batch 123/538 - Train Accuracy: 0.967, Validation Accuracy: 0.971, Loss: 0.026 Epoch 50 Batch 124/538 - Train Accuracy: 0.960, Validation Accuracy: 0.973, Loss: 0.028 Epoch 50 Batch 125/538 - Train Accuracy: 0.967, Validation Accuracy: 0.973, Loss: 0.032 Epoch 50 Batch 126/538 - Train Accuracy: 0.966, Validation Accuracy: 0.973, Loss: 0.029 Epoch 50 Batch 127/538 - Train Accuracy: 0.967, Validation Accuracy: 0.972, Loss: 0.027 Epoch 50 Batch 128/538 - Train Accuracy: 0.967, Validation Accuracy: 0.970, Loss: 0.025 Epoch 50 Batch 129/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.020 Epoch 50 Batch 130/538 - Train Accuracy: 0.966, Validation Accuracy: 0.970, Loss: 0.023 Epoch 50 Batch 131/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.025 Epoch 50 Batch 132/538 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.022 Epoch 50 Batch 133/538 - Train Accuracy: 0.961, Validation Accuracy: 0.966, Loss: 0.025 Epoch 50 Batch 134/538 - Train Accuracy: 0.963, Validation Accuracy: 0.968, Loss: 0.036 Epoch 50 Batch 135/538 - Train Accuracy: 0.964, Validation Accuracy: 0.968, Loss: 0.040 Epoch 50 Batch 136/538 - Train Accuracy: 0.963, Validation Accuracy: 0.968, Loss: 0.026 Epoch 50 Batch 137/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.030 Epoch 50 Batch 138/538 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.026 Epoch 50 Batch 139/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.022 Epoch 50 Batch 140/538 - Train Accuracy: 0.958, Validation Accuracy: 0.965, Loss: 0.037 Epoch 50 Batch 141/538 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.029 Epoch 50 Batch 142/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.027 Epoch 50 Batch 143/538 - Train Accuracy: 0.960, Validation Accuracy: 0.968, Loss: 0.036 Epoch 50 Batch 144/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.036 Epoch 50 Batch 145/538 - Train Accuracy: 0.962, Validation Accuracy: 0.970, Loss: 0.034 Epoch 50 Batch 146/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.021 Epoch 50 Batch 147/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.029 Epoch 50 Batch 148/538 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.031 Epoch 50 Batch 149/538 - Train Accuracy: 0.978, Validation Accuracy: 0.967, Loss: 0.024 Epoch 50 Batch 150/538 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.025 Epoch 50 Batch 151/538 - Train Accuracy: 0.959, Validation Accuracy: 0.969, Loss: 0.025 Epoch 50 Batch 152/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.030 Epoch 50 Batch 153/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.024 Epoch 50 Batch 154/538 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.019 Epoch 50 Batch 155/538 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.030 Epoch 50 Batch 156/538 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.026 Epoch 50 Batch 157/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.021 Epoch 50 Batch 158/538 - Train Accuracy: 0.974, Validation Accuracy: 0.963, Loss: 0.025 Epoch 50 Batch 159/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.028 Epoch 50 Batch 160/538 - Train Accuracy: 0.962, Validation Accuracy: 0.965, Loss: 0.023 Epoch 50 Batch 161/538 - Train Accuracy: 0.967, Validation Accuracy: 0.965, Loss: 0.024 Epoch 50 Batch 162/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.024 Epoch 50 Batch 163/538 - Train Accuracy: 0.961, Validation Accuracy: 0.965, Loss: 0.032 Epoch 50 Batch 164/538 - Train Accuracy: 0.963, Validation Accuracy: 0.965, Loss: 0.030 Epoch 50 Batch 165/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.021 Epoch 50 Batch 166/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.020 Epoch 50 Batch 167/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.045 Epoch 50 Batch 168/538 - Train Accuracy: 0.965, Validation Accuracy: 0.967, Loss: 0.036 Epoch 50 Batch 169/538 - Train Accuracy: 0.982, Validation Accuracy: 0.969, Loss: 0.023 Epoch 50 Batch 170/538 - Train Accuracy: 0.965, Validation Accuracy: 0.967, Loss: 0.025 Epoch 50 Batch 171/538 - Train Accuracy: 0.958, Validation Accuracy: 0.967, Loss: 0.031 Epoch 50 Batch 172/538 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.022 Epoch 50 Batch 173/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.020 Epoch 50 Batch 174/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.022 Epoch 50 Batch 175/538 - Train Accuracy: 0.975, Validation Accuracy: 0.965, Loss: 0.021 Epoch 50 Batch 176/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.027 Epoch 50 Batch 177/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.027 Epoch 50 Batch 178/538 - Train Accuracy: 0.965, Validation Accuracy: 0.965, Loss: 0.022 Epoch 50 Batch 179/538 - Train Accuracy: 0.976, Validation Accuracy: 0.965, Loss: 0.025 Epoch 50 Batch 180/538 - Train Accuracy: 0.967, Validation Accuracy: 0.965, Loss: 0.029 Epoch 50 Batch 181/538 - Train Accuracy: 0.958, Validation Accuracy: 0.966, Loss: 0.030 Epoch 50 Batch 182/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.024 Epoch 50 Batch 183/538 - Train Accuracy: 0.977, Validation Accuracy: 0.964, Loss: 0.023 Epoch 50 Batch 184/538 - Train Accuracy: 0.976, Validation Accuracy: 0.964, Loss: 0.020 Epoch 50 Batch 185/538 - Train Accuracy: 0.970, Validation Accuracy: 0.964, Loss: 0.017 Epoch 50 Batch 186/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.023 Epoch 50 Batch 187/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.024 Epoch 50 Batch 188/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.021 Epoch 50 Batch 189/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.027 Epoch 50 Batch 190/538 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.032 Epoch 50 Batch 191/538 - Train Accuracy: 0.976, Validation Accuracy: 0.960, Loss: 0.024 Epoch 50 Batch 192/538 - Train Accuracy: 0.975, Validation Accuracy: 0.958, Loss: 0.020 Epoch 50 Batch 193/538 - Train Accuracy: 0.969, Validation Accuracy: 0.960, Loss: 0.023 Epoch 50 Batch 194/538 - Train Accuracy: 0.964, Validation Accuracy: 0.965, Loss: 0.031 Epoch 50 Batch 195/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.030 Epoch 50 Batch 196/538 - Train Accuracy: 0.964, Validation Accuracy: 0.959, Loss: 0.023 Epoch 50 Batch 197/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.022 Epoch 50 Batch 198/538 - Train Accuracy: 0.970, Validation Accuracy: 0.959, Loss: 0.025 Epoch 50 Batch 199/538 - Train Accuracy: 0.966, Validation Accuracy: 0.959, Loss: 0.030 Epoch 50 Batch 200/538 - Train Accuracy: 0.973, Validation Accuracy: 0.959, Loss: 0.021 Epoch 50 Batch 201/538 - Train Accuracy: 0.959, Validation Accuracy: 0.961, Loss: 0.035 Epoch 50 Batch 202/538 - Train Accuracy: 0.972, Validation Accuracy: 0.961, Loss: 0.029 Epoch 50 Batch 203/538 - Train Accuracy: 0.963, Validation Accuracy: 0.959, Loss: 0.034 Epoch 50 Batch 204/538 - Train Accuracy: 0.964, Validation Accuracy: 0.959, Loss: 0.034 Epoch 50 Batch 205/538 - Train Accuracy: 0.969, Validation Accuracy: 0.959, Loss: 0.027 Epoch 50 Batch 206/538 - Train Accuracy: 0.966, Validation Accuracy: 0.961, Loss: 0.026 Epoch 50 Batch 207/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.035 Epoch 50 Batch 208/538 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.031 Epoch 50 Batch 209/538 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.022 Epoch 50 Batch 210/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.025 Epoch 50 Batch 211/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.024 Epoch 50 Batch 212/538 - Train Accuracy: 0.967, Validation Accuracy: 0.968, Loss: 0.025 Epoch 50 Batch 213/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.022 Epoch 50 Batch 214/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.017 Epoch 50 Batch 215/538 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.022 Epoch 50 Batch 216/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.023 Epoch 50 Batch 217/538 - Train Accuracy: 0.968, Validation Accuracy: 0.962, Loss: 0.029 Epoch 50 Batch 218/538 - Train Accuracy: 0.962, Validation Accuracy: 0.962, Loss: 0.021 Epoch 50 Batch 219/538 - Train Accuracy: 0.969, Validation Accuracy: 0.962, Loss: 0.026 Epoch 50 Batch 220/538 - Train Accuracy: 0.953, Validation Accuracy: 0.962, Loss: 0.025 Epoch 50 Batch 221/538 - Train Accuracy: 0.977, Validation Accuracy: 0.961, Loss: 0.019 Epoch 50 Batch 222/538 - Train Accuracy: 0.972, Validation Accuracy: 0.961, Loss: 0.020 Epoch 50 Batch 223/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.027 Epoch 50 Batch 224/538 - Train Accuracy: 0.959, Validation Accuracy: 0.961, Loss: 0.030 Epoch 50 Batch 225/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.024 Epoch 50 Batch 226/538 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.028 Epoch 50 Batch 227/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.028 Epoch 50 Batch 228/538 - Train Accuracy: 0.960, Validation Accuracy: 0.961, Loss: 0.027 Epoch 50 Batch 229/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.032 Epoch 50 Batch 230/538 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.018 Epoch 50 Batch 231/538 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.026 Epoch 50 Batch 232/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.028 Epoch 50 Batch 233/538 - Train Accuracy: 0.970, Validation Accuracy: 0.960, Loss: 0.029 Epoch 50 Batch 234/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.026 Epoch 50 Batch 235/538 - Train Accuracy: 0.970, Validation Accuracy: 0.960, Loss: 0.026 Epoch 50 Batch 236/538 - Train Accuracy: 0.963, Validation Accuracy: 0.958, Loss: 0.020 Epoch 50 Batch 237/538 - Train Accuracy: 0.955, Validation Accuracy: 0.958, Loss: 0.022 Epoch 50 Batch 238/538 - Train Accuracy: 0.976, Validation Accuracy: 0.962, Loss: 0.024 Epoch 50 Batch 239/538 - Train Accuracy: 0.967, Validation Accuracy: 0.962, Loss: 0.028 Epoch 50 Batch 240/538 - Train Accuracy: 0.968, Validation Accuracy: 0.962, Loss: 0.027 Epoch 50 Batch 241/538 - Train Accuracy: 0.957, Validation Accuracy: 0.962, Loss: 0.032 Epoch 50 Batch 242/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.029 Epoch 50 Batch 243/538 - Train Accuracy: 0.971, Validation Accuracy: 0.960, Loss: 0.026 Epoch 50 Batch 244/538 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.024 Epoch 50 Batch 245/538 - Train Accuracy: 0.961, Validation Accuracy: 0.960, Loss: 0.031 Epoch 50 Batch 246/538 - Train Accuracy: 0.974, Validation Accuracy: 0.960, Loss: 0.024 Epoch 50 Batch 247/538 - Train Accuracy: 0.962, Validation Accuracy: 0.962, Loss: 0.028 Epoch 50 Batch 248/538 - Train Accuracy: 0.962, Validation Accuracy: 0.963, Loss: 0.028 Epoch 50 Batch 249/538 - Train Accuracy: 0.970, Validation Accuracy: 0.960, Loss: 0.026 Epoch 50 Batch 250/538 - Train Accuracy: 0.973, Validation Accuracy: 0.958, Loss: 0.028 Epoch 50 Batch 251/538 - Train Accuracy: 0.969, Validation Accuracy: 0.960, Loss: 0.021 Epoch 50 Batch 252/538 - Train Accuracy: 0.965, Validation Accuracy: 0.960, Loss: 0.029 Epoch 50 Batch 253/538 - Train Accuracy: 0.962, Validation Accuracy: 0.960, Loss: 0.023 Epoch 50 Batch 254/538 - Train Accuracy: 0.959, Validation Accuracy: 0.961, Loss: 0.033 Epoch 50 Batch 255/538 - Train Accuracy: 0.976, Validation Accuracy: 0.961, Loss: 0.022 Epoch 50 Batch 256/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.023 Epoch 50 Batch 257/538 - Train Accuracy: 0.978, Validation Accuracy: 0.963, Loss: 0.026 Epoch 50 Batch 258/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.024 Epoch 50 Batch 259/538 - Train Accuracy: 0.976, Validation Accuracy: 0.963, Loss: 0.022 Epoch 50 Batch 260/538 - Train Accuracy: 0.960, Validation Accuracy: 0.965, Loss: 0.028 Epoch 50 Batch 261/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.030 Epoch 50 Batch 262/538 - Train Accuracy: 0.967, Validation Accuracy: 0.967, Loss: 0.031 Epoch 50 Batch 263/538 - Train Accuracy: 0.964, Validation Accuracy: 0.966, Loss: 0.026 Epoch 50 Batch 264/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.025 Epoch 50 Batch 265/538 - Train Accuracy: 0.946, Validation Accuracy: 0.966, Loss: 0.029 Epoch 50 Batch 266/538 - Train Accuracy: 0.963, Validation Accuracy: 0.961, Loss: 0.028 Epoch 50 Batch 267/538 - Train Accuracy: 0.961, Validation Accuracy: 0.961, Loss: 0.030 Epoch 50 Batch 268/538 - Train Accuracy: 0.964, Validation Accuracy: 0.961, Loss: 0.026 Epoch 50 Batch 269/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.026 Epoch 50 Batch 270/538 - Train Accuracy: 0.960, Validation Accuracy: 0.964, Loss: 0.024 Epoch 50 Batch 271/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.020 Epoch 50 Batch 272/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.028 Epoch 50 Batch 273/538 - Train Accuracy: 0.968, Validation Accuracy: 0.971, Loss: 0.029 Epoch 50 Batch 274/538 - Train Accuracy: 0.950, Validation Accuracy: 0.972, Loss: 0.032 Epoch 50 Batch 275/538 - Train Accuracy: 0.964, Validation Accuracy: 0.972, Loss: 0.030 Epoch 50 Batch 276/538 - Train Accuracy: 0.966, Validation Accuracy: 0.972, Loss: 0.035 Epoch 50 Batch 277/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.018 Epoch 50 Batch 278/538 - Train Accuracy: 0.968, Validation Accuracy: 0.971, Loss: 0.025 Epoch 50 Batch 279/538 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.024 Epoch 50 Batch 280/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.021 Epoch 50 Batch 281/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.024 Epoch 50 Batch 282/538 - Train Accuracy: 0.964, Validation Accuracy: 0.968, Loss: 0.029 Epoch 50 Batch 283/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.026 Epoch 50 Batch 284/538 - Train Accuracy: 0.952, Validation Accuracy: 0.970, Loss: 0.031 Epoch 50 Batch 285/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.020 Epoch 50 Batch 286/538 - Train Accuracy: 0.952, Validation Accuracy: 0.966, Loss: 0.027 Epoch 50 Batch 287/538 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.022 Epoch 50 Batch 288/538 - Train Accuracy: 0.960, Validation Accuracy: 0.966, Loss: 0.029 Epoch 50 Batch 289/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.020 Epoch 50 Batch 290/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.020 Epoch 50 Batch 291/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.026 Epoch 50 Batch 292/538 - Train Accuracy: 0.979, Validation Accuracy: 0.963, Loss: 0.022 Epoch 50 Batch 293/538 - Train Accuracy: 0.961, Validation Accuracy: 0.966, Loss: 0.020 Epoch 50 Batch 294/538 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.023 Epoch 50 Batch 295/538 - Train Accuracy: 0.982, Validation Accuracy: 0.959, Loss: 0.020 Epoch 50 Batch 296/538 - Train Accuracy: 0.966, Validation Accuracy: 0.961, Loss: 0.035 Epoch 50 Batch 297/538 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.028 Epoch 50 Batch 298/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.026 Epoch 50 Batch 299/538 - Train Accuracy: 0.964, Validation Accuracy: 0.969, Loss: 0.032 Epoch 50 Batch 300/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.023 Epoch 50 Batch 301/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.026 Epoch 50 Batch 302/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.028 Epoch 50 Batch 303/538 - Train Accuracy: 0.976, Validation Accuracy: 0.965, Loss: 0.027 Epoch 50 Batch 304/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.034 Epoch 50 Batch 305/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.022 Epoch 50 Batch 306/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.030 Epoch 50 Batch 307/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.023 Epoch 50 Batch 308/538 - Train Accuracy: 0.979, Validation Accuracy: 0.964, Loss: 0.025 Epoch 50 Batch 309/538 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.022 Epoch 50 Batch 310/538 - Train Accuracy: 0.973, Validation Accuracy: 0.962, Loss: 0.028 Epoch 50 Batch 311/538 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.030 Epoch 50 Batch 312/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.026 Epoch 50 Batch 313/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.026 Epoch 50 Batch 314/538 - Train Accuracy: 0.973, Validation Accuracy: 0.963, Loss: 0.026 Epoch 50 Batch 315/538 - Train Accuracy: 0.979, Validation Accuracy: 0.963, Loss: 0.021 Epoch 50 Batch 316/538 - Train Accuracy: 0.971, Validation Accuracy: 0.961, Loss: 0.019 Epoch 50 Batch 317/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.025 Epoch 50 Batch 318/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.023 Epoch 50 Batch 319/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.027 Epoch 50 Batch 320/538 - Train Accuracy: 0.966, Validation Accuracy: 0.962, Loss: 0.027 Epoch 50 Batch 321/538 - Train Accuracy: 0.969, Validation Accuracy: 0.960, Loss: 0.024 Epoch 50 Batch 322/538 - Train Accuracy: 0.978, Validation Accuracy: 0.960, Loss: 0.022 Epoch 50 Batch 323/538 - Train Accuracy: 0.973, Validation Accuracy: 0.959, Loss: 0.025 Epoch 50 Batch 324/538 - Train Accuracy: 0.970, Validation Accuracy: 0.959, Loss: 0.029 Epoch 50 Batch 325/538 - Train Accuracy: 0.974, Validation Accuracy: 0.960, Loss: 0.023 Epoch 50 Batch 326/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.024 Epoch 50 Batch 327/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.025 Epoch 50 Batch 328/538 - Train Accuracy: 0.976, Validation Accuracy: 0.959, Loss: 0.020 Epoch 50 Batch 329/538 - Train Accuracy: 0.977, Validation Accuracy: 0.961, Loss: 0.023 Epoch 50 Batch 330/538 - Train Accuracy: 0.969, Validation Accuracy: 0.962, Loss: 0.023 Epoch 50 Batch 331/538 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.022 Epoch 50 Batch 332/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.029 Epoch 50 Batch 333/538 - Train Accuracy: 0.967, Validation Accuracy: 0.967, Loss: 0.023 Epoch 50 Batch 334/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.025 Epoch 50 Batch 335/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.025 Epoch 50 Batch 336/538 - Train Accuracy: 0.965, Validation Accuracy: 0.964, Loss: 0.020 Epoch 50 Batch 337/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.020 Epoch 50 Batch 338/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.024 Epoch 50 Batch 339/538 - Train Accuracy: 0.968, Validation Accuracy: 0.962, Loss: 0.029 Epoch 50 Batch 340/538 - Train Accuracy: 0.960, Validation Accuracy: 0.962, Loss: 0.024 Epoch 50 Batch 341/538 - Train Accuracy: 0.960, Validation Accuracy: 0.963, Loss: 0.023 Epoch 50 Batch 342/538 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.026 Epoch 50 Batch 343/538 - Train Accuracy: 0.974, Validation Accuracy: 0.963, Loss: 0.022 Epoch 50 Batch 344/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.021 Epoch 50 Batch 345/538 - Train Accuracy: 0.972, Validation Accuracy: 0.957, Loss: 0.022 Epoch 50 Batch 346/538 - Train Accuracy: 0.972, Validation Accuracy: 0.957, Loss: 0.028 Epoch 50 Batch 347/538 - Train Accuracy: 0.976, Validation Accuracy: 0.957, Loss: 0.028 Epoch 50 Batch 348/538 - Train Accuracy: 0.965, Validation Accuracy: 0.957, Loss: 0.025 Epoch 50 Batch 349/538 - Train Accuracy: 0.969, Validation Accuracy: 0.959, Loss: 0.022 Epoch 50 Batch 350/538 - Train Accuracy: 0.967, Validation Accuracy: 0.959, Loss: 0.032 Epoch 50 Batch 351/538 - Train Accuracy: 0.963, Validation Accuracy: 0.959, Loss: 0.029 Epoch 50 Batch 352/538 - Train Accuracy: 0.971, Validation Accuracy: 0.959, Loss: 0.041 Epoch 50 Batch 353/538 - Train Accuracy: 0.974, Validation Accuracy: 0.961, Loss: 0.024 Epoch 50 Batch 354/538 - Train Accuracy: 0.971, Validation Accuracy: 0.959, Loss: 0.025 Epoch 50 Batch 355/538 - Train Accuracy: 0.973, Validation Accuracy: 0.959, Loss: 0.025 Epoch 50 Batch 356/538 - Train Accuracy: 0.971, Validation Accuracy: 0.961, Loss: 0.022 Epoch 50 Batch 357/538 - Train Accuracy: 0.974, Validation Accuracy: 0.959, Loss: 0.025 Epoch 50 Batch 358/538 - Train Accuracy: 0.970, Validation Accuracy: 0.959, Loss: 0.023 Epoch 50 Batch 359/538 - Train Accuracy: 0.967, Validation Accuracy: 0.960, Loss: 0.024 Epoch 50 Batch 360/538 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.024 Epoch 50 Batch 361/538 - Train Accuracy: 0.971, Validation Accuracy: 0.960, Loss: 0.025 Epoch 50 Batch 362/538 - Train Accuracy: 0.973, Validation Accuracy: 0.960, Loss: 0.024 Epoch 50 Batch 363/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.023 Epoch 50 Batch 364/538 - Train Accuracy: 0.968, Validation Accuracy: 0.958, Loss: 0.036 Epoch 50 Batch 365/538 - Train Accuracy: 0.973, Validation Accuracy: 0.962, Loss: 0.025 Epoch 50 Batch 366/538 - Train Accuracy: 0.977, Validation Accuracy: 0.959, Loss: 0.025 Epoch 50 Batch 367/538 - Train Accuracy: 0.977, Validation Accuracy: 0.962, Loss: 0.020 Epoch 50 Batch 368/538 - Train Accuracy: 0.971, Validation Accuracy: 0.957, Loss: 0.025 Epoch 50 Batch 369/538 - Train Accuracy: 0.977, Validation Accuracy: 0.957, Loss: 0.024 Epoch 50 Batch 370/538 - Train Accuracy: 0.961, Validation Accuracy: 0.963, Loss: 0.024 Epoch 50 Batch 371/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.026 Epoch 50 Batch 372/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.027 Epoch 50 Batch 373/538 - Train Accuracy: 0.963, Validation Accuracy: 0.969, Loss: 0.019 Epoch 50 Batch 374/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.021 Epoch 50 Batch 375/538 - Train Accuracy: 0.971, Validation Accuracy: 0.974, Loss: 0.026 Epoch 50 Batch 376/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.021 Epoch 50 Batch 377/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.026 Epoch 50 Batch 378/538 - Train Accuracy: 0.965, Validation Accuracy: 0.971, Loss: 0.025 Epoch 50 Batch 379/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.024 Epoch 50 Batch 380/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.019 Epoch 50 Batch 381/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.023 Epoch 50 Batch 382/538 - Train Accuracy: 0.956, Validation Accuracy: 0.970, Loss: 0.032 Epoch 50 Batch 383/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.019 Epoch 50 Batch 384/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.021 Epoch 50 Batch 385/538 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.021 Epoch 50 Batch 386/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.024 Epoch 50 Batch 387/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.022 Epoch 50 Batch 388/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.025 Epoch 50 Batch 389/538 - Train Accuracy: 0.963, Validation Accuracy: 0.968, Loss: 0.030 Epoch 50 Batch 390/538 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.019 Epoch 50 Batch 391/538 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.028 Epoch 50 Batch 392/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.021 Epoch 50 Batch 393/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.024 Epoch 50 Batch 394/538 - Train Accuracy: 0.963, Validation Accuracy: 0.965, Loss: 0.030 Epoch 50 Batch 395/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.029 Epoch 50 Batch 396/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.021 Epoch 50 Batch 397/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.028 Epoch 50 Batch 398/538 - Train Accuracy: 0.961, Validation Accuracy: 0.972, Loss: 0.020 Epoch 50 Batch 399/538 - Train Accuracy: 0.970, Validation Accuracy: 0.973, Loss: 0.025 Epoch 50 Batch 400/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.024 Epoch 50 Batch 401/538 - Train Accuracy: 0.985, Validation Accuracy: 0.976, Loss: 0.021 Epoch 50 Batch 402/538 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.021 Epoch 50 Batch 403/538 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.029 Epoch 50 Batch 404/538 - Train Accuracy: 0.963, Validation Accuracy: 0.972, Loss: 0.030 Epoch 50 Batch 405/538 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.019 Epoch 50 Batch 406/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.025 Epoch 50 Batch 407/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.023 Epoch 50 Batch 408/538 - Train Accuracy: 0.958, Validation Accuracy: 0.969, Loss: 0.030 Epoch 50 Batch 409/538 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.026 Epoch 50 Batch 410/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.022 Epoch 50 Batch 411/538 - Train Accuracy: 0.967, Validation Accuracy: 0.967, Loss: 0.029 Epoch 50 Batch 412/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.019 Epoch 50 Batch 413/538 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.020 Epoch 50 Batch 414/538 - Train Accuracy: 0.963, Validation Accuracy: 0.967, Loss: 0.034 Epoch 50 Batch 415/538 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.025 Epoch 50 Batch 416/538 - Train Accuracy: 0.980, Validation Accuracy: 0.968, Loss: 0.028 Epoch 50 Batch 417/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.022 Epoch 50 Batch 418/538 - Train Accuracy: 0.963, Validation Accuracy: 0.967, Loss: 0.028 Epoch 50 Batch 419/538 - Train Accuracy: 0.970, Validation Accuracy: 0.964, Loss: 0.029 Epoch 50 Batch 420/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.030 Epoch 50 Batch 421/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.015 Epoch 50 Batch 422/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.025 Epoch 50 Batch 423/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.023 Epoch 50 Batch 424/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.024 Epoch 50 Batch 425/538 - Train Accuracy: 0.955, Validation Accuracy: 0.967, Loss: 0.034 Epoch 50 Batch 426/538 - Train Accuracy: 0.966, Validation Accuracy: 0.965, Loss: 0.029 Epoch 50 Batch 427/538 - Train Accuracy: 0.961, Validation Accuracy: 0.967, Loss: 0.027 Epoch 50 Batch 428/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.022 Epoch 50 Batch 429/538 - Train Accuracy: 0.984, Validation Accuracy: 0.967, Loss: 0.022 Epoch 50 Batch 430/538 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.023 Epoch 50 Batch 431/538 - Train Accuracy: 0.960, Validation Accuracy: 0.967, Loss: 0.024 Epoch 50 Batch 432/538 - Train Accuracy: 0.955, Validation Accuracy: 0.966, Loss: 0.031 Epoch 50 Batch 433/538 - Train Accuracy: 0.960, Validation Accuracy: 0.968, Loss: 0.050 Epoch 50 Batch 434/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.023 Epoch 50 Batch 435/538 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.025 Epoch 50 Batch 436/538 - Train Accuracy: 0.952, Validation Accuracy: 0.968, Loss: 0.028 Epoch 50 Batch 437/538 - Train Accuracy: 0.979, Validation Accuracy: 0.966, Loss: 0.026 Epoch 50 Batch 438/538 - Train Accuracy: 0.967, Validation Accuracy: 0.965, Loss: 0.024 Epoch 50 Batch 439/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.028 Epoch 50 Batch 440/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.023 Epoch 50 Batch 441/538 - Train Accuracy: 0.958, Validation Accuracy: 0.966, Loss: 0.031 Epoch 50 Batch 442/538 - Train Accuracy: 0.961, Validation Accuracy: 0.970, Loss: 0.020 Epoch 50 Batch 443/538 - Train Accuracy: 0.960, Validation Accuracy: 0.972, Loss: 0.026 Epoch 50 Batch 444/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.019 Epoch 50 Batch 445/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.020 Epoch 50 Batch 446/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.022 Epoch 50 Batch 447/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.028 Epoch 50 Batch 448/538 - Train Accuracy: 0.977, Validation Accuracy: 0.963, Loss: 0.018 Epoch 50 Batch 449/538 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.031 Epoch 50 Batch 450/538 - Train Accuracy: 0.959, Validation Accuracy: 0.966, Loss: 0.034 Epoch 50 Batch 451/538 - Train Accuracy: 0.963, Validation Accuracy: 0.966, Loss: 0.022 Epoch 50 Batch 452/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.023 Epoch 50 Batch 453/538 - Train Accuracy: 0.960, Validation Accuracy: 0.963, Loss: 0.023 Epoch 50 Batch 454/538 - Train Accuracy: 0.967, Validation Accuracy: 0.961, Loss: 0.030 Epoch 50 Batch 455/538 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.023 Epoch 50 Batch 456/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.049 Epoch 50 Batch 457/538 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.025 Epoch 50 Batch 458/538 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.024 Epoch 50 Batch 459/538 - Train Accuracy: 0.980, Validation Accuracy: 0.962, Loss: 0.022 Epoch 50 Batch 460/538 - Train Accuracy: 0.967, Validation Accuracy: 0.962, Loss: 0.026 Epoch 50 Batch 461/538 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.025 Epoch 50 Batch 462/538 - Train Accuracy: 0.966, Validation Accuracy: 0.965, Loss: 0.022 Epoch 50 Batch 463/538 - Train Accuracy: 0.965, Validation Accuracy: 0.965, Loss: 0.027 Epoch 50 Batch 464/538 - Train Accuracy: 0.984, Validation Accuracy: 0.963, Loss: 0.020 Epoch 50 Batch 465/538 - Train Accuracy: 0.967, Validation Accuracy: 0.965, Loss: 0.021 Epoch 50 Batch 466/538 - Train Accuracy: 0.963, Validation Accuracy: 0.965, Loss: 0.024 Epoch 50 Batch 467/538 - Train Accuracy: 0.977, Validation Accuracy: 0.964, Loss: 0.026 Epoch 50 Batch 468/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.036 Epoch 50 Batch 469/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.024 Epoch 50 Batch 470/538 - Train Accuracy: 0.964, Validation Accuracy: 0.966, Loss: 0.025 Epoch 50 Batch 471/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.020 Epoch 50 Batch 472/538 - Train Accuracy: 0.986, Validation Accuracy: 0.965, Loss: 0.020 Epoch 50 Batch 473/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.020 Epoch 50 Batch 474/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.021 Epoch 50 Batch 475/538 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.020 Epoch 50 Batch 476/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.023 Epoch 50 Batch 477/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.030 Epoch 50 Batch 478/538 - Train Accuracy: 0.983, Validation Accuracy: 0.966, Loss: 0.020 Epoch 50 Batch 479/538 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.028 Epoch 50 Batch 480/538 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.026 Epoch 50 Batch 481/538 - Train Accuracy: 0.982, Validation Accuracy: 0.960, Loss: 0.022 Epoch 50 Batch 482/538 - Train Accuracy: 0.956, Validation Accuracy: 0.958, Loss: 0.025 Epoch 50 Batch 483/538 - Train Accuracy: 0.961, Validation Accuracy: 0.961, Loss: 0.027 Epoch 50 Batch 484/538 - Train Accuracy: 0.962, Validation Accuracy: 0.961, Loss: 0.038 Epoch 50 Batch 485/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.035 Epoch 50 Batch 486/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.020 Epoch 50 Batch 487/538 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.019 Epoch 50 Batch 488/538 - Train Accuracy: 0.979, Validation Accuracy: 0.966, Loss: 0.022 Epoch 50 Batch 489/538 - Train Accuracy: 0.964, Validation Accuracy: 0.966, Loss: 0.027 Epoch 50 Batch 490/538 - Train Accuracy: 0.965, Validation Accuracy: 0.969, Loss: 0.025 Epoch 50 Batch 491/538 - Train Accuracy: 0.963, Validation Accuracy: 0.966, Loss: 0.025 Epoch 50 Batch 492/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.021 Epoch 50 Batch 493/538 - Train Accuracy: 0.965, Validation Accuracy: 0.966, Loss: 0.025 Epoch 50 Batch 494/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.029 Epoch 50 Batch 495/538 - Train Accuracy: 0.979, Validation Accuracy: 0.964, Loss: 0.023 Epoch 50 Batch 496/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.019 Epoch 50 Batch 497/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.023 Epoch 50 Batch 498/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.020 Epoch 50 Batch 499/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.027 Epoch 50 Batch 500/538 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.019 Epoch 50 Batch 501/538 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.028 Epoch 50 Batch 502/538 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.022 Epoch 50 Batch 503/538 - Train Accuracy: 0.977, Validation Accuracy: 0.964, Loss: 0.026 Epoch 50 Batch 504/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.023 Epoch 50 Batch 505/538 - Train Accuracy: 0.965, Validation Accuracy: 0.969, Loss: 0.019 Epoch 50 Batch 506/538 - Train Accuracy: 0.967, Validation Accuracy: 0.970, Loss: 0.021 Epoch 50 Batch 507/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.025 Epoch 50 Batch 508/538 - Train Accuracy: 0.963, Validation Accuracy: 0.965, Loss: 0.023 Epoch 50 Batch 509/538 - Train Accuracy: 0.975, Validation Accuracy: 0.965, Loss: 0.026 Epoch 50 Batch 510/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.021 Epoch 50 Batch 511/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.030 Epoch 50 Batch 512/538 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.023 Epoch 50 Batch 513/538 - Train Accuracy: 0.961, Validation Accuracy: 0.968, Loss: 0.023 Epoch 50 Batch 514/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.021 Epoch 50 Batch 515/538 - Train Accuracy: 0.962, Validation Accuracy: 0.968, Loss: 0.033 Epoch 50 Batch 516/538 - Train Accuracy: 0.966, Validation Accuracy: 0.965, Loss: 0.021 Epoch 50 Batch 517/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.025 Epoch 50 Batch 518/538 - Train Accuracy: 0.963, Validation Accuracy: 0.969, Loss: 0.029 Epoch 50 Batch 519/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.024 Epoch 50 Batch 520/538 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.030 Epoch 50 Batch 521/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.029 Epoch 50 Batch 522/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.022 Epoch 50 Batch 523/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.026 Epoch 50 Batch 524/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.023 Epoch 50 Batch 525/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.028 Epoch 50 Batch 526/538 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.026 Epoch 50 Batch 527/538 - Train Accuracy: 0.975, Validation Accuracy: 0.961, Loss: 0.026 Epoch 50 Batch 528/538 - Train Accuracy: 0.978, Validation Accuracy: 0.961, Loss: 0.025 Epoch 50 Batch 529/538 - Train Accuracy: 0.962, Validation Accuracy: 0.963, Loss: 0.026 Epoch 50 Batch 530/538 - Train Accuracy: 0.974, Validation Accuracy: 0.961, Loss: 0.025 Epoch 50 Batch 531/538 - Train Accuracy: 0.971, Validation Accuracy: 0.959, Loss: 0.029 Epoch 50 Batch 532/538 - Train Accuracy: 0.955, Validation Accuracy: 0.959, Loss: 0.017 Epoch 50 Batch 533/538 - Train Accuracy: 0.964, Validation Accuracy: 0.959, Loss: 0.026 Epoch 50 Batch 534/538 - Train Accuracy: 0.971, Validation Accuracy: 0.959, Loss: 0.019 Epoch 50 Batch 535/538 - Train Accuracy: 0.977, Validation Accuracy: 0.961, Loss: 0.021 Epoch 50 Batch 536/538 - Train Accuracy: 0.973, Validation Accuracy: 0.963, Loss: 0.028 Epoch 51 Batch 0/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.024 Epoch 51 Batch 1/538 - Train Accuracy: 0.965, Validation Accuracy: 0.960, Loss: 0.028 Epoch 51 Batch 2/538 - Train Accuracy: 0.974, Validation Accuracy: 0.958, Loss: 0.031 Epoch 51 Batch 3/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.022 Epoch 51 Batch 4/538 - Train Accuracy: 0.977, Validation Accuracy: 0.961, Loss: 0.020 Epoch 51 Batch 5/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.029 Epoch 51 Batch 6/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.025 Epoch 51 Batch 7/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.024 Epoch 51 Batch 8/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.027 Epoch 51 Batch 9/538 - Train Accuracy: 0.963, Validation Accuracy: 0.968, Loss: 0.026 Epoch 51 Batch 10/538 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.022 Epoch 51 Batch 11/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.024 Epoch 51 Batch 12/538 - Train Accuracy: 0.967, Validation Accuracy: 0.961, Loss: 0.024 Epoch 51 Batch 13/538 - Train Accuracy: 0.971, Validation Accuracy: 0.961, Loss: 0.026 Epoch 51 Batch 14/538 - Train Accuracy: 0.963, Validation Accuracy: 0.961, Loss: 0.024 Epoch 51 Batch 15/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.026 Epoch 51 Batch 16/538 - Train Accuracy: 0.970, Validation Accuracy: 0.964, Loss: 0.023 Epoch 51 Batch 17/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.025 Epoch 51 Batch 18/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.031 Epoch 51 Batch 19/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.027 Epoch 51 Batch 20/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.031 Epoch 51 Batch 21/538 - Train Accuracy: 0.982, Validation Accuracy: 0.966, Loss: 0.016 Epoch 51 Batch 22/538 - Train Accuracy: 0.963, Validation Accuracy: 0.968, Loss: 0.026 Epoch 51 Batch 23/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.032 Epoch 51 Batch 24/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.024 Epoch 51 Batch 25/538 - Train Accuracy: 0.962, Validation Accuracy: 0.968, Loss: 0.027 Epoch 51 Batch 26/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.028 Epoch 51 Batch 27/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.021 Epoch 51 Batch 28/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.022 Epoch 51 Batch 29/538 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.026 Epoch 51 Batch 30/538 - Train Accuracy: 0.958, Validation Accuracy: 0.966, Loss: 0.029 Epoch 51 Batch 31/538 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.023 Epoch 51 Batch 32/538 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.017 Epoch 51 Batch 33/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.027 Epoch 51 Batch 34/538 - Train Accuracy: 0.957, Validation Accuracy: 0.963, Loss: 0.030 Epoch 51 Batch 35/538 - Train Accuracy: 0.973, Validation Accuracy: 0.963, Loss: 0.019 Epoch 51 Batch 36/538 - Train Accuracy: 0.968, Validation Accuracy: 0.965, Loss: 0.025 Epoch 51 Batch 37/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.027 Epoch 51 Batch 38/538 - Train Accuracy: 0.952, Validation Accuracy: 0.956, Loss: 0.025 Epoch 51 Batch 39/538 - Train Accuracy: 0.976, Validation Accuracy: 0.955, Loss: 0.027 Epoch 51 Batch 40/538 - Train Accuracy: 0.968, Validation Accuracy: 0.955, Loss: 0.018 Epoch 51 Batch 41/538 - Train Accuracy: 0.972, Validation Accuracy: 0.957, Loss: 0.020 Epoch 51 Batch 42/538 - Train Accuracy: 0.961, Validation Accuracy: 0.962, Loss: 0.023 Epoch 51 Batch 43/538 - Train Accuracy: 0.960, Validation Accuracy: 0.963, Loss: 0.027 Epoch 51 Batch 44/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.020 Epoch 51 Batch 45/538 - Train Accuracy: 0.971, Validation Accuracy: 0.961, Loss: 0.024 Epoch 51 Batch 46/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.022 Epoch 51 Batch 47/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.030 Epoch 51 Batch 48/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.027 Epoch 51 Batch 49/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.022 Epoch 51 Batch 50/538 - Train Accuracy: 0.974, Validation Accuracy: 0.962, Loss: 0.018 Epoch 51 Batch 51/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.027 Epoch 51 Batch 52/538 - Train Accuracy: 0.971, Validation Accuracy: 0.960, Loss: 0.024 Epoch 51 Batch 53/538 - Train Accuracy: 0.953, Validation Accuracy: 0.962, Loss: 0.030 Epoch 51 Batch 54/538 - Train Accuracy: 0.973, Validation Accuracy: 0.963, Loss: 0.024 Epoch 51 Batch 55/538 - Train Accuracy: 0.974, Validation Accuracy: 0.960, Loss: 0.022 Epoch 51 Batch 56/538 - Train Accuracy: 0.967, Validation Accuracy: 0.961, Loss: 0.026 Epoch 51 Batch 57/538 - Train Accuracy: 0.954, Validation Accuracy: 0.961, Loss: 0.028 Epoch 51 Batch 58/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.021 Epoch 51 Batch 59/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.023 Epoch 51 Batch 60/538 - Train Accuracy: 0.974, Validation Accuracy: 0.963, Loss: 0.027 Epoch 51 Batch 61/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.024 Epoch 51 Batch 62/538 - Train Accuracy: 0.959, Validation Accuracy: 0.963, Loss: 0.032 Epoch 51 Batch 63/538 - Train Accuracy: 0.969, Validation Accuracy: 0.962, Loss: 0.023 Epoch 51 Batch 64/538 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.023 Epoch 51 Batch 65/538 - Train Accuracy: 0.960, Validation Accuracy: 0.960, Loss: 0.025 Epoch 51 Batch 66/538 - Train Accuracy: 0.979, Validation Accuracy: 0.961, Loss: 0.020 Epoch 51 Batch 67/538 - Train Accuracy: 0.978, Validation Accuracy: 0.961, Loss: 0.025 Epoch 51 Batch 68/538 - Train Accuracy: 0.963, Validation Accuracy: 0.961, Loss: 0.019 Epoch 51 Batch 69/538 - Train Accuracy: 0.975, Validation Accuracy: 0.959, Loss: 0.018 Epoch 51 Batch 70/538 - Train Accuracy: 0.961, Validation Accuracy: 0.959, Loss: 0.022 Epoch 51 Batch 71/538 - Train Accuracy: 0.976, Validation Accuracy: 0.961, Loss: 0.031 Epoch 51 Batch 72/538 - Train Accuracy: 0.971, Validation Accuracy: 0.961, Loss: 0.046 Epoch 51 Batch 73/538 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.025 Epoch 51 Batch 74/538 - Train Accuracy: 0.975, Validation Accuracy: 0.961, Loss: 0.021 Epoch 51 Batch 75/538 - Train Accuracy: 0.970, Validation Accuracy: 0.964, Loss: 0.026 Epoch 51 Batch 76/538 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.031 Epoch 51 Batch 77/538 - Train Accuracy: 0.961, Validation Accuracy: 0.964, Loss: 0.021 Epoch 51 Batch 78/538 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.031 Epoch 51 Batch 79/538 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.023 Epoch 51 Batch 80/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.023 Epoch 51 Batch 81/538 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.022 Epoch 51 Batch 82/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.026 Epoch 51 Batch 83/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.023 Epoch 51 Batch 84/538 - Train Accuracy: 0.957, Validation Accuracy: 0.966, Loss: 0.031 Epoch 51 Batch 85/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.027 Epoch 51 Batch 86/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.019 Epoch 51 Batch 87/538 - Train Accuracy: 0.959, Validation Accuracy: 0.966, Loss: 0.025 Epoch 51 Batch 88/538 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.025 Epoch 51 Batch 89/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.022 Epoch 51 Batch 90/538 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.027 Epoch 51 Batch 91/538 - Train Accuracy: 0.965, Validation Accuracy: 0.966, Loss: 0.029 Epoch 51 Batch 92/538 - Train Accuracy: 0.974, Validation Accuracy: 0.961, Loss: 0.029 Epoch 51 Batch 93/538 - Train Accuracy: 0.971, Validation Accuracy: 0.961, Loss: 0.021 Epoch 51 Batch 94/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.024 Epoch 51 Batch 95/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.023 Epoch 51 Batch 96/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.023 Epoch 51 Batch 97/538 - Train Accuracy: 0.970, Validation Accuracy: 0.964, Loss: 0.021 Epoch 51 Batch 98/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.027 Epoch 51 Batch 99/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.022 Epoch 51 Batch 100/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.023 Epoch 51 Batch 101/538 - Train Accuracy: 0.961, Validation Accuracy: 0.966, Loss: 0.027 Epoch 51 Batch 102/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.027 Epoch 51 Batch 103/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.025 Epoch 51 Batch 104/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.022 Epoch 51 Batch 105/538 - Train Accuracy: 0.967, Validation Accuracy: 0.967, Loss: 0.021 Epoch 51 Batch 106/538 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.017 Epoch 51 Batch 107/538 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.024 Epoch 51 Batch 108/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.026 Epoch 51 Batch 109/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.021 Epoch 51 Batch 110/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.026 Epoch 51 Batch 111/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.024 Epoch 51 Batch 112/538 - Train Accuracy: 0.967, Validation Accuracy: 0.968, Loss: 0.031 Epoch 51 Batch 113/538 - Train Accuracy: 0.960, Validation Accuracy: 0.968, Loss: 0.032 Epoch 51 Batch 114/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.022 Epoch 51 Batch 115/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.025 Epoch 51 Batch 116/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.033 Epoch 51 Batch 117/538 - Train Accuracy: 0.967, Validation Accuracy: 0.968, Loss: 0.026 Epoch 51 Batch 118/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.017 Epoch 51 Batch 119/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.021 Epoch 51 Batch 120/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.017 Epoch 51 Batch 121/538 - Train Accuracy: 0.965, Validation Accuracy: 0.966, Loss: 0.024 Epoch 51 Batch 122/538 - Train Accuracy: 0.962, Validation Accuracy: 0.968, Loss: 0.024 Epoch 51 Batch 123/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.020 Epoch 51 Batch 124/538 - Train Accuracy: 0.958, Validation Accuracy: 0.969, Loss: 0.026 Epoch 51 Batch 125/538 - Train Accuracy: 0.965, Validation Accuracy: 0.969, Loss: 0.033 Epoch 51 Batch 126/538 - Train Accuracy: 0.964, Validation Accuracy: 0.966, Loss: 0.027 Epoch 51 Batch 127/538 - Train Accuracy: 0.959, Validation Accuracy: 0.966, Loss: 0.042 Epoch 51 Batch 128/538 - Train Accuracy: 0.965, Validation Accuracy: 0.966, Loss: 0.027 Epoch 51 Batch 129/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.022 Epoch 51 Batch 130/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.024 Epoch 51 Batch 131/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.023 Epoch 51 Batch 132/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.023 Epoch 51 Batch 133/538 - Train Accuracy: 0.961, Validation Accuracy: 0.964, Loss: 0.022 Epoch 51 Batch 134/538 - Train Accuracy: 0.961, Validation Accuracy: 0.964, Loss: 0.031 Epoch 51 Batch 135/538 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.038 Epoch 51 Batch 136/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.024 Epoch 51 Batch 137/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.028 Epoch 51 Batch 138/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.028 Epoch 51 Batch 139/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.033 Epoch 51 Batch 140/538 - Train Accuracy: 0.960, Validation Accuracy: 0.966, Loss: 0.032 Epoch 51 Batch 141/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.028 Epoch 51 Batch 142/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.021 Epoch 51 Batch 143/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.034 Epoch 51 Batch 144/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.032 Epoch 51 Batch 145/538 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.030 Epoch 51 Batch 146/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.026 Epoch 51 Batch 147/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.025 Epoch 51 Batch 148/538 - Train Accuracy: 0.958, Validation Accuracy: 0.968, Loss: 0.031 Epoch 51 Batch 149/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.024 Epoch 51 Batch 150/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.022 Epoch 51 Batch 151/538 - Train Accuracy: 0.957, Validation Accuracy: 0.971, Loss: 0.030 Epoch 51 Batch 152/538 - Train Accuracy: 0.966, Validation Accuracy: 0.971, Loss: 0.027 Epoch 51 Batch 153/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.024 Epoch 51 Batch 154/538 - Train Accuracy: 0.969, Validation Accuracy: 0.971, Loss: 0.023 Epoch 51 Batch 155/538 - Train Accuracy: 0.965, Validation Accuracy: 0.971, Loss: 0.028 Epoch 51 Batch 156/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.024 Epoch 51 Batch 157/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.022 Epoch 51 Batch 158/538 - Train Accuracy: 0.981, Validation Accuracy: 0.968, Loss: 0.025 Epoch 51 Batch 159/538 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.024 Epoch 51 Batch 160/538 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.018 Epoch 51 Batch 161/538 - Train Accuracy: 0.962, Validation Accuracy: 0.967, Loss: 0.027 Epoch 51 Batch 162/538 - Train Accuracy: 0.978, Validation Accuracy: 0.967, Loss: 0.027 Epoch 51 Batch 163/538 - Train Accuracy: 0.959, Validation Accuracy: 0.968, Loss: 0.029 Epoch 51 Batch 164/538 - Train Accuracy: 0.966, Validation Accuracy: 0.968, Loss: 0.024 Epoch 51 Batch 165/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.022 Epoch 51 Batch 166/538 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.027 Epoch 51 Batch 167/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.043 Epoch 51 Batch 168/538 - Train Accuracy: 0.965, Validation Accuracy: 0.967, Loss: 0.030 Epoch 51 Batch 169/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.021 Epoch 51 Batch 170/538 - Train Accuracy: 0.967, Validation Accuracy: 0.965, Loss: 0.024 Epoch 51 Batch 171/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.032 Epoch 51 Batch 172/538 - Train Accuracy: 0.977, Validation Accuracy: 0.963, Loss: 0.024 Epoch 51 Batch 173/538 - Train Accuracy: 0.976, Validation Accuracy: 0.963, Loss: 0.020 Epoch 51 Batch 174/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.021 Epoch 51 Batch 175/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.023 Epoch 51 Batch 176/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.029 Epoch 51 Batch 177/538 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.020 Epoch 51 Batch 178/538 - Train Accuracy: 0.967, Validation Accuracy: 0.964, Loss: 0.028 Epoch 51 Batch 179/538 - Train Accuracy: 0.978, Validation Accuracy: 0.965, Loss: 0.023 Epoch 51 Batch 180/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.024 Epoch 51 Batch 181/538 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.036 Epoch 51 Batch 182/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.023 Epoch 51 Batch 183/538 - Train Accuracy: 0.976, Validation Accuracy: 0.963, Loss: 0.021 Epoch 51 Batch 184/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.021 Epoch 51 Batch 185/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.018 Epoch 51 Batch 186/538 - Train Accuracy: 0.974, Validation Accuracy: 0.962, Loss: 0.021 Epoch 51 Batch 187/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.024 Epoch 51 Batch 188/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.025 Epoch 51 Batch 189/538 - Train Accuracy: 0.975, Validation Accuracy: 0.965, Loss: 0.025 Epoch 51 Batch 190/538 - Train Accuracy: 0.964, Validation Accuracy: 0.962, Loss: 0.026 Epoch 51 Batch 191/538 - Train Accuracy: 0.980, Validation Accuracy: 0.962, Loss: 0.019 Epoch 51 Batch 192/538 - Train Accuracy: 0.975, Validation Accuracy: 0.962, Loss: 0.026 Epoch 51 Batch 193/538 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.023 Epoch 51 Batch 194/538 - Train Accuracy: 0.961, Validation Accuracy: 0.960, Loss: 0.034 Epoch 51 Batch 195/538 - Train Accuracy: 0.970, Validation Accuracy: 0.960, Loss: 0.035 Epoch 51 Batch 196/538 - Train Accuracy: 0.962, Validation Accuracy: 0.960, Loss: 0.024 Epoch 51 Batch 197/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.023 Epoch 51 Batch 198/538 - Train Accuracy: 0.965, Validation Accuracy: 0.962, Loss: 0.026 Epoch 51 Batch 199/538 - Train Accuracy: 0.966, Validation Accuracy: 0.962, Loss: 0.023 Epoch 51 Batch 200/538 - Train Accuracy: 0.973, Validation Accuracy: 0.962, Loss: 0.019 Epoch 51 Batch 201/538 - Train Accuracy: 0.965, Validation Accuracy: 0.964, Loss: 0.032 Epoch 51 Batch 202/538 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.023 Epoch 51 Batch 203/538 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.028 Epoch 51 Batch 204/538 - Train Accuracy: 0.961, Validation Accuracy: 0.960, Loss: 0.034 Epoch 51 Batch 205/538 - Train Accuracy: 0.965, Validation Accuracy: 0.960, Loss: 0.024 Epoch 51 Batch 206/538 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.024 Epoch 51 Batch 207/538 - Train Accuracy: 0.968, Validation Accuracy: 0.958, Loss: 0.034 Epoch 51 Batch 208/538 - Train Accuracy: 0.967, Validation Accuracy: 0.958, Loss: 0.026 Epoch 51 Batch 209/538 - Train Accuracy: 0.973, Validation Accuracy: 0.960, Loss: 0.018 Epoch 51 Batch 210/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.027 Epoch 51 Batch 211/538 - Train Accuracy: 0.973, Validation Accuracy: 0.962, Loss: 0.022 Epoch 51 Batch 212/538 - Train Accuracy: 0.974, Validation Accuracy: 0.962, Loss: 0.022 Epoch 51 Batch 213/538 - Train Accuracy: 0.966, Validation Accuracy: 0.962, Loss: 0.024 Epoch 51 Batch 214/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.021 Epoch 51 Batch 215/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.024 Epoch 51 Batch 216/538 - Train Accuracy: 0.957, Validation Accuracy: 0.964, Loss: 0.029 Epoch 51 Batch 217/538 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.027 Epoch 51 Batch 218/538 - Train Accuracy: 0.970, Validation Accuracy: 0.964, Loss: 0.019 Epoch 51 Batch 219/538 - Train Accuracy: 0.960, Validation Accuracy: 0.969, Loss: 0.027 Epoch 51 Batch 220/538 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.028 Epoch 51 Batch 221/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.026 Epoch 51 Batch 222/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.021 Epoch 51 Batch 223/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.028 Epoch 51 Batch 224/538 - Train Accuracy: 0.964, Validation Accuracy: 0.967, Loss: 0.026 Epoch 51 Batch 225/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.023 Epoch 51 Batch 226/538 - Train Accuracy: 0.962, Validation Accuracy: 0.968, Loss: 0.028 Epoch 51 Batch 227/538 - Train Accuracy: 0.961, Validation Accuracy: 0.964, Loss: 0.025 Epoch 51 Batch 228/538 - Train Accuracy: 0.961, Validation Accuracy: 0.963, Loss: 0.029 Epoch 51 Batch 229/538 - Train Accuracy: 0.968, Validation Accuracy: 0.959, Loss: 0.032 Epoch 51 Batch 230/538 - Train Accuracy: 0.959, Validation Accuracy: 0.961, Loss: 0.028 Epoch 51 Batch 231/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.025 Epoch 51 Batch 232/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.023 Epoch 51 Batch 233/538 - Train Accuracy: 0.973, Validation Accuracy: 0.963, Loss: 0.026 Epoch 51 Batch 234/538 - Train Accuracy: 0.974, Validation Accuracy: 0.963, Loss: 0.026 Epoch 51 Batch 235/538 - Train Accuracy: 0.965, Validation Accuracy: 0.956, Loss: 0.021 Epoch 51 Batch 236/538 - Train Accuracy: 0.969, Validation Accuracy: 0.959, Loss: 0.026 Epoch 51 Batch 237/538 - Train Accuracy: 0.971, Validation Accuracy: 0.960, Loss: 0.019 Epoch 51 Batch 238/538 - Train Accuracy: 0.973, Validation Accuracy: 0.959, Loss: 0.023 Epoch 51 Batch 239/538 - Train Accuracy: 0.967, Validation Accuracy: 0.960, Loss: 0.028 Epoch 51 Batch 240/538 - Train Accuracy: 0.971, Validation Accuracy: 0.961, Loss: 0.026 Epoch 51 Batch 241/538 - Train Accuracy: 0.955, Validation Accuracy: 0.963, Loss: 0.031 Epoch 51 Batch 242/538 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.026 Epoch 51 Batch 243/538 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.022 Epoch 51 Batch 244/538 - Train Accuracy: 0.964, Validation Accuracy: 0.961, Loss: 0.021 Epoch 51 Batch 245/538 - Train Accuracy: 0.958, Validation Accuracy: 0.965, Loss: 0.029 Epoch 51 Batch 246/538 - Train Accuracy: 0.963, Validation Accuracy: 0.965, Loss: 0.023 Epoch 51 Batch 247/538 - Train Accuracy: 0.950, Validation Accuracy: 0.968, Loss: 0.028 Epoch 51 Batch 248/538 - Train Accuracy: 0.957, Validation Accuracy: 0.967, Loss: 0.026 Epoch 51 Batch 249/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.022 Epoch 51 Batch 250/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.021 Epoch 51 Batch 251/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.018 Epoch 51 Batch 252/538 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.020 Epoch 51 Batch 253/538 - Train Accuracy: 0.979, Validation Accuracy: 0.966, Loss: 0.021 Epoch 51 Batch 254/538 - Train Accuracy: 0.956, Validation Accuracy: 0.964, Loss: 0.030 Epoch 51 Batch 255/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.028 Epoch 51 Batch 256/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.030 Epoch 51 Batch 257/538 - Train Accuracy: 0.977, Validation Accuracy: 0.960, Loss: 0.025 Epoch 51 Batch 258/538 - Train Accuracy: 0.975, Validation Accuracy: 0.960, Loss: 0.030 Epoch 51 Batch 259/538 - Train Accuracy: 0.979, Validation Accuracy: 0.964, Loss: 0.020 Epoch 51 Batch 260/538 - Train Accuracy: 0.957, Validation Accuracy: 0.963, Loss: 0.027 Epoch 51 Batch 261/538 - Train Accuracy: 0.963, Validation Accuracy: 0.961, Loss: 0.023 Epoch 51 Batch 262/538 - Train Accuracy: 0.974, Validation Accuracy: 0.961, Loss: 0.026 Epoch 51 Batch 263/538 - Train Accuracy: 0.964, Validation Accuracy: 0.961, Loss: 0.023 Epoch 51 Batch 264/538 - Train Accuracy: 0.970, Validation Accuracy: 0.958, Loss: 0.027 Epoch 51 Batch 265/538 - Train Accuracy: 0.961, Validation Accuracy: 0.957, Loss: 0.034 Epoch 51 Batch 266/538 - Train Accuracy: 0.965, Validation Accuracy: 0.959, Loss: 0.026 Epoch 51 Batch 267/538 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.022 Epoch 51 Batch 268/538 - Train Accuracy: 0.968, Validation Accuracy: 0.960, Loss: 0.022 Epoch 51 Batch 269/538 - Train Accuracy: 0.968, Validation Accuracy: 0.960, Loss: 0.024 Epoch 51 Batch 270/538 - Train Accuracy: 0.969, Validation Accuracy: 0.955, Loss: 0.023 Epoch 51 Batch 271/538 - Train Accuracy: 0.968, Validation Accuracy: 0.957, Loss: 0.022 Epoch 51 Batch 272/538 - Train Accuracy: 0.970, Validation Accuracy: 0.959, Loss: 0.024 Epoch 51 Batch 273/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.028 Epoch 51 Batch 274/538 - Train Accuracy: 0.961, Validation Accuracy: 0.968, Loss: 0.022 Epoch 51 Batch 275/538 - Train Accuracy: 0.963, Validation Accuracy: 0.963, Loss: 0.036 Epoch 51 Batch 276/538 - Train Accuracy: 0.969, Validation Accuracy: 0.959, Loss: 0.032 Epoch 51 Batch 277/538 - Train Accuracy: 0.978, Validation Accuracy: 0.961, Loss: 0.019 Epoch 51 Batch 278/538 - Train Accuracy: 0.971, Validation Accuracy: 0.961, Loss: 0.022 Epoch 51 Batch 279/538 - Train Accuracy: 0.959, Validation Accuracy: 0.963, Loss: 0.029 Epoch 51 Batch 280/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.021 Epoch 51 Batch 281/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.027 Epoch 51 Batch 282/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.028 Epoch 51 Batch 283/538 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.026 Epoch 51 Batch 284/538 - Train Accuracy: 0.961, Validation Accuracy: 0.962, Loss: 0.029 Epoch 51 Batch 285/538 - Train Accuracy: 0.969, Validation Accuracy: 0.959, Loss: 0.024 Epoch 51 Batch 286/538 - Train Accuracy: 0.958, Validation Accuracy: 0.962, Loss: 0.027 Epoch 51 Batch 287/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.021 Epoch 51 Batch 288/538 - Train Accuracy: 0.955, Validation Accuracy: 0.969, Loss: 0.022 Epoch 51 Batch 289/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.020 Epoch 51 Batch 290/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.020 Epoch 51 Batch 291/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.031 Epoch 51 Batch 292/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.018 Epoch 51 Batch 293/538 - Train Accuracy: 0.958, Validation Accuracy: 0.970, Loss: 0.023 Epoch 51 Batch 294/538 - Train Accuracy: 0.965, Validation Accuracy: 0.972, Loss: 0.018 Epoch 51 Batch 295/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.018 Epoch 51 Batch 296/538 - Train Accuracy: 0.957, Validation Accuracy: 0.970, Loss: 0.035 Epoch 51 Batch 297/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.025 Epoch 51 Batch 298/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.019 Epoch 51 Batch 299/538 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.038 Epoch 51 Batch 300/538 - Train Accuracy: 0.964, Validation Accuracy: 0.967, Loss: 0.022 Epoch 51 Batch 301/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.026 Epoch 51 Batch 302/538 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.023 Epoch 51 Batch 303/538 - Train Accuracy: 0.979, Validation Accuracy: 0.964, Loss: 0.026 Epoch 51 Batch 304/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.029 Epoch 51 Batch 305/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.023 Epoch 51 Batch 306/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.023 Epoch 51 Batch 307/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.024 Epoch 51 Batch 308/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.023 Epoch 51 Batch 309/538 - Train Accuracy: 0.967, Validation Accuracy: 0.967, Loss: 0.023 Epoch 51 Batch 310/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.032 Epoch 51 Batch 311/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.027 Epoch 51 Batch 312/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.023 Epoch 51 Batch 313/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.025 Epoch 51 Batch 314/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.024 Epoch 51 Batch 315/538 - Train Accuracy: 0.978, Validation Accuracy: 0.964, Loss: 0.019 Epoch 51 Batch 316/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.024 Epoch 51 Batch 317/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.024 Epoch 51 Batch 318/538 - Train Accuracy: 0.966, Validation Accuracy: 0.965, Loss: 0.023 Epoch 51 Batch 319/538 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.027 Epoch 51 Batch 320/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.023 Epoch 51 Batch 321/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.017 Epoch 51 Batch 322/538 - Train Accuracy: 0.978, Validation Accuracy: 0.967, Loss: 0.026 Epoch 51 Batch 323/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.021 Epoch 51 Batch 324/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.022 Epoch 51 Batch 325/538 - Train Accuracy: 0.982, Validation Accuracy: 0.969, Loss: 0.022 Epoch 51 Batch 326/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.025 Epoch 51 Batch 327/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.025 Epoch 51 Batch 328/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.019 Epoch 51 Batch 329/538 - Train Accuracy: 0.980, Validation Accuracy: 0.967, Loss: 0.023 Epoch 51 Batch 330/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.021 Epoch 51 Batch 331/538 - Train Accuracy: 0.976, Validation Accuracy: 0.963, Loss: 0.024 Epoch 51 Batch 332/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.029 Epoch 51 Batch 333/538 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.021 Epoch 51 Batch 334/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.018 Epoch 51 Batch 335/538 - Train Accuracy: 0.974, Validation Accuracy: 0.961, Loss: 0.019 Epoch 51 Batch 336/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.023 Epoch 51 Batch 337/538 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.025 Epoch 51 Batch 338/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.024 Epoch 51 Batch 339/538 - Train Accuracy: 0.963, Validation Accuracy: 0.963, Loss: 0.021 Epoch 51 Batch 340/538 - Train Accuracy: 0.971, Validation Accuracy: 0.961, Loss: 0.025 Epoch 51 Batch 341/538 - Train Accuracy: 0.958, Validation Accuracy: 0.959, Loss: 0.023 Epoch 51 Batch 342/538 - Train Accuracy: 0.970, Validation Accuracy: 0.959, Loss: 0.027 Epoch 51 Batch 343/538 - Train Accuracy: 0.979, Validation Accuracy: 0.959, Loss: 0.024 Epoch 51 Batch 344/538 - Train Accuracy: 0.975, Validation Accuracy: 0.962, Loss: 0.020 Epoch 51 Batch 345/538 - Train Accuracy: 0.974, Validation Accuracy: 0.962, Loss: 0.023 Epoch 51 Batch 346/538 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.025 Epoch 51 Batch 347/538 - Train Accuracy: 0.975, Validation Accuracy: 0.962, Loss: 0.023 Epoch 51 Batch 348/538 - Train Accuracy: 0.964, Validation Accuracy: 0.960, Loss: 0.024 Epoch 51 Batch 349/538 - Train Accuracy: 0.976, Validation Accuracy: 0.961, Loss: 0.017 Epoch 51 Batch 350/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.028 Epoch 51 Batch 351/538 - Train Accuracy: 0.963, Validation Accuracy: 0.960, Loss: 0.033 Epoch 51 Batch 352/538 - Train Accuracy: 0.957, Validation Accuracy: 0.960, Loss: 0.041 Epoch 51 Batch 353/538 - Train Accuracy: 0.976, Validation Accuracy: 0.961, Loss: 0.026 Epoch 51 Batch 354/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.022 Epoch 51 Batch 355/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.022 Epoch 51 Batch 356/538 - Train Accuracy: 0.977, Validation Accuracy: 0.962, Loss: 0.021 Epoch 51 Batch 357/538 - Train Accuracy: 0.968, Validation Accuracy: 0.962, Loss: 0.027 Epoch 51 Batch 358/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.022 Epoch 51 Batch 359/538 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.025 Epoch 51 Batch 360/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.025 Epoch 51 Batch 361/538 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.024 Epoch 51 Batch 362/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.019 Epoch 51 Batch 363/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.025 Epoch 51 Batch 364/538 - Train Accuracy: 0.964, Validation Accuracy: 0.969, Loss: 0.034 Epoch 51 Batch 365/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.025 Epoch 51 Batch 366/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.027 Epoch 51 Batch 367/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.023 Epoch 51 Batch 368/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.024 Epoch 51 Batch 369/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.022 Epoch 51 Batch 370/538 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.030 Epoch 51 Batch 371/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.020 Epoch 51 Batch 372/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.032 Epoch 51 Batch 373/538 - Train Accuracy: 0.967, Validation Accuracy: 0.970, Loss: 0.019 Epoch 51 Batch 374/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.020 Epoch 51 Batch 375/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.022 Epoch 51 Batch 376/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.027 Epoch 51 Batch 377/538 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.026 Epoch 51 Batch 378/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.021 Epoch 51 Batch 379/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.025 Epoch 51 Batch 380/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.020 Epoch 51 Batch 381/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.023 Epoch 51 Batch 382/538 - Train Accuracy: 0.956, Validation Accuracy: 0.964, Loss: 0.026 Epoch 51 Batch 383/538 - Train Accuracy: 0.970, Validation Accuracy: 0.964, Loss: 0.021 Epoch 51 Batch 384/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.022 Epoch 51 Batch 385/538 - Train Accuracy: 0.970, Validation Accuracy: 0.964, Loss: 0.022 Epoch 51 Batch 386/538 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.024 Epoch 51 Batch 387/538 - Train Accuracy: 0.979, Validation Accuracy: 0.967, Loss: 0.021 Epoch 51 Batch 388/538 - Train Accuracy: 0.965, Validation Accuracy: 0.967, Loss: 0.022 Epoch 51 Batch 389/538 - Train Accuracy: 0.964, Validation Accuracy: 0.969, Loss: 0.030 Epoch 51 Batch 390/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.018 Epoch 51 Batch 391/538 - Train Accuracy: 0.968, Validation Accuracy: 0.965, Loss: 0.021 Epoch 51 Batch 392/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.022 Epoch 51 Batch 393/538 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.025 Epoch 51 Batch 394/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.028 Epoch 51 Batch 395/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.025 Epoch 51 Batch 396/538 - Train Accuracy: 0.963, Validation Accuracy: 0.963, Loss: 0.021 Epoch 51 Batch 397/538 - Train Accuracy: 0.976, Validation Accuracy: 0.963, Loss: 0.026 Epoch 51 Batch 398/538 - Train Accuracy: 0.967, Validation Accuracy: 0.962, Loss: 0.026 Epoch 51 Batch 399/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.025 Epoch 51 Batch 400/538 - Train Accuracy: 0.978, Validation Accuracy: 0.963, Loss: 0.025 Epoch 51 Batch 401/538 - Train Accuracy: 0.979, Validation Accuracy: 0.962, Loss: 0.025 Epoch 51 Batch 402/538 - Train Accuracy: 0.980, Validation Accuracy: 0.964, Loss: 0.023 Epoch 51 Batch 403/538 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.030 Epoch 51 Batch 404/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.029 Epoch 51 Batch 405/538 - Train Accuracy: 0.964, Validation Accuracy: 0.970, Loss: 0.023 Epoch 51 Batch 406/538 - Train Accuracy: 0.966, Validation Accuracy: 0.970, Loss: 0.024 Epoch 51 Batch 407/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.027 Epoch 51 Batch 408/538 - Train Accuracy: 0.956, Validation Accuracy: 0.975, Loss: 0.028 Epoch 51 Batch 409/538 - Train Accuracy: 0.970, Validation Accuracy: 0.973, Loss: 0.020 Epoch 51 Batch 410/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.022 Epoch 51 Batch 411/538 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.028 Epoch 51 Batch 412/538 - Train Accuracy: 0.978, Validation Accuracy: 0.967, Loss: 0.021 Epoch 51 Batch 413/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.021 Epoch 51 Batch 414/538 - Train Accuracy: 0.955, Validation Accuracy: 0.965, Loss: 0.037 Epoch 51 Batch 415/538 - Train Accuracy: 0.963, Validation Accuracy: 0.965, Loss: 0.025 Epoch 51 Batch 416/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.025 Epoch 51 Batch 417/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.024 Epoch 51 Batch 418/538 - Train Accuracy: 0.960, Validation Accuracy: 0.963, Loss: 0.025 Epoch 51 Batch 419/538 - Train Accuracy: 0.965, Validation Accuracy: 0.962, Loss: 0.027 Epoch 51 Batch 420/538 - Train Accuracy: 0.972, Validation Accuracy: 0.962, Loss: 0.026 Epoch 51 Batch 421/538 - Train Accuracy: 0.961, Validation Accuracy: 0.959, Loss: 0.021 Epoch 51 Batch 422/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.024 Epoch 51 Batch 423/538 - Train Accuracy: 0.979, Validation Accuracy: 0.961, Loss: 0.026 Epoch 51 Batch 424/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.035 Epoch 51 Batch 425/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.040 Epoch 51 Batch 426/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.025 Epoch 51 Batch 427/538 - Train Accuracy: 0.958, Validation Accuracy: 0.967, Loss: 0.027 Epoch 51 Batch 428/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.025 Epoch 51 Batch 429/538 - Train Accuracy: 0.982, Validation Accuracy: 0.963, Loss: 0.022 Epoch 51 Batch 430/538 - Train Accuracy: 0.959, Validation Accuracy: 0.963, Loss: 0.023 Epoch 51 Batch 431/538 - Train Accuracy: 0.963, Validation Accuracy: 0.966, Loss: 0.022 Epoch 51 Batch 432/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.026 Epoch 51 Batch 433/538 - Train Accuracy: 0.953, Validation Accuracy: 0.963, Loss: 0.046 Epoch 51 Batch 434/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.020 Epoch 51 Batch 435/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.021 Epoch 51 Batch 436/538 - Train Accuracy: 0.962, Validation Accuracy: 0.964, Loss: 0.027 Epoch 51 Batch 437/538 - Train Accuracy: 0.980, Validation Accuracy: 0.961, Loss: 0.023 Epoch 51 Batch 438/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.019 Epoch 51 Batch 439/538 - Train Accuracy: 0.978, Validation Accuracy: 0.959, Loss: 0.023 Epoch 51 Batch 440/538 - Train Accuracy: 0.973, Validation Accuracy: 0.956, Loss: 0.028 Epoch 51 Batch 441/538 - Train Accuracy: 0.963, Validation Accuracy: 0.958, Loss: 0.033 Epoch 51 Batch 442/538 - Train Accuracy: 0.964, Validation Accuracy: 0.958, Loss: 0.021 Epoch 51 Batch 443/538 - Train Accuracy: 0.956, Validation Accuracy: 0.958, Loss: 0.024 Epoch 51 Batch 444/538 - Train Accuracy: 0.969, Validation Accuracy: 0.956, Loss: 0.021 Epoch 51 Batch 445/538 - Train Accuracy: 0.963, Validation Accuracy: 0.956, Loss: 0.021 Epoch 51 Batch 446/538 - Train Accuracy: 0.962, Validation Accuracy: 0.956, Loss: 0.028 Epoch 51 Batch 447/538 - Train Accuracy: 0.966, Validation Accuracy: 0.959, Loss: 0.023 Epoch 51 Batch 448/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.020 Epoch 51 Batch 449/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.028 Epoch 51 Batch 450/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.033 Epoch 51 Batch 451/538 - Train Accuracy: 0.963, Validation Accuracy: 0.968, Loss: 0.023 Epoch 51 Batch 452/538 - Train Accuracy: 0.979, Validation Accuracy: 0.966, Loss: 0.026 Epoch 51 Batch 453/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.030 Epoch 51 Batch 454/538 - Train Accuracy: 0.966, Validation Accuracy: 0.965, Loss: 0.029 Epoch 51 Batch 455/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.024 Epoch 51 Batch 456/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.056 Epoch 51 Batch 457/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.021 Epoch 51 Batch 458/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.021 Epoch 51 Batch 459/538 - Train Accuracy: 0.979, Validation Accuracy: 0.964, Loss: 0.020 Epoch 51 Batch 460/538 - Train Accuracy: 0.965, Validation Accuracy: 0.964, Loss: 0.021 Epoch 51 Batch 461/538 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.028 Epoch 51 Batch 462/538 - Train Accuracy: 0.970, Validation Accuracy: 0.964, Loss: 0.024 Epoch 51 Batch 463/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.018 Epoch 51 Batch 464/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.019 Epoch 51 Batch 465/538 - Train Accuracy: 0.965, Validation Accuracy: 0.969, Loss: 0.023 Epoch 51 Batch 466/538 - Train Accuracy: 0.963, Validation Accuracy: 0.972, Loss: 0.023 Epoch 51 Batch 467/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.028 Epoch 51 Batch 468/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.040 Epoch 51 Batch 469/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.024 Epoch 51 Batch 470/538 - Train Accuracy: 0.964, Validation Accuracy: 0.968, Loss: 0.026 Epoch 51 Batch 471/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.020 Epoch 51 Batch 472/538 - Train Accuracy: 0.985, Validation Accuracy: 0.969, Loss: 0.017 Epoch 51 Batch 473/538 - Train Accuracy: 0.976, Validation Accuracy: 0.964, Loss: 0.025 Epoch 51 Batch 474/538 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.022 Epoch 51 Batch 475/538 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.022 Epoch 51 Batch 476/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.018 Epoch 51 Batch 477/538 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.031 Epoch 51 Batch 478/538 - Train Accuracy: 0.981, Validation Accuracy: 0.968, Loss: 0.020 Epoch 51 Batch 479/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.025 Epoch 51 Batch 480/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.025 Epoch 51 Batch 481/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.024 Epoch 51 Batch 482/538 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.024 Epoch 51 Batch 483/538 - Train Accuracy: 0.962, Validation Accuracy: 0.962, Loss: 0.028 Epoch 51 Batch 484/538 - Train Accuracy: 0.961, Validation Accuracy: 0.961, Loss: 0.028 Epoch 51 Batch 485/538 - Train Accuracy: 0.965, Validation Accuracy: 0.962, Loss: 0.027 Epoch 51 Batch 486/538 - Train Accuracy: 0.968, Validation Accuracy: 0.962, Loss: 0.020 Epoch 51 Batch 487/538 - Train Accuracy: 0.976, Validation Accuracy: 0.960, Loss: 0.019 Epoch 51 Batch 488/538 - Train Accuracy: 0.980, Validation Accuracy: 0.960, Loss: 0.021 Epoch 51 Batch 489/538 - Train Accuracy: 0.974, Validation Accuracy: 0.960, Loss: 0.024 Epoch 51 Batch 490/538 - Train Accuracy: 0.960, Validation Accuracy: 0.960, Loss: 0.022 Epoch 51 Batch 491/538 - Train Accuracy: 0.967, Validation Accuracy: 0.962, Loss: 0.028 Epoch 51 Batch 492/538 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.022 Epoch 51 Batch 493/538 - Train Accuracy: 0.960, Validation Accuracy: 0.961, Loss: 0.031 Epoch 51 Batch 494/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.030 Epoch 51 Batch 495/538 - Train Accuracy: 0.979, Validation Accuracy: 0.966, Loss: 0.024 Epoch 51 Batch 496/538 - Train Accuracy: 0.974, Validation Accuracy: 0.962, Loss: 0.029 Epoch 51 Batch 497/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.031 Epoch 51 Batch 498/538 - Train Accuracy: 0.967, Validation Accuracy: 0.961, Loss: 0.029 Epoch 51 Batch 499/538 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.027 Epoch 51 Batch 500/538 - Train Accuracy: 0.975, Validation Accuracy: 0.958, Loss: 0.019 Epoch 51 Batch 501/538 - Train Accuracy: 0.971, Validation Accuracy: 0.956, Loss: 0.026 Epoch 51 Batch 502/538 - Train Accuracy: 0.970, Validation Accuracy: 0.957, Loss: 0.023 Epoch 51 Batch 503/538 - Train Accuracy: 0.967, Validation Accuracy: 0.958, Loss: 0.027 Epoch 51 Batch 504/538 - Train Accuracy: 0.976, Validation Accuracy: 0.961, Loss: 0.017 Epoch 51 Batch 505/538 - Train Accuracy: 0.967, Validation Accuracy: 0.961, Loss: 0.022 Epoch 51 Batch 506/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.027 Epoch 51 Batch 507/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.026 Epoch 51 Batch 508/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.026 Epoch 51 Batch 509/538 - Train Accuracy: 0.975, Validation Accuracy: 0.960, Loss: 0.031 Epoch 51 Batch 510/538 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.022 Epoch 51 Batch 511/538 - Train Accuracy: 0.969, Validation Accuracy: 0.962, Loss: 0.029 Epoch 51 Batch 512/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.027 Epoch 51 Batch 513/538 - Train Accuracy: 0.963, Validation Accuracy: 0.969, Loss: 0.027 Epoch 51 Batch 514/538 - Train Accuracy: 0.969, Validation Accuracy: 0.971, Loss: 0.023 Epoch 51 Batch 515/538 - Train Accuracy: 0.963, Validation Accuracy: 0.968, Loss: 0.034 Epoch 51 Batch 516/538 - Train Accuracy: 0.966, Validation Accuracy: 0.968, Loss: 0.027 Epoch 51 Batch 517/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.023 Epoch 51 Batch 518/538 - Train Accuracy: 0.964, Validation Accuracy: 0.970, Loss: 0.030 Epoch 51 Batch 519/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.020 Epoch 51 Batch 520/538 - Train Accuracy: 0.968, Validation Accuracy: 0.971, Loss: 0.034 Epoch 51 Batch 521/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.026 Epoch 51 Batch 522/538 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.026 Epoch 51 Batch 523/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.026 Epoch 51 Batch 524/538 - Train Accuracy: 0.974, Validation Accuracy: 0.974, Loss: 0.020 Epoch 51 Batch 525/538 - Train Accuracy: 0.967, Validation Accuracy: 0.976, Loss: 0.034 Epoch 51 Batch 526/538 - Train Accuracy: 0.961, Validation Accuracy: 0.976, Loss: 0.019 Epoch 51 Batch 527/538 - Train Accuracy: 0.975, Validation Accuracy: 0.975, Loss: 0.025 Epoch 51 Batch 528/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.023 Epoch 51 Batch 529/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.022 Epoch 51 Batch 530/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.025 Epoch 51 Batch 531/538 - Train Accuracy: 0.969, Validation Accuracy: 0.977, Loss: 0.031 Epoch 51 Batch 532/538 - Train Accuracy: 0.966, Validation Accuracy: 0.975, Loss: 0.023 Epoch 51 Batch 533/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.021 Epoch 51 Batch 534/538 - Train Accuracy: 0.966, Validation Accuracy: 0.973, Loss: 0.018 Epoch 51 Batch 535/538 - Train Accuracy: 0.969, Validation Accuracy: 0.973, Loss: 0.027 Epoch 51 Batch 536/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.032 Epoch 52 Batch 0/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.023 Epoch 52 Batch 1/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.025 Epoch 52 Batch 2/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.031 Epoch 52 Batch 3/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.019 Epoch 52 Batch 4/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.024 Epoch 52 Batch 5/538 - Train Accuracy: 0.965, Validation Accuracy: 0.965, Loss: 0.031 Epoch 52 Batch 6/538 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.023 Epoch 52 Batch 7/538 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.024 Epoch 52 Batch 8/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.019 Epoch 52 Batch 9/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.023 Epoch 52 Batch 10/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.025 Epoch 52 Batch 11/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.025 Epoch 52 Batch 12/538 - Train Accuracy: 0.968, Validation Accuracy: 0.967, Loss: 0.028 Epoch 52 Batch 13/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.019 Epoch 52 Batch 14/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.022 Epoch 52 Batch 15/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.024 Epoch 52 Batch 16/538 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.026 Epoch 52 Batch 17/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.028 Epoch 52 Batch 18/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.033 Epoch 52 Batch 19/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.024 Epoch 52 Batch 20/538 - Train Accuracy: 0.966, Validation Accuracy: 0.972, Loss: 0.033 Epoch 52 Batch 21/538 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.017 Epoch 52 Batch 22/538 - Train Accuracy: 0.961, Validation Accuracy: 0.970, Loss: 0.028 Epoch 52 Batch 23/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.029 Epoch 52 Batch 24/538 - Train Accuracy: 0.967, Validation Accuracy: 0.968, Loss: 0.027 Epoch 52 Batch 25/538 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.021 Epoch 52 Batch 26/538 - Train Accuracy: 0.965, Validation Accuracy: 0.965, Loss: 0.032 Epoch 52 Batch 27/538 - Train Accuracy: 0.976, Validation Accuracy: 0.965, Loss: 0.022 Epoch 52 Batch 28/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.026 Epoch 52 Batch 29/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.020 Epoch 52 Batch 30/538 - Train Accuracy: 0.957, Validation Accuracy: 0.968, Loss: 0.027 Epoch 52 Batch 31/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.020 Epoch 52 Batch 32/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.017 Epoch 52 Batch 33/538 - Train Accuracy: 0.969, Validation Accuracy: 0.974, Loss: 0.030 Epoch 52 Batch 34/538 - Train Accuracy: 0.958, Validation Accuracy: 0.972, Loss: 0.034 Epoch 52 Batch 35/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.022 Epoch 52 Batch 36/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.020 Epoch 52 Batch 37/538 - Train Accuracy: 0.966, Validation Accuracy: 0.968, Loss: 0.025 Epoch 52 Batch 38/538 - Train Accuracy: 0.959, Validation Accuracy: 0.963, Loss: 0.021 Epoch 52 Batch 39/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.025 Epoch 52 Batch 40/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.022 Epoch 52 Batch 41/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.022 Epoch 52 Batch 42/538 - Train Accuracy: 0.969, Validation Accuracy: 0.971, Loss: 0.020 Epoch 52 Batch 43/538 - Train Accuracy: 0.954, Validation Accuracy: 0.971, Loss: 0.026 Epoch 52 Batch 44/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.026 Epoch 52 Batch 45/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.026 Epoch 52 Batch 46/538 - Train Accuracy: 0.968, Validation Accuracy: 0.971, Loss: 0.020 Epoch 52 Batch 47/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.029 Epoch 52 Batch 48/538 - Train Accuracy: 0.967, Validation Accuracy: 0.972, Loss: 0.026 Epoch 52 Batch 49/538 - Train Accuracy: 0.962, Validation Accuracy: 0.972, Loss: 0.023 Epoch 52 Batch 50/538 - Train Accuracy: 0.968, Validation Accuracy: 0.970, Loss: 0.023 Epoch 52 Batch 51/538 - Train Accuracy: 0.965, Validation Accuracy: 0.971, Loss: 0.032 Epoch 52 Batch 52/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.023 Epoch 52 Batch 53/538 - Train Accuracy: 0.954, Validation Accuracy: 0.968, Loss: 0.027 Epoch 52 Batch 54/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.021 Epoch 52 Batch 55/538 - Train Accuracy: 0.960, Validation Accuracy: 0.965, Loss: 0.021 Epoch 52 Batch 56/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.025 Epoch 52 Batch 57/538 - Train Accuracy: 0.952, Validation Accuracy: 0.965, Loss: 0.028 Epoch 52 Batch 58/538 - Train Accuracy: 0.965, Validation Accuracy: 0.965, Loss: 0.022 Epoch 52 Batch 59/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.027 Epoch 52 Batch 60/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.021 Epoch 52 Batch 61/538 - Train Accuracy: 0.965, Validation Accuracy: 0.970, Loss: 0.022 Epoch 52 Batch 62/538 - Train Accuracy: 0.960, Validation Accuracy: 0.972, Loss: 0.032 Epoch 52 Batch 63/538 - Train Accuracy: 0.971, Validation Accuracy: 0.974, Loss: 0.021 Epoch 52 Batch 64/538 - Train Accuracy: 0.963, Validation Accuracy: 0.974, Loss: 0.026 Epoch 52 Batch 65/538 - Train Accuracy: 0.961, Validation Accuracy: 0.972, Loss: 0.030 Epoch 52 Batch 66/538 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.016 Epoch 52 Batch 67/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.024 Epoch 52 Batch 68/538 - Train Accuracy: 0.955, Validation Accuracy: 0.965, Loss: 0.024 Epoch 52 Batch 69/538 - Train Accuracy: 0.962, Validation Accuracy: 0.968, Loss: 0.023 Epoch 52 Batch 70/538 - Train Accuracy: 0.964, Validation Accuracy: 0.969, Loss: 0.024 Epoch 52 Batch 71/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.029 Epoch 52 Batch 72/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.046 Epoch 52 Batch 73/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.020 Epoch 52 Batch 74/538 - Train Accuracy: 0.982, Validation Accuracy: 0.964, Loss: 0.018 Epoch 52 Batch 75/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.029 Epoch 52 Batch 76/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.028 Epoch 52 Batch 77/538 - Train Accuracy: 0.968, Validation Accuracy: 0.967, Loss: 0.020 Epoch 52 Batch 78/538 - Train Accuracy: 0.967, Validation Accuracy: 0.967, Loss: 0.025 Epoch 52 Batch 79/538 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.023 Epoch 52 Batch 80/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.025 Epoch 52 Batch 81/538 - Train Accuracy: 0.966, Validation Accuracy: 0.973, Loss: 0.028 Epoch 52 Batch 82/538 - Train Accuracy: 0.970, Validation Accuracy: 0.973, Loss: 0.024 Epoch 52 Batch 83/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.022 Epoch 52 Batch 84/538 - Train Accuracy: 0.964, Validation Accuracy: 0.973, Loss: 0.027 Epoch 52 Batch 85/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.023 Epoch 52 Batch 86/538 - Train Accuracy: 0.980, Validation Accuracy: 0.975, Loss: 0.022 Epoch 52 Batch 87/538 - Train Accuracy: 0.960, Validation Accuracy: 0.973, Loss: 0.028 Epoch 52 Batch 88/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.023 Epoch 52 Batch 89/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.022 Epoch 52 Batch 90/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.028 Epoch 52 Batch 91/538 - Train Accuracy: 0.967, Validation Accuracy: 0.970, Loss: 0.022 Epoch 52 Batch 92/538 - Train Accuracy: 0.967, Validation Accuracy: 0.971, Loss: 0.026 Epoch 52 Batch 93/538 - Train Accuracy: 0.970, Validation Accuracy: 0.971, Loss: 0.021 Epoch 52 Batch 94/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.023 Epoch 52 Batch 95/538 - Train Accuracy: 0.968, Validation Accuracy: 0.967, Loss: 0.023 Epoch 52 Batch 96/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.018 Epoch 52 Batch 97/538 - Train Accuracy: 0.965, Validation Accuracy: 0.965, Loss: 0.019 Epoch 52 Batch 98/538 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.023 Epoch 52 Batch 99/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.022 Epoch 52 Batch 100/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.024 Epoch 52 Batch 101/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.031 Epoch 52 Batch 102/538 - Train Accuracy: 0.961, Validation Accuracy: 0.969, Loss: 0.025 Epoch 52 Batch 103/538 - Train Accuracy: 0.966, Validation Accuracy: 0.968, Loss: 0.021 Epoch 52 Batch 104/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.019 Epoch 52 Batch 105/538 - Train Accuracy: 0.969, Validation Accuracy: 0.971, Loss: 0.019 Epoch 52 Batch 106/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.018 Epoch 52 Batch 107/538 - Train Accuracy: 0.963, Validation Accuracy: 0.970, Loss: 0.025 Epoch 52 Batch 108/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.023 Epoch 52 Batch 109/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.024 Epoch 52 Batch 110/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.022 Epoch 52 Batch 111/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.022 Epoch 52 Batch 112/538 - Train Accuracy: 0.969, Validation Accuracy: 0.973, Loss: 0.033 Epoch 52 Batch 113/538 - Train Accuracy: 0.955, Validation Accuracy: 0.973, Loss: 0.025 Epoch 52 Batch 114/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.024 Epoch 52 Batch 115/538 - Train Accuracy: 0.968, Validation Accuracy: 0.973, Loss: 0.023 Epoch 52 Batch 116/538 - Train Accuracy: 0.964, Validation Accuracy: 0.971, Loss: 0.028 Epoch 52 Batch 117/538 - Train Accuracy: 0.967, Validation Accuracy: 0.971, Loss: 0.029 Epoch 52 Batch 118/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.022 Epoch 52 Batch 119/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.015 Epoch 52 Batch 120/538 - Train Accuracy: 0.968, Validation Accuracy: 0.973, Loss: 0.022 Epoch 52 Batch 121/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.024 Epoch 52 Batch 122/538 - Train Accuracy: 0.968, Validation Accuracy: 0.971, Loss: 0.024 Epoch 52 Batch 123/538 - Train Accuracy: 0.966, Validation Accuracy: 0.973, Loss: 0.028 Epoch 52 Batch 124/538 - Train Accuracy: 0.958, Validation Accuracy: 0.967, Loss: 0.025 Epoch 52 Batch 125/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.035 Epoch 52 Batch 126/538 - Train Accuracy: 0.957, Validation Accuracy: 0.966, Loss: 0.026 Epoch 52 Batch 127/538 - Train Accuracy: 0.950, Validation Accuracy: 0.968, Loss: 0.029 Epoch 52 Batch 128/538 - Train Accuracy: 0.962, Validation Accuracy: 0.964, Loss: 0.022 Epoch 52 Batch 129/538 - Train Accuracy: 0.977, Validation Accuracy: 0.964, Loss: 0.020 Epoch 52 Batch 130/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.026 Epoch 52 Batch 131/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.025 Epoch 52 Batch 132/538 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.025 Epoch 52 Batch 133/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.028 Epoch 52 Batch 134/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.033 Epoch 52 Batch 135/538 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.039 Epoch 52 Batch 136/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.025 Epoch 52 Batch 137/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.033 Epoch 52 Batch 138/538 - Train Accuracy: 0.968, Validation Accuracy: 0.972, Loss: 0.029 Epoch 52 Batch 139/538 - Train Accuracy: 0.968, Validation Accuracy: 0.970, Loss: 0.024 Epoch 52 Batch 140/538 - Train Accuracy: 0.965, Validation Accuracy: 0.969, Loss: 0.030 Epoch 52 Batch 141/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.032 Epoch 52 Batch 142/538 - Train Accuracy: 0.967, Validation Accuracy: 0.967, Loss: 0.030 Epoch 52 Batch 143/538 - Train Accuracy: 0.968, Validation Accuracy: 0.967, Loss: 0.037 Epoch 52 Batch 144/538 - Train Accuracy: 0.981, Validation Accuracy: 0.964, Loss: 0.029 Epoch 52 Batch 145/538 - Train Accuracy: 0.959, Validation Accuracy: 0.966, Loss: 0.037 Epoch 52 Batch 146/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.027 Epoch 52 Batch 147/538 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.027 Epoch 52 Batch 148/538 - Train Accuracy: 0.958, Validation Accuracy: 0.964, Loss: 0.032 Epoch 52 Batch 149/538 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.021 Epoch 52 Batch 150/538 - Train Accuracy: 0.974, Validation Accuracy: 0.962, Loss: 0.023 Epoch 52 Batch 151/538 - Train Accuracy: 0.957, Validation Accuracy: 0.962, Loss: 0.028 Epoch 52 Batch 152/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.029 Epoch 52 Batch 153/538 - Train Accuracy: 0.964, Validation Accuracy: 0.965, Loss: 0.027 Epoch 52 Batch 154/538 - Train Accuracy: 0.968, Validation Accuracy: 0.962, Loss: 0.020 Epoch 52 Batch 155/538 - Train Accuracy: 0.978, Validation Accuracy: 0.963, Loss: 0.028 Epoch 52 Batch 156/538 - Train Accuracy: 0.978, Validation Accuracy: 0.964, Loss: 0.026 Epoch 52 Batch 157/538 - Train Accuracy: 0.970, Validation Accuracy: 0.964, Loss: 0.024 Epoch 52 Batch 158/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.023 Epoch 52 Batch 159/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.031 Epoch 52 Batch 160/538 - Train Accuracy: 0.965, Validation Accuracy: 0.969, Loss: 0.026 Epoch 52 Batch 161/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.026 Epoch 52 Batch 162/538 - Train Accuracy: 0.981, Validation Accuracy: 0.965, Loss: 0.020 Epoch 52 Batch 163/538 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.031 Epoch 52 Batch 164/538 - Train Accuracy: 0.978, Validation Accuracy: 0.966, Loss: 0.021 Epoch 52 Batch 165/538 - Train Accuracy: 0.967, Validation Accuracy: 0.964, Loss: 0.019 Epoch 52 Batch 166/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.022 Epoch 52 Batch 167/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.030 Epoch 52 Batch 168/538 - Train Accuracy: 0.963, Validation Accuracy: 0.968, Loss: 0.032 Epoch 52 Batch 169/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.024 Epoch 52 Batch 170/538 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.027 Epoch 52 Batch 171/538 - Train Accuracy: 0.953, Validation Accuracy: 0.969, Loss: 0.031 Epoch 52 Batch 172/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.018 Epoch 52 Batch 173/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.019 Epoch 52 Batch 174/538 - Train Accuracy: 0.968, Validation Accuracy: 0.967, Loss: 0.024 Epoch 52 Batch 175/538 - Train Accuracy: 0.976, Validation Accuracy: 0.965, Loss: 0.025 Epoch 52 Batch 176/538 - Train Accuracy: 0.967, Validation Accuracy: 0.967, Loss: 0.028 Epoch 52 Batch 177/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.023 Epoch 52 Batch 178/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.024 Epoch 52 Batch 179/538 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.028 Epoch 52 Batch 180/538 - Train Accuracy: 0.967, Validation Accuracy: 0.964, Loss: 0.026 Epoch 52 Batch 181/538 - Train Accuracy: 0.961, Validation Accuracy: 0.966, Loss: 0.029 Epoch 52 Batch 182/538 - Train Accuracy: 0.965, Validation Accuracy: 0.967, Loss: 0.025 Epoch 52 Batch 183/538 - Train Accuracy: 0.979, Validation Accuracy: 0.967, Loss: 0.023 Epoch 52 Batch 184/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.027 Epoch 52 Batch 185/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.019 Epoch 52 Batch 186/538 - Train Accuracy: 0.969, Validation Accuracy: 0.960, Loss: 0.023 Epoch 52 Batch 187/538 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.020 Epoch 52 Batch 188/538 - Train Accuracy: 0.965, Validation Accuracy: 0.964, Loss: 0.024 Epoch 52 Batch 189/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.025 Epoch 52 Batch 190/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.030 Epoch 52 Batch 191/538 - Train Accuracy: 0.980, Validation Accuracy: 0.965, Loss: 0.018 Epoch 52 Batch 192/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.023 Epoch 52 Batch 193/538 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.020 Epoch 52 Batch 194/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.029 Epoch 52 Batch 195/538 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.036 Epoch 52 Batch 196/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.019 Epoch 52 Batch 197/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.026 Epoch 52 Batch 198/538 - Train Accuracy: 0.964, Validation Accuracy: 0.966, Loss: 0.026 Epoch 52 Batch 199/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.024 Epoch 52 Batch 200/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.015 Epoch 52 Batch 201/538 - Train Accuracy: 0.964, Validation Accuracy: 0.968, Loss: 0.037 Epoch 52 Batch 202/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.024 Epoch 52 Batch 203/538 - Train Accuracy: 0.963, Validation Accuracy: 0.969, Loss: 0.030 Epoch 52 Batch 204/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.036 Epoch 52 Batch 205/538 - Train Accuracy: 0.968, Validation Accuracy: 0.970, Loss: 0.019 Epoch 52 Batch 206/538 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.024 Epoch 52 Batch 207/538 - Train Accuracy: 0.967, Validation Accuracy: 0.972, Loss: 0.027 Epoch 52 Batch 208/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.033 Epoch 52 Batch 209/538 - Train Accuracy: 0.965, Validation Accuracy: 0.967, Loss: 0.027 Epoch 52 Batch 210/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.030 Epoch 52 Batch 211/538 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.024 Epoch 52 Batch 212/538 - Train Accuracy: 0.962, Validation Accuracy: 0.963, Loss: 0.023 Epoch 52 Batch 213/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.024 Epoch 52 Batch 214/538 - Train Accuracy: 0.973, Validation Accuracy: 0.963, Loss: 0.019 Epoch 52 Batch 215/538 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.020 Epoch 52 Batch 216/538 - Train Accuracy: 0.957, Validation Accuracy: 0.962, Loss: 0.029 Epoch 52 Batch 217/538 - Train Accuracy: 0.972, Validation Accuracy: 0.960, Loss: 0.029 Epoch 52 Batch 218/538 - Train Accuracy: 0.968, Validation Accuracy: 0.960, Loss: 0.020 Epoch 52 Batch 219/538 - Train Accuracy: 0.967, Validation Accuracy: 0.960, Loss: 0.027 Epoch 52 Batch 220/538 - Train Accuracy: 0.960, Validation Accuracy: 0.963, Loss: 0.026 Epoch 52 Batch 221/538 - Train Accuracy: 0.976, Validation Accuracy: 0.960, Loss: 0.019 Epoch 52 Batch 222/538 - Train Accuracy: 0.976, Validation Accuracy: 0.960, Loss: 0.019 Epoch 52 Batch 223/538 - Train Accuracy: 0.963, Validation Accuracy: 0.960, Loss: 0.027 Epoch 52 Batch 224/538 - Train Accuracy: 0.963, Validation Accuracy: 0.960, Loss: 0.030 Epoch 52 Batch 225/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.020 Epoch 52 Batch 226/538 - Train Accuracy: 0.961, Validation Accuracy: 0.960, Loss: 0.027 Epoch 52 Batch 227/538 - Train Accuracy: 0.966, Validation Accuracy: 0.962, Loss: 0.025 Epoch 52 Batch 228/538 - Train Accuracy: 0.959, Validation Accuracy: 0.966, Loss: 0.024 Epoch 52 Batch 229/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.028 Epoch 52 Batch 230/538 - Train Accuracy: 0.959, Validation Accuracy: 0.962, Loss: 0.024 Epoch 52 Batch 231/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.032 Epoch 52 Batch 232/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.028 Epoch 52 Batch 233/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.024 Epoch 52 Batch 234/538 - Train Accuracy: 0.973, Validation Accuracy: 0.963, Loss: 0.029 Epoch 52 Batch 235/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.019 Epoch 52 Batch 236/538 - Train Accuracy: 0.969, Validation Accuracy: 0.958, Loss: 0.022 Epoch 52 Batch 237/538 - Train Accuracy: 0.964, Validation Accuracy: 0.956, Loss: 0.020 Epoch 52 Batch 238/538 - Train Accuracy: 0.976, Validation Accuracy: 0.959, Loss: 0.026 Epoch 52 Batch 239/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.025 Epoch 52 Batch 240/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.027 Epoch 52 Batch 241/538 - Train Accuracy: 0.959, Validation Accuracy: 0.967, Loss: 0.033 Epoch 52 Batch 242/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.024 Epoch 52 Batch 243/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.020 Epoch 52 Batch 244/538 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.022 Epoch 52 Batch 245/538 - Train Accuracy: 0.967, Validation Accuracy: 0.962, Loss: 0.033 Epoch 52 Batch 246/538 - Train Accuracy: 0.968, Validation Accuracy: 0.962, Loss: 0.027 Epoch 52 Batch 247/538 - Train Accuracy: 0.965, Validation Accuracy: 0.969, Loss: 0.027 Epoch 52 Batch 248/538 - Train Accuracy: 0.959, Validation Accuracy: 0.967, Loss: 0.029 Epoch 52 Batch 249/538 - Train Accuracy: 0.967, Validation Accuracy: 0.965, Loss: 0.023 Epoch 52 Batch 250/538 - Train Accuracy: 0.970, Validation Accuracy: 0.959, Loss: 0.024 Epoch 52 Batch 251/538 - Train Accuracy: 0.971, Validation Accuracy: 0.960, Loss: 0.021 Epoch 52 Batch 252/538 - Train Accuracy: 0.970, Validation Accuracy: 0.960, Loss: 0.019 Epoch 52 Batch 253/538 - Train Accuracy: 0.967, Validation Accuracy: 0.961, Loss: 0.017 Epoch 52 Batch 254/538 - Train Accuracy: 0.961, Validation Accuracy: 0.963, Loss: 0.026 Epoch 52 Batch 255/538 - Train Accuracy: 0.974, Validation Accuracy: 0.963, Loss: 0.022 Epoch 52 Batch 256/538 - Train Accuracy: 0.964, Validation Accuracy: 0.967, Loss: 0.025 Epoch 52 Batch 257/538 - Train Accuracy: 0.980, Validation Accuracy: 0.966, Loss: 0.025 Epoch 52 Batch 258/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.022 Epoch 52 Batch 259/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.023 Epoch 52 Batch 260/538 - Train Accuracy: 0.962, Validation Accuracy: 0.968, Loss: 0.026 Epoch 52 Batch 261/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.027 Epoch 52 Batch 262/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.022 Epoch 52 Batch 263/538 - Train Accuracy: 0.964, Validation Accuracy: 0.967, Loss: 0.024 Epoch 52 Batch 264/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.027 Epoch 52 Batch 265/538 - Train Accuracy: 0.950, Validation Accuracy: 0.967, Loss: 0.033 Epoch 52 Batch 266/538 - Train Accuracy: 0.964, Validation Accuracy: 0.966, Loss: 0.024 Epoch 52 Batch 267/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.025 Epoch 52 Batch 268/538 - Train Accuracy: 0.961, Validation Accuracy: 0.965, Loss: 0.019 Epoch 52 Batch 269/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.028 Epoch 52 Batch 270/538 - Train Accuracy: 0.956, Validation Accuracy: 0.967, Loss: 0.030 Epoch 52 Batch 271/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.017 Epoch 52 Batch 272/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.027 Epoch 52 Batch 273/538 - Train Accuracy: 0.962, Validation Accuracy: 0.969, Loss: 0.030 Epoch 52 Batch 274/538 - Train Accuracy: 0.963, Validation Accuracy: 0.971, Loss: 0.022 Epoch 52 Batch 275/538 - Train Accuracy: 0.958, Validation Accuracy: 0.971, Loss: 0.029 Epoch 52 Batch 276/538 - Train Accuracy: 0.965, Validation Accuracy: 0.971, Loss: 0.032 Epoch 52 Batch 277/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.019 Epoch 52 Batch 278/538 - Train Accuracy: 0.966, Validation Accuracy: 0.971, Loss: 0.021 Epoch 52 Batch 279/538 - Train Accuracy: 0.969, Validation Accuracy: 0.971, Loss: 0.024 Epoch 52 Batch 280/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.018 Epoch 52 Batch 281/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.026 Epoch 52 Batch 282/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.026 Epoch 52 Batch 283/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.028 Epoch 52 Batch 284/538 - Train Accuracy: 0.967, Validation Accuracy: 0.967, Loss: 0.033 Epoch 52 Batch 285/538 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.021 Epoch 52 Batch 286/538 - Train Accuracy: 0.964, Validation Accuracy: 0.960, Loss: 0.034 Epoch 52 Batch 287/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.019 Epoch 52 Batch 288/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.018 Epoch 52 Batch 289/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.021 Epoch 52 Batch 290/538 - Train Accuracy: 0.984, Validation Accuracy: 0.969, Loss: 0.020 Epoch 52 Batch 291/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.026 Epoch 52 Batch 292/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.015 Epoch 52 Batch 293/538 - Train Accuracy: 0.961, Validation Accuracy: 0.966, Loss: 0.026 Epoch 52 Batch 294/538 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.019 Epoch 52 Batch 295/538 - Train Accuracy: 0.978, Validation Accuracy: 0.967, Loss: 0.021 Epoch 52 Batch 296/538 - Train Accuracy: 0.968, Validation Accuracy: 0.967, Loss: 0.032 Epoch 52 Batch 297/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.021 Epoch 52 Batch 298/538 - Train Accuracy: 0.973, Validation Accuracy: 0.963, Loss: 0.023 Epoch 52 Batch 299/538 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.031 Epoch 52 Batch 300/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.023 Epoch 52 Batch 301/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.028 Epoch 52 Batch 302/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.025 Epoch 52 Batch 303/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.023 Epoch 52 Batch 304/538 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.033 Epoch 52 Batch 305/538 - Train Accuracy: 0.974, Validation Accuracy: 0.960, Loss: 0.020 Epoch 52 Batch 306/538 - Train Accuracy: 0.969, Validation Accuracy: 0.962, Loss: 0.023 Epoch 52 Batch 307/538 - Train Accuracy: 0.967, Validation Accuracy: 0.964, Loss: 0.028 Epoch 52 Batch 308/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.022 Epoch 52 Batch 309/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.018 Epoch 52 Batch 310/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.026 Epoch 52 Batch 311/538 - Train Accuracy: 0.968, Validation Accuracy: 0.965, Loss: 0.026 Epoch 52 Batch 312/538 - Train Accuracy: 0.967, Validation Accuracy: 0.965, Loss: 0.025 Epoch 52 Batch 313/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.023 Epoch 52 Batch 314/538 - Train Accuracy: 0.978, Validation Accuracy: 0.965, Loss: 0.033 Epoch 52 Batch 315/538 - Train Accuracy: 0.976, Validation Accuracy: 0.965, Loss: 0.020 Epoch 52 Batch 316/538 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.021 Epoch 52 Batch 317/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.024 Epoch 52 Batch 318/538 - Train Accuracy: 0.967, Validation Accuracy: 0.967, Loss: 0.024 Epoch 52 Batch 319/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.024 Epoch 52 Batch 320/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.026 Epoch 52 Batch 321/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.018 Epoch 52 Batch 322/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.021 Epoch 52 Batch 323/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.022 Epoch 52 Batch 324/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.023 Epoch 52 Batch 325/538 - Train Accuracy: 0.975, Validation Accuracy: 0.965, Loss: 0.021 Epoch 52 Batch 326/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.020 Epoch 52 Batch 327/538 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.029 Epoch 52 Batch 328/538 - Train Accuracy: 0.979, Validation Accuracy: 0.966, Loss: 0.017 Epoch 52 Batch 329/538 - Train Accuracy: 0.984, Validation Accuracy: 0.966, Loss: 0.024 Epoch 52 Batch 330/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.019 Epoch 52 Batch 331/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.023 Epoch 52 Batch 332/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.024 Epoch 52 Batch 333/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.023 Epoch 52 Batch 334/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.022 Epoch 52 Batch 335/538 - Train Accuracy: 0.976, Validation Accuracy: 0.963, Loss: 0.026 Epoch 52 Batch 336/538 - Train Accuracy: 0.970, Validation Accuracy: 0.961, Loss: 0.021 Epoch 52 Batch 337/538 - Train Accuracy: 0.973, Validation Accuracy: 0.956, Loss: 0.028 Epoch 52 Batch 338/538 - Train Accuracy: 0.975, Validation Accuracy: 0.956, Loss: 0.025 Epoch 52 Batch 339/538 - Train Accuracy: 0.959, Validation Accuracy: 0.953, Loss: 0.021 Epoch 52 Batch 340/538 - Train Accuracy: 0.969, Validation Accuracy: 0.958, Loss: 0.026 Epoch 52 Batch 341/538 - Train Accuracy: 0.962, Validation Accuracy: 0.958, Loss: 0.024 Epoch 52 Batch 342/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.024 Epoch 52 Batch 343/538 - Train Accuracy: 0.979, Validation Accuracy: 0.963, Loss: 0.020 Epoch 52 Batch 344/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.020 Epoch 52 Batch 345/538 - Train Accuracy: 0.979, Validation Accuracy: 0.963, Loss: 0.023 Epoch 52 Batch 346/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.025 Epoch 52 Batch 347/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.026 Epoch 52 Batch 348/538 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.020 Epoch 52 Batch 349/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.022 Epoch 52 Batch 350/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.032 Epoch 52 Batch 351/538 - Train Accuracy: 0.966, Validation Accuracy: 0.961, Loss: 0.025 Epoch 52 Batch 352/538 - Train Accuracy: 0.964, Validation Accuracy: 0.961, Loss: 0.035 Epoch 52 Batch 353/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.023 Epoch 52 Batch 354/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.020 Epoch 52 Batch 355/538 - Train Accuracy: 0.975, Validation Accuracy: 0.961, Loss: 0.023 Epoch 52 Batch 356/538 - Train Accuracy: 0.973, Validation Accuracy: 0.959, Loss: 0.021 Epoch 52 Batch 357/538 - Train Accuracy: 0.973, Validation Accuracy: 0.963, Loss: 0.023 Epoch 52 Batch 358/538 - Train Accuracy: 0.976, Validation Accuracy: 0.963, Loss: 0.020 Epoch 52 Batch 359/538 - Train Accuracy: 0.976, Validation Accuracy: 0.963, Loss: 0.026 Epoch 52 Batch 360/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.025 Epoch 52 Batch 361/538 - Train Accuracy: 0.974, Validation Accuracy: 0.963, Loss: 0.022 Epoch 52 Batch 362/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.021 Epoch 52 Batch 363/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.023 Epoch 52 Batch 364/538 - Train Accuracy: 0.970, Validation Accuracy: 0.960, Loss: 0.036 Epoch 52 Batch 365/538 - Train Accuracy: 0.973, Validation Accuracy: 0.962, Loss: 0.018 Epoch 52 Batch 366/538 - Train Accuracy: 0.981, Validation Accuracy: 0.962, Loss: 0.030 Epoch 52 Batch 367/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.015 Epoch 52 Batch 368/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.018 Epoch 52 Batch 369/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.027 Epoch 52 Batch 370/538 - Train Accuracy: 0.963, Validation Accuracy: 0.966, Loss: 0.023 Epoch 52 Batch 371/538 - Train Accuracy: 0.981, Validation Accuracy: 0.966, Loss: 0.027 Epoch 52 Batch 372/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.026 Epoch 52 Batch 373/538 - Train Accuracy: 0.965, Validation Accuracy: 0.964, Loss: 0.016 Epoch 52 Batch 374/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.020 Epoch 52 Batch 375/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.022 Epoch 52 Batch 376/538 - Train Accuracy: 0.978, Validation Accuracy: 0.964, Loss: 0.020 Epoch 52 Batch 377/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.023 Epoch 52 Batch 378/538 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.019 Epoch 52 Batch 379/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.023 Epoch 52 Batch 380/538 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.016 Epoch 52 Batch 381/538 - Train Accuracy: 0.975, Validation Accuracy: 0.965, Loss: 0.021 Epoch 52 Batch 382/538 - Train Accuracy: 0.959, Validation Accuracy: 0.966, Loss: 0.025 Epoch 52 Batch 383/538 - Train Accuracy: 0.972, Validation Accuracy: 0.958, Loss: 0.021 Epoch 52 Batch 384/538 - Train Accuracy: 0.972, Validation Accuracy: 0.961, Loss: 0.024 Epoch 52 Batch 385/538 - Train Accuracy: 0.967, Validation Accuracy: 0.961, Loss: 0.019 Epoch 52 Batch 386/538 - Train Accuracy: 0.977, Validation Accuracy: 0.961, Loss: 0.023 Epoch 52 Batch 387/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.025 Epoch 52 Batch 388/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.021 Epoch 52 Batch 389/538 - Train Accuracy: 0.966, Validation Accuracy: 0.965, Loss: 0.026 Epoch 52 Batch 390/538 - Train Accuracy: 0.973, Validation Accuracy: 0.963, Loss: 0.020 Epoch 52 Batch 391/538 - Train Accuracy: 0.977, Validation Accuracy: 0.960, Loss: 0.024 Epoch 52 Batch 392/538 - Train Accuracy: 0.969, Validation Accuracy: 0.960, Loss: 0.023 Epoch 52 Batch 393/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.020 Epoch 52 Batch 394/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.026 Epoch 52 Batch 395/538 - Train Accuracy: 0.977, Validation Accuracy: 0.960, Loss: 0.028 Epoch 52 Batch 396/538 - Train Accuracy: 0.973, Validation Accuracy: 0.962, Loss: 0.022 Epoch 52 Batch 397/538 - Train Accuracy: 0.974, Validation Accuracy: 0.962, Loss: 0.028 Epoch 52 Batch 398/538 - Train Accuracy: 0.959, Validation Accuracy: 0.962, Loss: 0.028 Epoch 52 Batch 399/538 - Train Accuracy: 0.968, Validation Accuracy: 0.962, Loss: 0.021 Epoch 52 Batch 400/538 - Train Accuracy: 0.976, Validation Accuracy: 0.964, Loss: 0.029 Epoch 52 Batch 401/538 - Train Accuracy: 0.976, Validation Accuracy: 0.964, Loss: 0.025 Epoch 52 Batch 402/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.023 Epoch 52 Batch 403/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.029 Epoch 52 Batch 404/538 - Train Accuracy: 0.961, Validation Accuracy: 0.962, Loss: 0.026 Epoch 52 Batch 405/538 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.023 Epoch 52 Batch 406/538 - Train Accuracy: 0.964, Validation Accuracy: 0.962, Loss: 0.027 Epoch 52 Batch 407/538 - Train Accuracy: 0.975, Validation Accuracy: 0.962, Loss: 0.027 Epoch 52 Batch 408/538 - Train Accuracy: 0.962, Validation Accuracy: 0.966, Loss: 0.035 Epoch 52 Batch 409/538 - Train Accuracy: 0.965, Validation Accuracy: 0.967, Loss: 0.026 Epoch 52 Batch 410/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.024 Epoch 52 Batch 411/538 - Train Accuracy: 0.978, Validation Accuracy: 0.967, Loss: 0.032 Epoch 52 Batch 412/538 - Train Accuracy: 0.980, Validation Accuracy: 0.967, Loss: 0.018 Epoch 52 Batch 413/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.022 Epoch 52 Batch 414/538 - Train Accuracy: 0.964, Validation Accuracy: 0.970, Loss: 0.036 Epoch 52 Batch 415/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.023 Epoch 52 Batch 416/538 - Train Accuracy: 0.982, Validation Accuracy: 0.970, Loss: 0.024 Epoch 52 Batch 417/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.023 Epoch 52 Batch 418/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.029 Epoch 52 Batch 419/538 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.023 Epoch 52 Batch 420/538 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.027 Epoch 52 Batch 421/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.016 Epoch 52 Batch 422/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.025 Epoch 52 Batch 423/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.028 Epoch 52 Batch 424/538 - Train Accuracy: 0.966, Validation Accuracy: 0.965, Loss: 0.030 Epoch 52 Batch 425/538 - Train Accuracy: 0.961, Validation Accuracy: 0.965, Loss: 0.037 Epoch 52 Batch 426/538 - Train Accuracy: 0.978, Validation Accuracy: 0.963, Loss: 0.021 Epoch 52 Batch 427/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.026 Epoch 52 Batch 428/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.025 Epoch 52 Batch 429/538 - Train Accuracy: 0.980, Validation Accuracy: 0.966, Loss: 0.025 Epoch 52 Batch 430/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.026 Epoch 52 Batch 431/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.021 Epoch 52 Batch 432/538 - Train Accuracy: 0.959, Validation Accuracy: 0.966, Loss: 0.031 Epoch 52 Batch 433/538 - Train Accuracy: 0.954, Validation Accuracy: 0.964, Loss: 0.042 Epoch 52 Batch 434/538 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.024 Epoch 52 Batch 435/538 - Train Accuracy: 0.965, Validation Accuracy: 0.964, Loss: 0.027 Epoch 52 Batch 436/538 - Train Accuracy: 0.967, Validation Accuracy: 0.964, Loss: 0.028 Epoch 52 Batch 437/538 - Train Accuracy: 0.980, Validation Accuracy: 0.964, Loss: 0.025 Epoch 52 Batch 438/538 - Train Accuracy: 0.973, Validation Accuracy: 0.962, Loss: 0.021 Epoch 52 Batch 439/538 - Train Accuracy: 0.977, Validation Accuracy: 0.961, Loss: 0.027 Epoch 52 Batch 440/538 - Train Accuracy: 0.975, Validation Accuracy: 0.961, Loss: 0.022 Epoch 52 Batch 441/538 - Train Accuracy: 0.963, Validation Accuracy: 0.961, Loss: 0.025 Epoch 52 Batch 442/538 - Train Accuracy: 0.962, Validation Accuracy: 0.960, Loss: 0.026 Epoch 52 Batch 443/538 - Train Accuracy: 0.965, Validation Accuracy: 0.957, Loss: 0.023 Epoch 52 Batch 444/538 - Train Accuracy: 0.973, Validation Accuracy: 0.957, Loss: 0.024 Epoch 52 Batch 445/538 - Train Accuracy: 0.966, Validation Accuracy: 0.958, Loss: 0.022 Epoch 52 Batch 446/538 - Train Accuracy: 0.977, Validation Accuracy: 0.958, Loss: 0.016 Epoch 52 Batch 447/538 - Train Accuracy: 0.970, Validation Accuracy: 0.961, Loss: 0.020 Epoch 52 Batch 448/538 - Train Accuracy: 0.976, Validation Accuracy: 0.963, Loss: 0.023 Epoch 52 Batch 449/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.026 Epoch 52 Batch 450/538 - Train Accuracy: 0.967, Validation Accuracy: 0.968, Loss: 0.040 Epoch 52 Batch 451/538 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.025 Epoch 52 Batch 452/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.023 Epoch 52 Batch 453/538 - Train Accuracy: 0.964, Validation Accuracy: 0.965, Loss: 0.027 Epoch 52 Batch 454/538 - Train Accuracy: 0.962, Validation Accuracy: 0.965, Loss: 0.029 Epoch 52 Batch 455/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.025 Epoch 52 Batch 456/538 - Train Accuracy: 0.974, Validation Accuracy: 0.963, Loss: 0.046 Epoch 52 Batch 457/538 - Train Accuracy: 0.969, Validation Accuracy: 0.962, Loss: 0.018 Epoch 52 Batch 458/538 - Train Accuracy: 0.968, Validation Accuracy: 0.962, Loss: 0.027 Epoch 52 Batch 459/538 - Train Accuracy: 0.977, Validation Accuracy: 0.959, Loss: 0.017 Epoch 52 Batch 460/538 - Train Accuracy: 0.962, Validation Accuracy: 0.962, Loss: 0.025 Epoch 52 Batch 461/538 - Train Accuracy: 0.972, Validation Accuracy: 0.962, Loss: 0.032 Epoch 52 Batch 462/538 - Train Accuracy: 0.959, Validation Accuracy: 0.962, Loss: 0.024 Epoch 52 Batch 463/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.026 Epoch 52 Batch 464/538 - Train Accuracy: 0.981, Validation Accuracy: 0.966, Loss: 0.019 Epoch 52 Batch 465/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.028 Epoch 52 Batch 466/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.021 Epoch 52 Batch 467/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.026 Epoch 52 Batch 468/538 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.033 Epoch 52 Batch 469/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.029 Epoch 52 Batch 470/538 - Train Accuracy: 0.962, Validation Accuracy: 0.961, Loss: 0.026 Epoch 52 Batch 471/538 - Train Accuracy: 0.976, Validation Accuracy: 0.961, Loss: 0.017 Epoch 52 Batch 472/538 - Train Accuracy: 0.985, Validation Accuracy: 0.961, Loss: 0.023 Epoch 52 Batch 473/538 - Train Accuracy: 0.975, Validation Accuracy: 0.961, Loss: 0.023 Epoch 52 Batch 474/538 - Train Accuracy: 0.972, Validation Accuracy: 0.958, Loss: 0.022 Epoch 52 Batch 475/538 - Train Accuracy: 0.975, Validation Accuracy: 0.959, Loss: 0.021 Epoch 52 Batch 476/538 - Train Accuracy: 0.976, Validation Accuracy: 0.959, Loss: 0.019 Epoch 52 Batch 477/538 - Train Accuracy: 0.967, Validation Accuracy: 0.955, Loss: 0.031 Epoch 52 Batch 478/538 - Train Accuracy: 0.979, Validation Accuracy: 0.957, Loss: 0.020 Epoch 52 Batch 479/538 - Train Accuracy: 0.969, Validation Accuracy: 0.959, Loss: 0.026 Epoch 52 Batch 480/538 - Train Accuracy: 0.970, Validation Accuracy: 0.958, Loss: 0.029 Epoch 52 Batch 481/538 - Train Accuracy: 0.977, Validation Accuracy: 0.960, Loss: 0.026 Epoch 52 Batch 482/538 - Train Accuracy: 0.971, Validation Accuracy: 0.960, Loss: 0.016 Epoch 52 Batch 483/538 - Train Accuracy: 0.965, Validation Accuracy: 0.955, Loss: 0.029 Epoch 52 Batch 484/538 - Train Accuracy: 0.958, Validation Accuracy: 0.955, Loss: 0.032 Epoch 52 Batch 485/538 - Train Accuracy: 0.969, Validation Accuracy: 0.957, Loss: 0.036 Epoch 52 Batch 486/538 - Train Accuracy: 0.966, Validation Accuracy: 0.957, Loss: 0.020 Epoch 52 Batch 487/538 - Train Accuracy: 0.974, Validation Accuracy: 0.958, Loss: 0.019 Epoch 52 Batch 488/538 - Train Accuracy: 0.980, Validation Accuracy: 0.960, Loss: 0.022 Epoch 52 Batch 489/538 - Train Accuracy: 0.963, Validation Accuracy: 0.963, Loss: 0.027 Epoch 52 Batch 490/538 - Train Accuracy: 0.957, Validation Accuracy: 0.963, Loss: 0.026 Epoch 52 Batch 491/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.024 Epoch 52 Batch 492/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.023 Epoch 52 Batch 493/538 - Train Accuracy: 0.960, Validation Accuracy: 0.965, Loss: 0.026 Epoch 52 Batch 494/538 - Train Accuracy: 0.976, Validation Accuracy: 0.965, Loss: 0.026 Epoch 52 Batch 495/538 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.029 Epoch 52 Batch 496/538 - Train Accuracy: 0.976, Validation Accuracy: 0.965, Loss: 0.021 Epoch 52 Batch 497/538 - Train Accuracy: 0.966, Validation Accuracy: 0.965, Loss: 0.026 Epoch 52 Batch 498/538 - Train Accuracy: 0.967, Validation Accuracy: 0.967, Loss: 0.025 Epoch 52 Batch 499/538 - Train Accuracy: 0.961, Validation Accuracy: 0.969, Loss: 0.028 Epoch 52 Batch 500/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.019 Epoch 52 Batch 501/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.027 Epoch 52 Batch 502/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.020 Epoch 52 Batch 503/538 - Train Accuracy: 0.979, Validation Accuracy: 0.961, Loss: 0.025 Epoch 52 Batch 504/538 - Train Accuracy: 0.979, Validation Accuracy: 0.961, Loss: 0.018 Epoch 52 Batch 505/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.020 Epoch 52 Batch 506/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.021 Epoch 52 Batch 507/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.025 Epoch 52 Batch 508/538 - Train Accuracy: 0.964, Validation Accuracy: 0.968, Loss: 0.030 Epoch 52 Batch 509/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.027 Epoch 52 Batch 510/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.024 Epoch 52 Batch 511/538 - Train Accuracy: 0.967, Validation Accuracy: 0.968, Loss: 0.032 Epoch 52 Batch 512/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.030 Epoch 52 Batch 513/538 - Train Accuracy: 0.964, Validation Accuracy: 0.968, Loss: 0.024 Epoch 52 Batch 514/538 - Train Accuracy: 0.958, Validation Accuracy: 0.970, Loss: 0.024 Epoch 52 Batch 515/538 - Train Accuracy: 0.960, Validation Accuracy: 0.965, Loss: 0.032 Epoch 52 Batch 516/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.025 Epoch 52 Batch 517/538 - Train Accuracy: 0.980, Validation Accuracy: 0.967, Loss: 0.021 Epoch 52 Batch 518/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.029 Epoch 52 Batch 519/538 - Train Accuracy: 0.975, Validation Accuracy: 0.958, Loss: 0.021 Epoch 52 Batch 520/538 - Train Accuracy: 0.970, Validation Accuracy: 0.958, Loss: 0.037 Epoch 52 Batch 521/538 - Train Accuracy: 0.980, Validation Accuracy: 0.960, Loss: 0.026 Epoch 52 Batch 522/538 - Train Accuracy: 0.965, Validation Accuracy: 0.960, Loss: 0.025 Epoch 52 Batch 523/538 - Train Accuracy: 0.974, Validation Accuracy: 0.962, Loss: 0.025 Epoch 52 Batch 524/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.019 Epoch 52 Batch 525/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.026 Epoch 52 Batch 526/538 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.031 Epoch 52 Batch 527/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.023 Epoch 52 Batch 528/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.026 Epoch 52 Batch 529/538 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.025 Epoch 52 Batch 530/538 - Train Accuracy: 0.976, Validation Accuracy: 0.964, Loss: 0.024 Epoch 52 Batch 531/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.030 Epoch 52 Batch 532/538 - Train Accuracy: 0.961, Validation Accuracy: 0.969, Loss: 0.026 Epoch 52 Batch 533/538 - Train Accuracy: 0.962, Validation Accuracy: 0.966, Loss: 0.021 Epoch 52 Batch 534/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.018 Epoch 52 Batch 535/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.026 Epoch 52 Batch 536/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.033 Epoch 53 Batch 0/538 - Train Accuracy: 0.972, Validation Accuracy: 0.958, Loss: 0.018 Epoch 53 Batch 1/538 - Train Accuracy: 0.971, Validation Accuracy: 0.958, Loss: 0.034 Epoch 53 Batch 2/538 - Train Accuracy: 0.965, Validation Accuracy: 0.958, Loss: 0.024 Epoch 53 Batch 3/538 - Train Accuracy: 0.965, Validation Accuracy: 0.958, Loss: 0.026 Epoch 53 Batch 4/538 - Train Accuracy: 0.980, Validation Accuracy: 0.960, Loss: 0.020 Epoch 53 Batch 5/538 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.024 Epoch 53 Batch 6/538 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.026 Epoch 53 Batch 7/538 - Train Accuracy: 0.974, Validation Accuracy: 0.961, Loss: 0.023 Epoch 53 Batch 8/538 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.024 Epoch 53 Batch 9/538 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.024 Epoch 53 Batch 10/538 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.023 Epoch 53 Batch 11/538 - Train Accuracy: 0.974, Validation Accuracy: 0.963, Loss: 0.025 Epoch 53 Batch 12/538 - Train Accuracy: 0.962, Validation Accuracy: 0.963, Loss: 0.026 Epoch 53 Batch 13/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.028 Epoch 53 Batch 14/538 - Train Accuracy: 0.963, Validation Accuracy: 0.966, Loss: 0.021 Epoch 53 Batch 15/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.026 Epoch 53 Batch 16/538 - Train Accuracy: 0.970, Validation Accuracy: 0.964, Loss: 0.029 Epoch 53 Batch 17/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.027 Epoch 53 Batch 18/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.029 Epoch 53 Batch 19/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.025 Epoch 53 Batch 20/538 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.031 Epoch 53 Batch 21/538 - Train Accuracy: 0.979, Validation Accuracy: 0.967, Loss: 0.018 Epoch 53 Batch 22/538 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.028 Epoch 53 Batch 23/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.026 Epoch 53 Batch 24/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.034 Epoch 53 Batch 25/538 - Train Accuracy: 0.968, Validation Accuracy: 0.967, Loss: 0.027 Epoch 53 Batch 26/538 - Train Accuracy: 0.966, Validation Accuracy: 0.965, Loss: 0.033 Epoch 53 Batch 27/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.018 Epoch 53 Batch 28/538 - Train Accuracy: 0.979, Validation Accuracy: 0.966, Loss: 0.021 Epoch 53 Batch 29/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.015 Epoch 53 Batch 30/538 - Train Accuracy: 0.957, Validation Accuracy: 0.968, Loss: 0.027 Epoch 53 Batch 31/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.017 Epoch 53 Batch 32/538 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.014 Epoch 53 Batch 33/538 - Train Accuracy: 0.962, Validation Accuracy: 0.965, Loss: 0.033 Epoch 53 Batch 34/538 - Train Accuracy: 0.958, Validation Accuracy: 0.963, Loss: 0.030 Epoch 53 Batch 35/538 - Train Accuracy: 0.976, Validation Accuracy: 0.963, Loss: 0.020 Epoch 53 Batch 36/538 - Train Accuracy: 0.967, Validation Accuracy: 0.962, Loss: 0.025 Epoch 53 Batch 37/538 - Train Accuracy: 0.967, Validation Accuracy: 0.962, Loss: 0.024 Epoch 53 Batch 38/538 - Train Accuracy: 0.964, Validation Accuracy: 0.962, Loss: 0.027 Epoch 53 Batch 39/538 - Train Accuracy: 0.972, Validation Accuracy: 0.962, Loss: 0.024 Epoch 53 Batch 40/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.020 Epoch 53 Batch 41/538 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.020 Epoch 53 Batch 42/538 - Train Accuracy: 0.976, Validation Accuracy: 0.965, Loss: 0.023 Epoch 53 Batch 43/538 - Train Accuracy: 0.960, Validation Accuracy: 0.965, Loss: 0.027 Epoch 53 Batch 44/538 - Train Accuracy: 0.978, Validation Accuracy: 0.965, Loss: 0.021 Epoch 53 Batch 45/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.023 Epoch 53 Batch 46/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.022 Epoch 53 Batch 47/538 - Train Accuracy: 0.977, Validation Accuracy: 0.964, Loss: 0.025 Epoch 53 Batch 48/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.025 Epoch 53 Batch 49/538 - Train Accuracy: 0.967, Validation Accuracy: 0.964, Loss: 0.021 Epoch 53 Batch 50/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.021 Epoch 53 Batch 51/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.033 Epoch 53 Batch 52/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.027 Epoch 53 Batch 53/538 - Train Accuracy: 0.963, Validation Accuracy: 0.966, Loss: 0.025 Epoch 53 Batch 54/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.025 Epoch 53 Batch 55/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.023 Epoch 53 Batch 56/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.025 Epoch 53 Batch 57/538 - Train Accuracy: 0.958, Validation Accuracy: 0.964, Loss: 0.031 Epoch 53 Batch 58/538 - Train Accuracy: 0.973, Validation Accuracy: 0.963, Loss: 0.018 Epoch 53 Batch 59/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.028 Epoch 53 Batch 60/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.029 Epoch 53 Batch 61/538 - Train Accuracy: 0.967, Validation Accuracy: 0.968, Loss: 0.021 Epoch 53 Batch 62/538 - Train Accuracy: 0.956, Validation Accuracy: 0.966, Loss: 0.031 Epoch 53 Batch 63/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.021 Epoch 53 Batch 64/538 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.022 Epoch 53 Batch 65/538 - Train Accuracy: 0.957, Validation Accuracy: 0.966, Loss: 0.028 Epoch 53 Batch 66/538 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.019 Epoch 53 Batch 67/538 - Train Accuracy: 0.982, Validation Accuracy: 0.966, Loss: 0.027 Epoch 53 Batch 68/538 - Train Accuracy: 0.956, Validation Accuracy: 0.964, Loss: 0.027 Epoch 53 Batch 69/538 - Train Accuracy: 0.970, Validation Accuracy: 0.958, Loss: 0.026 Epoch 53 Batch 70/538 - Train Accuracy: 0.968, Validation Accuracy: 0.959, Loss: 0.020 Epoch 53 Batch 71/538 - Train Accuracy: 0.979, Validation Accuracy: 0.959, Loss: 0.025 Epoch 53 Batch 72/538 - Train Accuracy: 0.971, Validation Accuracy: 0.961, Loss: 0.043 Epoch 53 Batch 73/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.027 Epoch 53 Batch 74/538 - Train Accuracy: 0.973, Validation Accuracy: 0.963, Loss: 0.023 Epoch 53 Batch 75/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.027 Epoch 53 Batch 76/538 - Train Accuracy: 0.974, Validation Accuracy: 0.963, Loss: 0.023 Epoch 53 Batch 77/538 - Train Accuracy: 0.963, Validation Accuracy: 0.963, Loss: 0.019 Epoch 53 Batch 78/538 - Train Accuracy: 0.967, Validation Accuracy: 0.962, Loss: 0.029 Epoch 53 Batch 79/538 - Train Accuracy: 0.970, Validation Accuracy: 0.960, Loss: 0.023 Epoch 53 Batch 80/538 - Train Accuracy: 0.973, Validation Accuracy: 0.959, Loss: 0.028 Epoch 53 Batch 81/538 - Train Accuracy: 0.968, Validation Accuracy: 0.960, Loss: 0.027 Epoch 53 Batch 82/538 - Train Accuracy: 0.973, Validation Accuracy: 0.960, Loss: 0.022 Epoch 53 Batch 83/538 - Train Accuracy: 0.976, Validation Accuracy: 0.962, Loss: 0.029 Epoch 53 Batch 84/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.033 Epoch 53 Batch 85/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.019 Epoch 53 Batch 86/538 - Train Accuracy: 0.982, Validation Accuracy: 0.967, Loss: 0.021 Epoch 53 Batch 87/538 - Train Accuracy: 0.961, Validation Accuracy: 0.967, Loss: 0.026 Epoch 53 Batch 88/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.029 Epoch 53 Batch 89/538 - Train Accuracy: 0.969, Validation Accuracy: 0.962, Loss: 0.026 Epoch 53 Batch 90/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.026 Epoch 53 Batch 91/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.029 Epoch 53 Batch 92/538 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.027 Epoch 53 Batch 93/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.018 Epoch 53 Batch 94/538 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.025 Epoch 53 Batch 95/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.025 Epoch 53 Batch 96/538 - Train Accuracy: 0.967, Validation Accuracy: 0.971, Loss: 0.026 Epoch 53 Batch 97/538 - Train Accuracy: 0.968, Validation Accuracy: 0.973, Loss: 0.023 Epoch 53 Batch 98/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.028 Epoch 53 Batch 99/538 - Train Accuracy: 0.980, Validation Accuracy: 0.968, Loss: 0.023 Epoch 53 Batch 100/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.020 Epoch 53 Batch 101/538 - Train Accuracy: 0.957, Validation Accuracy: 0.966, Loss: 0.032 Epoch 53 Batch 102/538 - Train Accuracy: 0.961, Validation Accuracy: 0.966, Loss: 0.029 Epoch 53 Batch 103/538 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.026 Epoch 53 Batch 104/538 - Train Accuracy: 0.975, Validation Accuracy: 0.965, Loss: 0.022 Epoch 53 Batch 105/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.022 Epoch 53 Batch 106/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.021 Epoch 53 Batch 107/538 - Train Accuracy: 0.967, Validation Accuracy: 0.968, Loss: 0.026 Epoch 53 Batch 108/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.021 Epoch 53 Batch 109/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.021 Epoch 53 Batch 110/538 - Train Accuracy: 0.975, Validation Accuracy: 0.975, Loss: 0.023 Epoch 53 Batch 111/538 - Train Accuracy: 0.969, Validation Accuracy: 0.973, Loss: 0.023 Epoch 53 Batch 112/538 - Train Accuracy: 0.966, Validation Accuracy: 0.973, Loss: 0.028 Epoch 53 Batch 113/538 - Train Accuracy: 0.960, Validation Accuracy: 0.973, Loss: 0.027 Epoch 53 Batch 114/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.019 Epoch 53 Batch 115/538 - Train Accuracy: 0.981, Validation Accuracy: 0.967, Loss: 0.027 Epoch 53 Batch 116/538 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.031 Epoch 53 Batch 117/538 - Train Accuracy: 0.968, Validation Accuracy: 0.972, Loss: 0.026 Epoch 53 Batch 118/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.022 Epoch 53 Batch 119/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.017 Epoch 53 Batch 120/538 - Train Accuracy: 0.969, Validation Accuracy: 0.971, Loss: 0.017 Epoch 53 Batch 121/538 - Train Accuracy: 0.969, Validation Accuracy: 0.971, Loss: 0.028 Epoch 53 Batch 122/538 - Train Accuracy: 0.970, Validation Accuracy: 0.973, Loss: 0.023 Epoch 53 Batch 123/538 - Train Accuracy: 0.968, Validation Accuracy: 0.973, Loss: 0.021 Epoch 53 Batch 124/538 - Train Accuracy: 0.967, Validation Accuracy: 0.973, Loss: 0.021 Epoch 53 Batch 125/538 - Train Accuracy: 0.967, Validation Accuracy: 0.971, Loss: 0.034 Epoch 53 Batch 126/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.031 Epoch 53 Batch 127/538 - Train Accuracy: 0.963, Validation Accuracy: 0.969, Loss: 0.029 Epoch 53 Batch 128/538 - Train Accuracy: 0.964, Validation Accuracy: 0.968, Loss: 0.028 Epoch 53 Batch 129/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.022 Epoch 53 Batch 130/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.022 Epoch 53 Batch 131/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.024 Epoch 53 Batch 132/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.022 Epoch 53 Batch 133/538 - Train Accuracy: 0.962, Validation Accuracy: 0.970, Loss: 0.024 Epoch 53 Batch 134/538 - Train Accuracy: 0.966, Validation Accuracy: 0.968, Loss: 0.043 Epoch 53 Batch 135/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.033 Epoch 53 Batch 136/538 - Train Accuracy: 0.964, Validation Accuracy: 0.966, Loss: 0.024 Epoch 53 Batch 137/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.029 Epoch 53 Batch 138/538 - Train Accuracy: 0.966, Validation Accuracy: 0.968, Loss: 0.029 Epoch 53 Batch 139/538 - Train Accuracy: 0.966, Validation Accuracy: 0.968, Loss: 0.026 Epoch 53 Batch 140/538 - Train Accuracy: 0.957, Validation Accuracy: 0.967, Loss: 0.032 Epoch 53 Batch 141/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.029 Epoch 53 Batch 142/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.029 Epoch 53 Batch 143/538 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.036 Epoch 53 Batch 144/538 - Train Accuracy: 0.979, Validation Accuracy: 0.967, Loss: 0.031 Epoch 53 Batch 145/538 - Train Accuracy: 0.959, Validation Accuracy: 0.969, Loss: 0.028 Epoch 53 Batch 146/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.020 Epoch 53 Batch 147/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.027 Epoch 53 Batch 148/538 - Train Accuracy: 0.964, Validation Accuracy: 0.976, Loss: 0.027 Epoch 53 Batch 149/538 - Train Accuracy: 0.977, Validation Accuracy: 0.976, Loss: 0.023 Epoch 53 Batch 150/538 - Train Accuracy: 0.971, Validation Accuracy: 0.974, Loss: 0.019 Epoch 53 Batch 151/538 - Train Accuracy: 0.963, Validation Accuracy: 0.969, Loss: 0.025 Epoch 53 Batch 152/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.028 Epoch 53 Batch 153/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.024 Epoch 53 Batch 154/538 - Train Accuracy: 0.963, Validation Accuracy: 0.967, Loss: 0.021 Epoch 53 Batch 155/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.023 Epoch 53 Batch 156/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.027 Epoch 53 Batch 157/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.022 Epoch 53 Batch 158/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.023 Epoch 53 Batch 159/538 - Train Accuracy: 0.963, Validation Accuracy: 0.972, Loss: 0.031 Epoch 53 Batch 160/538 - Train Accuracy: 0.965, Validation Accuracy: 0.972, Loss: 0.018 Epoch 53 Batch 161/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.023 Epoch 53 Batch 162/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.025 Epoch 53 Batch 163/538 - Train Accuracy: 0.967, Validation Accuracy: 0.968, Loss: 0.031 Epoch 53 Batch 164/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.019 Epoch 53 Batch 165/538 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.020 Epoch 53 Batch 166/538 - Train Accuracy: 0.979, Validation Accuracy: 0.967, Loss: 0.020 Epoch 53 Batch 167/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.044 Epoch 53 Batch 168/538 - Train Accuracy: 0.961, Validation Accuracy: 0.966, Loss: 0.032 Epoch 53 Batch 169/538 - Train Accuracy: 0.978, Validation Accuracy: 0.967, Loss: 0.022 Epoch 53 Batch 170/538 - Train Accuracy: 0.961, Validation Accuracy: 0.967, Loss: 0.028 Epoch 53 Batch 171/538 - Train Accuracy: 0.959, Validation Accuracy: 0.967, Loss: 0.030 Epoch 53 Batch 172/538 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.020 Epoch 53 Batch 173/538 - Train Accuracy: 0.979, Validation Accuracy: 0.964, Loss: 0.019 Epoch 53 Batch 174/538 - Train Accuracy: 0.967, Validation Accuracy: 0.962, Loss: 0.022 Epoch 53 Batch 175/538 - Train Accuracy: 0.978, Validation Accuracy: 0.967, Loss: 0.021 Epoch 53 Batch 176/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.027 Epoch 53 Batch 177/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.032 Epoch 53 Batch 178/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.028 Epoch 53 Batch 179/538 - Train Accuracy: 0.979, Validation Accuracy: 0.967, Loss: 0.022 Epoch 53 Batch 180/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.027 Epoch 53 Batch 181/538 - Train Accuracy: 0.959, Validation Accuracy: 0.963, Loss: 0.027 Epoch 53 Batch 182/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.024 Epoch 53 Batch 183/538 - Train Accuracy: 0.978, Validation Accuracy: 0.965, Loss: 0.017 Epoch 53 Batch 184/538 - Train Accuracy: 0.973, Validation Accuracy: 0.963, Loss: 0.019 Epoch 53 Batch 185/538 - Train Accuracy: 0.974, Validation Accuracy: 0.963, Loss: 0.017 Epoch 53 Batch 186/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.025 Epoch 53 Batch 187/538 - Train Accuracy: 0.976, Validation Accuracy: 0.965, Loss: 0.026 Epoch 53 Batch 188/538 - Train Accuracy: 0.961, Validation Accuracy: 0.964, Loss: 0.020 Epoch 53 Batch 189/538 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.031 Epoch 53 Batch 190/538 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.031 Epoch 53 Batch 191/538 - Train Accuracy: 0.978, Validation Accuracy: 0.960, Loss: 0.020 Epoch 53 Batch 192/538 - Train Accuracy: 0.976, Validation Accuracy: 0.958, Loss: 0.020 Epoch 53 Batch 193/538 - Train Accuracy: 0.969, Validation Accuracy: 0.957, Loss: 0.022 Epoch 53 Batch 194/538 - Train Accuracy: 0.965, Validation Accuracy: 0.957, Loss: 0.031 Epoch 53 Batch 195/538 - Train Accuracy: 0.978, Validation Accuracy: 0.958, Loss: 0.033 Epoch 53 Batch 196/538 - Train Accuracy: 0.969, Validation Accuracy: 0.958, Loss: 0.018 Epoch 53 Batch 197/538 - Train Accuracy: 0.975, Validation Accuracy: 0.960, Loss: 0.020 Epoch 53 Batch 198/538 - Train Accuracy: 0.972, Validation Accuracy: 0.960, Loss: 0.025 Epoch 53 Batch 199/538 - Train Accuracy: 0.969, Validation Accuracy: 0.960, Loss: 0.022 Epoch 53 Batch 200/538 - Train Accuracy: 0.974, Validation Accuracy: 0.957, Loss: 0.018 Epoch 53 Batch 201/538 - Train Accuracy: 0.969, Validation Accuracy: 0.957, Loss: 0.030 Epoch 53 Batch 202/538 - Train Accuracy: 0.967, Validation Accuracy: 0.955, Loss: 0.019 Epoch 53 Batch 203/538 - Train Accuracy: 0.967, Validation Accuracy: 0.962, Loss: 0.027 Epoch 53 Batch 204/538 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.038 Epoch 53 Batch 205/538 - Train Accuracy: 0.967, Validation Accuracy: 0.960, Loss: 0.022 Epoch 53 Batch 206/538 - Train Accuracy: 0.971, Validation Accuracy: 0.960, Loss: 0.022 Epoch 53 Batch 207/538 - Train Accuracy: 0.971, Validation Accuracy: 0.961, Loss: 0.027 Epoch 53 Batch 208/538 - Train Accuracy: 0.974, Validation Accuracy: 0.961, Loss: 0.031 Epoch 53 Batch 209/538 - Train Accuracy: 0.971, Validation Accuracy: 0.959, Loss: 0.023 Epoch 53 Batch 210/538 - Train Accuracy: 0.971, Validation Accuracy: 0.958, Loss: 0.032 Epoch 53 Batch 211/538 - Train Accuracy: 0.967, Validation Accuracy: 0.958, Loss: 0.025 Epoch 53 Batch 212/538 - Train Accuracy: 0.974, Validation Accuracy: 0.958, Loss: 0.022 Epoch 53 Batch 213/538 - Train Accuracy: 0.970, Validation Accuracy: 0.961, Loss: 0.020 Epoch 53 Batch 214/538 - Train Accuracy: 0.974, Validation Accuracy: 0.961, Loss: 0.017 Epoch 53 Batch 215/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.022 Epoch 53 Batch 216/538 - Train Accuracy: 0.966, Validation Accuracy: 0.961, Loss: 0.021 Epoch 53 Batch 217/538 - Train Accuracy: 0.959, Validation Accuracy: 0.962, Loss: 0.028 Epoch 53 Batch 218/538 - Train Accuracy: 0.967, Validation Accuracy: 0.960, Loss: 0.018 Epoch 53 Batch 219/538 - Train Accuracy: 0.966, Validation Accuracy: 0.961, Loss: 0.026 Epoch 53 Batch 220/538 - Train Accuracy: 0.960, Validation Accuracy: 0.961, Loss: 0.021 Epoch 53 Batch 221/538 - Train Accuracy: 0.981, Validation Accuracy: 0.961, Loss: 0.021 Epoch 53 Batch 222/538 - Train Accuracy: 0.981, Validation Accuracy: 0.961, Loss: 0.016 Epoch 53 Batch 223/538 - Train Accuracy: 0.970, Validation Accuracy: 0.959, Loss: 0.024 Epoch 53 Batch 224/538 - Train Accuracy: 0.965, Validation Accuracy: 0.959, Loss: 0.027 Epoch 53 Batch 225/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.021 Epoch 53 Batch 226/538 - Train Accuracy: 0.964, Validation Accuracy: 0.965, Loss: 0.025 Epoch 53 Batch 227/538 - Train Accuracy: 0.966, Validation Accuracy: 0.968, Loss: 0.025 Epoch 53 Batch 228/538 - Train Accuracy: 0.960, Validation Accuracy: 0.967, Loss: 0.024 Epoch 53 Batch 229/538 - Train Accuracy: 0.965, Validation Accuracy: 0.967, Loss: 0.029 Epoch 53 Batch 230/538 - Train Accuracy: 0.965, Validation Accuracy: 0.967, Loss: 0.024 Epoch 53 Batch 231/538 - Train Accuracy: 0.967, Validation Accuracy: 0.970, Loss: 0.026 Epoch 53 Batch 232/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.025 Epoch 53 Batch 233/538 - Train Accuracy: 0.973, Validation Accuracy: 0.962, Loss: 0.031 Epoch 53 Batch 234/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.023 Epoch 53 Batch 235/538 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.019 Epoch 53 Batch 236/538 - Train Accuracy: 0.968, Validation Accuracy: 0.955, Loss: 0.021 Epoch 53 Batch 237/538 - Train Accuracy: 0.967, Validation Accuracy: 0.955, Loss: 0.017 Epoch 53 Batch 238/538 - Train Accuracy: 0.975, Validation Accuracy: 0.955, Loss: 0.025 Epoch 53 Batch 239/538 - Train Accuracy: 0.963, Validation Accuracy: 0.960, Loss: 0.029 Epoch 53 Batch 240/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.021 Epoch 53 Batch 241/538 - Train Accuracy: 0.959, Validation Accuracy: 0.969, Loss: 0.026 Epoch 53 Batch 242/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.023 Epoch 53 Batch 243/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.022 Epoch 53 Batch 244/538 - Train Accuracy: 0.967, Validation Accuracy: 0.965, Loss: 0.022 Epoch 53 Batch 245/538 - Train Accuracy: 0.961, Validation Accuracy: 0.964, Loss: 0.033 Epoch 53 Batch 246/538 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.022 Epoch 53 Batch 247/538 - Train Accuracy: 0.961, Validation Accuracy: 0.964, Loss: 0.022 Epoch 53 Batch 248/538 - Train Accuracy: 0.961, Validation Accuracy: 0.966, Loss: 0.034 Epoch 53 Batch 249/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.020 Epoch 53 Batch 250/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.025 Epoch 53 Batch 251/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.017 Epoch 53 Batch 252/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.023 Epoch 53 Batch 253/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.021 Epoch 53 Batch 254/538 - Train Accuracy: 0.963, Validation Accuracy: 0.961, Loss: 0.027 Epoch 53 Batch 255/538 - Train Accuracy: 0.978, Validation Accuracy: 0.961, Loss: 0.023 Epoch 53 Batch 256/538 - Train Accuracy: 0.959, Validation Accuracy: 0.965, Loss: 0.028 Epoch 53 Batch 257/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.022 Epoch 53 Batch 258/538 - Train Accuracy: 0.973, Validation Accuracy: 0.963, Loss: 0.023 Epoch 53 Batch 259/538 - Train Accuracy: 0.976, Validation Accuracy: 0.961, Loss: 0.023 Epoch 53 Batch 260/538 - Train Accuracy: 0.964, Validation Accuracy: 0.966, Loss: 0.026 Epoch 53 Batch 261/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.024 Epoch 53 Batch 262/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.030 Epoch 53 Batch 263/538 - Train Accuracy: 0.961, Validation Accuracy: 0.967, Loss: 0.021 Epoch 53 Batch 264/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.028 Epoch 53 Batch 265/538 - Train Accuracy: 0.951, Validation Accuracy: 0.967, Loss: 0.029 Epoch 53 Batch 266/538 - Train Accuracy: 0.963, Validation Accuracy: 0.967, Loss: 0.028 Epoch 53 Batch 267/538 - Train Accuracy: 0.960, Validation Accuracy: 0.965, Loss: 0.026 Epoch 53 Batch 268/538 - Train Accuracy: 0.967, Validation Accuracy: 0.965, Loss: 0.022 Epoch 53 Batch 269/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.021 Epoch 53 Batch 270/538 - Train Accuracy: 0.963, Validation Accuracy: 0.967, Loss: 0.024 Epoch 53 Batch 271/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.017 Epoch 53 Batch 272/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.026 Epoch 53 Batch 273/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.025 Epoch 53 Batch 274/538 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.021 Epoch 53 Batch 275/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.030 Epoch 53 Batch 276/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.031 Epoch 53 Batch 277/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.018 Epoch 53 Batch 278/538 - Train Accuracy: 0.964, Validation Accuracy: 0.969, Loss: 0.022 Epoch 53 Batch 279/538 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.022 Epoch 53 Batch 280/538 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.019 Epoch 53 Batch 281/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.026 Epoch 53 Batch 282/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.025 Epoch 53 Batch 283/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.025 Epoch 53 Batch 284/538 - Train Accuracy: 0.960, Validation Accuracy: 0.970, Loss: 0.023 Epoch 53 Batch 285/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.018 Epoch 53 Batch 286/538 - Train Accuracy: 0.963, Validation Accuracy: 0.970, Loss: 0.033 Epoch 53 Batch 287/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.017 Epoch 53 Batch 288/538 - Train Accuracy: 0.961, Validation Accuracy: 0.973, Loss: 0.024 Epoch 53 Batch 289/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.019 Epoch 53 Batch 290/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.019 Epoch 53 Batch 291/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.024 Epoch 53 Batch 292/538 - Train Accuracy: 0.983, Validation Accuracy: 0.972, Loss: 0.018 Epoch 53 Batch 293/538 - Train Accuracy: 0.950, Validation Accuracy: 0.972, Loss: 0.025 Epoch 53 Batch 294/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.021 Epoch 53 Batch 295/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.024 Epoch 53 Batch 296/538 - Train Accuracy: 0.967, Validation Accuracy: 0.970, Loss: 0.032 Epoch 53 Batch 297/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.020 Epoch 53 Batch 298/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.022 Epoch 53 Batch 299/538 - Train Accuracy: 0.963, Validation Accuracy: 0.971, Loss: 0.033 Epoch 53 Batch 300/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.021 Epoch 53 Batch 301/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.029 Epoch 53 Batch 302/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.024 Epoch 53 Batch 303/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.025 Epoch 53 Batch 304/538 - Train Accuracy: 0.965, Validation Accuracy: 0.970, Loss: 0.030 Epoch 53 Batch 305/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.023 Epoch 53 Batch 306/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.023 Epoch 53 Batch 307/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.020 Epoch 53 Batch 308/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.024 Epoch 53 Batch 309/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.019 Epoch 53 Batch 310/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.027 Epoch 53 Batch 311/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.029 Epoch 53 Batch 312/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.019 Epoch 53 Batch 313/538 - Train Accuracy: 0.968, Validation Accuracy: 0.970, Loss: 0.023 Epoch 53 Batch 314/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.022 Epoch 53 Batch 315/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.018 Epoch 53 Batch 316/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.021 Epoch 53 Batch 317/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.024 Epoch 53 Batch 318/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.024 Epoch 53 Batch 319/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.027 Epoch 53 Batch 320/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.022 Epoch 53 Batch 321/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.017 Epoch 53 Batch 322/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.022 Epoch 53 Batch 323/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.016 Epoch 53 Batch 324/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.022 Epoch 53 Batch 325/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.018 Epoch 53 Batch 326/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.019 Epoch 53 Batch 327/538 - Train Accuracy: 0.975, Validation Accuracy: 0.965, Loss: 0.023 Epoch 53 Batch 328/538 - Train Accuracy: 0.975, Validation Accuracy: 0.965, Loss: 0.020 Epoch 53 Batch 329/538 - Train Accuracy: 0.980, Validation Accuracy: 0.965, Loss: 0.022 Epoch 53 Batch 330/538 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.021 Epoch 53 Batch 331/538 - Train Accuracy: 0.976, Validation Accuracy: 0.965, Loss: 0.022 Epoch 53 Batch 332/538 - Train Accuracy: 0.975, Validation Accuracy: 0.965, Loss: 0.031 Epoch 53 Batch 333/538 - Train Accuracy: 0.966, Validation Accuracy: 0.965, Loss: 0.024 Epoch 53 Batch 334/538 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.024 Epoch 53 Batch 335/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.023 Epoch 53 Batch 336/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.018 Epoch 53 Batch 337/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.021 Epoch 53 Batch 338/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.020 Epoch 53 Batch 339/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.017 Epoch 53 Batch 340/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.025 Epoch 53 Batch 341/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.024 Epoch 53 Batch 342/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.023 Epoch 53 Batch 343/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.025 Epoch 53 Batch 344/538 - Train Accuracy: 0.967, Validation Accuracy: 0.965, Loss: 0.020 Epoch 53 Batch 345/538 - Train Accuracy: 0.976, Validation Accuracy: 0.965, Loss: 0.022 Epoch 53 Batch 346/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.025 Epoch 53 Batch 347/538 - Train Accuracy: 0.975, Validation Accuracy: 0.965, Loss: 0.021 Epoch 53 Batch 348/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.019 Epoch 53 Batch 349/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.019 Epoch 53 Batch 350/538 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.029 Epoch 53 Batch 351/538 - Train Accuracy: 0.960, Validation Accuracy: 0.962, Loss: 0.028 Epoch 53 Batch 352/538 - Train Accuracy: 0.955, Validation Accuracy: 0.965, Loss: 0.039 Epoch 53 Batch 353/538 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.026 Epoch 53 Batch 354/538 - Train Accuracy: 0.967, Validation Accuracy: 0.965, Loss: 0.028 Epoch 53 Batch 355/538 - Train Accuracy: 0.976, Validation Accuracy: 0.963, Loss: 0.021 Epoch 53 Batch 356/538 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.017 Epoch 53 Batch 357/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.022 Epoch 53 Batch 358/538 - Train Accuracy: 0.976, Validation Accuracy: 0.963, Loss: 0.020 Epoch 53 Batch 359/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.023 Epoch 53 Batch 360/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.021 Epoch 53 Batch 361/538 - Train Accuracy: 0.976, Validation Accuracy: 0.964, Loss: 0.021 Epoch 53 Batch 362/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.019 Epoch 53 Batch 363/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.024 Epoch 53 Batch 364/538 - Train Accuracy: 0.966, Validation Accuracy: 0.968, Loss: 0.032 Epoch 53 Batch 365/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.021 Epoch 53 Batch 366/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.020 Epoch 53 Batch 367/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.018 Epoch 53 Batch 368/538 - Train Accuracy: 0.972, Validation Accuracy: 0.961, Loss: 0.021 Epoch 53 Batch 369/538 - Train Accuracy: 0.971, Validation Accuracy: 0.961, Loss: 0.024 Epoch 53 Batch 370/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.026 Epoch 53 Batch 371/538 - Train Accuracy: 0.980, Validation Accuracy: 0.960, Loss: 0.025 Epoch 53 Batch 372/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.025 Epoch 53 Batch 373/538 - Train Accuracy: 0.968, Validation Accuracy: 0.967, Loss: 0.019 Epoch 53 Batch 374/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.023 Epoch 53 Batch 375/538 - Train Accuracy: 0.978, Validation Accuracy: 0.964, Loss: 0.024 Epoch 53 Batch 376/538 - Train Accuracy: 0.968, Validation Accuracy: 0.962, Loss: 0.022 Epoch 53 Batch 377/538 - Train Accuracy: 0.964, Validation Accuracy: 0.962, Loss: 0.028 Epoch 53 Batch 378/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.018 Epoch 53 Batch 379/538 - Train Accuracy: 0.978, Validation Accuracy: 0.966, Loss: 0.024 Epoch 53 Batch 380/538 - Train Accuracy: 0.982, Validation Accuracy: 0.970, Loss: 0.019 Epoch 53 Batch 381/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.019 Epoch 53 Batch 382/538 - Train Accuracy: 0.961, Validation Accuracy: 0.963, Loss: 0.027 Epoch 53 Batch 383/538 - Train Accuracy: 0.974, Validation Accuracy: 0.963, Loss: 0.021 Epoch 53 Batch 384/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.022 Epoch 53 Batch 385/538 - Train Accuracy: 0.964, Validation Accuracy: 0.968, Loss: 0.023 Epoch 53 Batch 386/538 - Train Accuracy: 0.976, Validation Accuracy: 0.965, Loss: 0.025 Epoch 53 Batch 387/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.022 Epoch 53 Batch 388/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.021 Epoch 53 Batch 389/538 - Train Accuracy: 0.960, Validation Accuracy: 0.971, Loss: 0.031 Epoch 53 Batch 390/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.018 Epoch 53 Batch 391/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.024 Epoch 53 Batch 392/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.020 Epoch 53 Batch 393/538 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.020 Epoch 53 Batch 394/538 - Train Accuracy: 0.959, Validation Accuracy: 0.965, Loss: 0.028 Epoch 53 Batch 395/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.029 Epoch 53 Batch 396/538 - Train Accuracy: 0.966, Validation Accuracy: 0.961, Loss: 0.025 Epoch 53 Batch 397/538 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.031 Epoch 53 Batch 398/538 - Train Accuracy: 0.972, Validation Accuracy: 0.960, Loss: 0.024 Epoch 53 Batch 399/538 - Train Accuracy: 0.969, Validation Accuracy: 0.959, Loss: 0.025 Epoch 53 Batch 400/538 - Train Accuracy: 0.978, Validation Accuracy: 0.965, Loss: 0.027 Epoch 53 Batch 401/538 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.022 Epoch 53 Batch 402/538 - Train Accuracy: 0.980, Validation Accuracy: 0.966, Loss: 0.021 Epoch 53 Batch 403/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.031 Epoch 53 Batch 404/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.023 Epoch 53 Batch 405/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.024 Epoch 53 Batch 406/538 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.021 Epoch 53 Batch 407/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.023 Epoch 53 Batch 408/538 - Train Accuracy: 0.959, Validation Accuracy: 0.969, Loss: 0.028 Epoch 53 Batch 409/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.026 Epoch 53 Batch 410/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.025 Epoch 53 Batch 411/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.019 Epoch 53 Batch 412/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.021 Epoch 53 Batch 413/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.019 Epoch 53 Batch 414/538 - Train Accuracy: 0.962, Validation Accuracy: 0.966, Loss: 0.031 Epoch 53 Batch 415/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.023 Epoch 53 Batch 416/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.023 Epoch 53 Batch 417/538 - Train Accuracy: 0.975, Validation Accuracy: 0.961, Loss: 0.019 Epoch 53 Batch 418/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.027 Epoch 53 Batch 419/538 - Train Accuracy: 0.974, Validation Accuracy: 0.963, Loss: 0.026 Epoch 53 Batch 420/538 - Train Accuracy: 0.971, Validation Accuracy: 0.961, Loss: 0.026 Epoch 53 Batch 421/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.021 Epoch 53 Batch 422/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.026 Epoch 53 Batch 423/538 - Train Accuracy: 0.982, Validation Accuracy: 0.961, Loss: 0.020 Epoch 53 Batch 424/538 - Train Accuracy: 0.974, Validation Accuracy: 0.961, Loss: 0.026 Epoch 53 Batch 425/538 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.038 Epoch 53 Batch 426/538 - Train Accuracy: 0.979, Validation Accuracy: 0.963, Loss: 0.022 Epoch 53 Batch 427/538 - Train Accuracy: 0.967, Validation Accuracy: 0.964, Loss: 0.026 Epoch 53 Batch 428/538 - Train Accuracy: 0.970, Validation Accuracy: 0.964, Loss: 0.021 Epoch 53 Batch 429/538 - Train Accuracy: 0.980, Validation Accuracy: 0.964, Loss: 0.028 Epoch 53 Batch 430/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.022 Epoch 53 Batch 431/538 - Train Accuracy: 0.976, Validation Accuracy: 0.965, Loss: 0.024 Epoch 53 Batch 432/538 - Train Accuracy: 0.961, Validation Accuracy: 0.963, Loss: 0.023 Epoch 53 Batch 433/538 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.036 Epoch 53 Batch 434/538 - Train Accuracy: 0.971, Validation Accuracy: 0.961, Loss: 0.017 Epoch 53 Batch 435/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.024 Epoch 53 Batch 436/538 - Train Accuracy: 0.963, Validation Accuracy: 0.963, Loss: 0.028 Epoch 53 Batch 437/538 - Train Accuracy: 0.980, Validation Accuracy: 0.963, Loss: 0.019 Epoch 53 Batch 438/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.019 Epoch 53 Batch 439/538 - Train Accuracy: 0.977, Validation Accuracy: 0.961, Loss: 0.019 Epoch 53 Batch 440/538 - Train Accuracy: 0.978, Validation Accuracy: 0.958, Loss: 0.023 Epoch 53 Batch 441/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.031 Epoch 53 Batch 442/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.021 Epoch 53 Batch 443/538 - Train Accuracy: 0.963, Validation Accuracy: 0.963, Loss: 0.024 Epoch 53 Batch 444/538 - Train Accuracy: 0.974, Validation Accuracy: 0.963, Loss: 0.021 Epoch 53 Batch 445/538 - Train Accuracy: 0.965, Validation Accuracy: 0.965, Loss: 0.021 Epoch 53 Batch 446/538 - Train Accuracy: 0.973, Validation Accuracy: 0.963, Loss: 0.022 Epoch 53 Batch 447/538 - Train Accuracy: 0.976, Validation Accuracy: 0.965, Loss: 0.018 Epoch 53 Batch 448/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.023 Epoch 53 Batch 449/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.025 Epoch 53 Batch 450/538 - Train Accuracy: 0.964, Validation Accuracy: 0.966, Loss: 0.036 Epoch 53 Batch 451/538 - Train Accuracy: 0.967, Validation Accuracy: 0.964, Loss: 0.024 Epoch 53 Batch 452/538 - Train Accuracy: 0.975, Validation Accuracy: 0.962, Loss: 0.024 Epoch 53 Batch 453/538 - Train Accuracy: 0.964, Validation Accuracy: 0.962, Loss: 0.028 Epoch 53 Batch 454/538 - Train Accuracy: 0.969, Validation Accuracy: 0.962, Loss: 0.027 Epoch 53 Batch 455/538 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.023 Epoch 53 Batch 456/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.043 Epoch 53 Batch 457/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.016 Epoch 53 Batch 458/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.020 Epoch 53 Batch 459/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.022 Epoch 53 Batch 460/538 - Train Accuracy: 0.960, Validation Accuracy: 0.967, Loss: 0.030 Epoch 53 Batch 461/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.023 Epoch 53 Batch 462/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.027 Epoch 53 Batch 463/538 - Train Accuracy: 0.965, Validation Accuracy: 0.966, Loss: 0.026 Epoch 53 Batch 464/538 - Train Accuracy: 0.981, Validation Accuracy: 0.968, Loss: 0.023 Epoch 53 Batch 465/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.020 Epoch 53 Batch 466/538 - Train Accuracy: 0.966, Validation Accuracy: 0.970, Loss: 0.019 Epoch 53 Batch 467/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.023 Epoch 53 Batch 468/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.029 Epoch 53 Batch 469/538 - Train Accuracy: 0.970, Validation Accuracy: 0.971, Loss: 0.027 Epoch 53 Batch 470/538 - Train Accuracy: 0.966, Validation Accuracy: 0.973, Loss: 0.022 Epoch 53 Batch 471/538 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.018 Epoch 53 Batch 472/538 - Train Accuracy: 0.985, Validation Accuracy: 0.973, Loss: 0.015 Epoch 53 Batch 473/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.026 Epoch 53 Batch 474/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.019 Epoch 53 Batch 475/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.017 Epoch 53 Batch 476/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.020 Epoch 53 Batch 477/538 - Train Accuracy: 0.963, Validation Accuracy: 0.965, Loss: 0.023 Epoch 53 Batch 478/538 - Train Accuracy: 0.978, Validation Accuracy: 0.963, Loss: 0.018 Epoch 53 Batch 479/538 - Train Accuracy: 0.970, Validation Accuracy: 0.961, Loss: 0.023 Epoch 53 Batch 480/538 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.025 Epoch 53 Batch 481/538 - Train Accuracy: 0.975, Validation Accuracy: 0.962, Loss: 0.024 Epoch 53 Batch 482/538 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.020 Epoch 53 Batch 483/538 - Train Accuracy: 0.961, Validation Accuracy: 0.969, Loss: 0.029 Epoch 53 Batch 484/538 - Train Accuracy: 0.966, Validation Accuracy: 0.971, Loss: 0.030 Epoch 53 Batch 485/538 - Train Accuracy: 0.966, Validation Accuracy: 0.971, Loss: 0.032 Epoch 53 Batch 486/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.016 Epoch 53 Batch 487/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.019 Epoch 53 Batch 488/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.018 Epoch 53 Batch 489/538 - Train Accuracy: 0.968, Validation Accuracy: 0.972, Loss: 0.028 Epoch 53 Batch 490/538 - Train Accuracy: 0.962, Validation Accuracy: 0.972, Loss: 0.023 Epoch 53 Batch 491/538 - Train Accuracy: 0.966, Validation Accuracy: 0.975, Loss: 0.026 Epoch 53 Batch 492/538 - Train Accuracy: 0.970, Validation Accuracy: 0.973, Loss: 0.020 Epoch 53 Batch 493/538 - Train Accuracy: 0.964, Validation Accuracy: 0.972, Loss: 0.025 Epoch 53 Batch 494/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.029 Epoch 53 Batch 495/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.028 Epoch 53 Batch 496/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.017 Epoch 53 Batch 497/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.023 Epoch 53 Batch 498/538 - Train Accuracy: 0.962, Validation Accuracy: 0.971, Loss: 0.021 Epoch 53 Batch 499/538 - Train Accuracy: 0.967, Validation Accuracy: 0.971, Loss: 0.027 Epoch 53 Batch 500/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.019 Epoch 53 Batch 501/538 - Train Accuracy: 0.971, Validation Accuracy: 0.974, Loss: 0.028 Epoch 53 Batch 502/538 - Train Accuracy: 0.970, Validation Accuracy: 0.974, Loss: 0.015 Epoch 53 Batch 503/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.022 Epoch 53 Batch 504/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.021 Epoch 53 Batch 505/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.016 Epoch 53 Batch 506/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.021 Epoch 53 Batch 507/538 - Train Accuracy: 0.970, Validation Accuracy: 0.973, Loss: 0.023 Epoch 53 Batch 508/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.026 Epoch 53 Batch 509/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.026 Epoch 53 Batch 510/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.021 Epoch 53 Batch 511/538 - Train Accuracy: 0.956, Validation Accuracy: 0.966, Loss: 0.034 Epoch 53 Batch 512/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.024 Epoch 53 Batch 513/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.022 Epoch 53 Batch 514/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.020 Epoch 53 Batch 515/538 - Train Accuracy: 0.963, Validation Accuracy: 0.970, Loss: 0.019 Epoch 53 Batch 516/538 - Train Accuracy: 0.967, Validation Accuracy: 0.970, Loss: 0.020 Epoch 53 Batch 517/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.020 Epoch 53 Batch 518/538 - Train Accuracy: 0.959, Validation Accuracy: 0.972, Loss: 0.029 Epoch 53 Batch 519/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.021 Epoch 53 Batch 520/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.026 Epoch 53 Batch 521/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.032 Epoch 53 Batch 522/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.021 Epoch 53 Batch 523/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.022 Epoch 53 Batch 524/538 - Train Accuracy: 0.966, Validation Accuracy: 0.970, Loss: 0.022 Epoch 53 Batch 525/538 - Train Accuracy: 0.970, Validation Accuracy: 0.971, Loss: 0.028 Epoch 53 Batch 526/538 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.022 Epoch 53 Batch 527/538 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.023 Epoch 53 Batch 528/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.023 Epoch 53 Batch 529/538 - Train Accuracy: 0.967, Validation Accuracy: 0.968, Loss: 0.023 Epoch 53 Batch 530/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.030 Epoch 53 Batch 531/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.030 Epoch 53 Batch 532/538 - Train Accuracy: 0.962, Validation Accuracy: 0.968, Loss: 0.025 Epoch 53 Batch 533/538 - Train Accuracy: 0.967, Validation Accuracy: 0.968, Loss: 0.023 Epoch 53 Batch 534/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.019 Epoch 53 Batch 535/538 - Train Accuracy: 0.963, Validation Accuracy: 0.969, Loss: 0.025 Epoch 53 Batch 536/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.025 Epoch 54 Batch 0/538 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.020 Epoch 54 Batch 1/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.024 Epoch 54 Batch 2/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.026 Epoch 54 Batch 3/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.022 Epoch 54 Batch 4/538 - Train Accuracy: 0.977, Validation Accuracy: 0.963, Loss: 0.023 Epoch 54 Batch 5/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.023 Epoch 54 Batch 6/538 - Train Accuracy: 0.977, Validation Accuracy: 0.963, Loss: 0.027 Epoch 54 Batch 7/538 - Train Accuracy: 0.976, Validation Accuracy: 0.963, Loss: 0.023 Epoch 54 Batch 8/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.021 Epoch 54 Batch 9/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.019 Epoch 54 Batch 10/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.027 Epoch 54 Batch 11/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.023 Epoch 54 Batch 12/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.020 Epoch 54 Batch 13/538 - Train Accuracy: 0.963, Validation Accuracy: 0.963, Loss: 0.022 Epoch 54 Batch 14/538 - Train Accuracy: 0.968, Validation Accuracy: 0.962, Loss: 0.019 Epoch 54 Batch 15/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.033 Epoch 54 Batch 16/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.020 Epoch 54 Batch 17/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.026 Epoch 54 Batch 18/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.029 Epoch 54 Batch 19/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.020 Epoch 54 Batch 20/538 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.027 Epoch 54 Batch 21/538 - Train Accuracy: 0.984, Validation Accuracy: 0.969, Loss: 0.018 Epoch 54 Batch 22/538 - Train Accuracy: 0.968, Validation Accuracy: 0.974, Loss: 0.021 Epoch 54 Batch 23/538 - Train Accuracy: 0.966, Validation Accuracy: 0.974, Loss: 0.031 Epoch 54 Batch 24/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.027 Epoch 54 Batch 25/538 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.029 Epoch 54 Batch 26/538 - Train Accuracy: 0.963, Validation Accuracy: 0.968, Loss: 0.027 Epoch 54 Batch 27/538 - Train Accuracy: 0.984, Validation Accuracy: 0.966, Loss: 0.014 Epoch 54 Batch 28/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.022 Epoch 54 Batch 29/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.017 Epoch 54 Batch 30/538 - Train Accuracy: 0.962, Validation Accuracy: 0.965, Loss: 0.024 Epoch 54 Batch 31/538 - Train Accuracy: 0.965, Validation Accuracy: 0.964, Loss: 0.019 Epoch 54 Batch 32/538 - Train Accuracy: 0.974, Validation Accuracy: 0.960, Loss: 0.015 Epoch 54 Batch 33/538 - Train Accuracy: 0.964, Validation Accuracy: 0.962, Loss: 0.026 Epoch 54 Batch 34/538 - Train Accuracy: 0.961, Validation Accuracy: 0.964, Loss: 0.031 Epoch 54 Batch 35/538 - Train Accuracy: 0.976, Validation Accuracy: 0.961, Loss: 0.015 Epoch 54 Batch 36/538 - Train Accuracy: 0.973, Validation Accuracy: 0.963, Loss: 0.024 Epoch 54 Batch 37/538 - Train Accuracy: 0.969, Validation Accuracy: 0.958, Loss: 0.025 Epoch 54 Batch 38/538 - Train Accuracy: 0.963, Validation Accuracy: 0.958, Loss: 0.018 Epoch 54 Batch 39/538 - Train Accuracy: 0.971, Validation Accuracy: 0.958, Loss: 0.026 Epoch 54 Batch 40/538 - Train Accuracy: 0.969, Validation Accuracy: 0.958, Loss: 0.017 Epoch 54 Batch 41/538 - Train Accuracy: 0.980, Validation Accuracy: 0.958, Loss: 0.022 Epoch 54 Batch 42/538 - Train Accuracy: 0.972, Validation Accuracy: 0.960, Loss: 0.022 Epoch 54 Batch 43/538 - Train Accuracy: 0.959, Validation Accuracy: 0.968, Loss: 0.029 Epoch 54 Batch 44/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.021 Epoch 54 Batch 45/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.020 Epoch 54 Batch 46/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.025 Epoch 54 Batch 47/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.025 Epoch 54 Batch 48/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.022 Epoch 54 Batch 49/538 - Train Accuracy: 0.965, Validation Accuracy: 0.971, Loss: 0.028 Epoch 54 Batch 50/538 - Train Accuracy: 0.970, Validation Accuracy: 0.974, Loss: 0.022 Epoch 54 Batch 51/538 - Train Accuracy: 0.961, Validation Accuracy: 0.971, Loss: 0.027 Epoch 54 Batch 52/538 - Train Accuracy: 0.969, Validation Accuracy: 0.971, Loss: 0.026 Epoch 54 Batch 53/538 - Train Accuracy: 0.960, Validation Accuracy: 0.971, Loss: 0.023 Epoch 54 Batch 54/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.023 Epoch 54 Batch 55/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.020 Epoch 54 Batch 56/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.022 Epoch 54 Batch 57/538 - Train Accuracy: 0.955, Validation Accuracy: 0.967, Loss: 0.025 Epoch 54 Batch 58/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.017 Epoch 54 Batch 59/538 - Train Accuracy: 0.965, Validation Accuracy: 0.967, Loss: 0.026 Epoch 54 Batch 60/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.026 Epoch 54 Batch 61/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.019 Epoch 54 Batch 62/538 - Train Accuracy: 0.964, Validation Accuracy: 0.970, Loss: 0.031 Epoch 54 Batch 63/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.021 Epoch 54 Batch 64/538 - Train Accuracy: 0.969, Validation Accuracy: 0.971, Loss: 0.021 Epoch 54 Batch 65/538 - Train Accuracy: 0.957, Validation Accuracy: 0.971, Loss: 0.026 Epoch 54 Batch 66/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.016 Epoch 54 Batch 67/538 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.019 Epoch 54 Batch 68/538 - Train Accuracy: 0.965, Validation Accuracy: 0.972, Loss: 0.024 Epoch 54 Batch 69/538 - Train Accuracy: 0.974, Validation Accuracy: 0.974, Loss: 0.020 Epoch 54 Batch 70/538 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.022 Epoch 54 Batch 71/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.029 Epoch 54 Batch 72/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.042 Epoch 54 Batch 73/538 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.024 Epoch 54 Batch 74/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.018 Epoch 54 Batch 75/538 - Train Accuracy: 0.967, Validation Accuracy: 0.970, Loss: 0.024 Epoch 54 Batch 76/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.023 Epoch 54 Batch 77/538 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.021 Epoch 54 Batch 78/538 - Train Accuracy: 0.964, Validation Accuracy: 0.969, Loss: 0.024 Epoch 54 Batch 79/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.016 Epoch 54 Batch 80/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.022 Epoch 54 Batch 81/538 - Train Accuracy: 0.964, Validation Accuracy: 0.962, Loss: 0.027 Epoch 54 Batch 82/538 - Train Accuracy: 0.974, Validation Accuracy: 0.962, Loss: 0.023 Epoch 54 Batch 83/538 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.024 Epoch 54 Batch 84/538 - Train Accuracy: 0.960, Validation Accuracy: 0.961, Loss: 0.030 Epoch 54 Batch 85/538 - Train Accuracy: 0.974, Validation Accuracy: 0.961, Loss: 0.027 Epoch 54 Batch 86/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.021 Epoch 54 Batch 87/538 - Train Accuracy: 0.954, Validation Accuracy: 0.964, Loss: 0.031 Epoch 54 Batch 88/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.025 Epoch 54 Batch 89/538 - Train Accuracy: 0.967, Validation Accuracy: 0.970, Loss: 0.024 Epoch 54 Batch 90/538 - Train Accuracy: 0.968, Validation Accuracy: 0.971, Loss: 0.024 Epoch 54 Batch 91/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.025 Epoch 54 Batch 92/538 - Train Accuracy: 0.964, Validation Accuracy: 0.973, Loss: 0.029 Epoch 54 Batch 93/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.018 Epoch 54 Batch 94/538 - Train Accuracy: 0.966, Validation Accuracy: 0.974, Loss: 0.023 Epoch 54 Batch 95/538 - Train Accuracy: 0.970, Validation Accuracy: 0.974, Loss: 0.021 Epoch 54 Batch 96/538 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.022 Epoch 54 Batch 97/538 - Train Accuracy: 0.967, Validation Accuracy: 0.972, Loss: 0.020 Epoch 54 Batch 98/538 - Train Accuracy: 0.966, Validation Accuracy: 0.974, Loss: 0.022 Epoch 54 Batch 99/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.020 Epoch 54 Batch 100/538 - Train Accuracy: 0.971, Validation Accuracy: 0.974, Loss: 0.023 Epoch 54 Batch 101/538 - Train Accuracy: 0.960, Validation Accuracy: 0.976, Loss: 0.034 Epoch 54 Batch 102/538 - Train Accuracy: 0.966, Validation Accuracy: 0.974, Loss: 0.030 Epoch 54 Batch 103/538 - Train Accuracy: 0.962, Validation Accuracy: 0.972, Loss: 0.021 Epoch 54 Batch 104/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.019 Epoch 54 Batch 105/538 - Train Accuracy: 0.968, Validation Accuracy: 0.970, Loss: 0.024 Epoch 54 Batch 106/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.020 Epoch 54 Batch 107/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.024 Epoch 54 Batch 108/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.025 Epoch 54 Batch 109/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.021 Epoch 54 Batch 110/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.019 Epoch 54 Batch 111/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.021 Epoch 54 Batch 112/538 - Train Accuracy: 0.964, Validation Accuracy: 0.967, Loss: 0.029 Epoch 54 Batch 113/538 - Train Accuracy: 0.960, Validation Accuracy: 0.966, Loss: 0.027 Epoch 54 Batch 114/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.026 Epoch 54 Batch 115/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.021 Epoch 54 Batch 116/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.025 Epoch 54 Batch 117/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.023 Epoch 54 Batch 118/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.020 Epoch 54 Batch 119/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.017 Epoch 54 Batch 120/538 - Train Accuracy: 0.964, Validation Accuracy: 0.973, Loss: 0.021 Epoch 54 Batch 121/538 - Train Accuracy: 0.968, Validation Accuracy: 0.974, Loss: 0.022 Epoch 54 Batch 122/538 - Train Accuracy: 0.970, Validation Accuracy: 0.976, Loss: 0.025 Epoch 54 Batch 123/538 - Train Accuracy: 0.964, Validation Accuracy: 0.974, Loss: 0.027 Epoch 54 Batch 124/538 - Train Accuracy: 0.960, Validation Accuracy: 0.971, Loss: 0.028 Epoch 54 Batch 125/538 - Train Accuracy: 0.963, Validation Accuracy: 0.971, Loss: 0.028 Epoch 54 Batch 126/538 - Train Accuracy: 0.960, Validation Accuracy: 0.971, Loss: 0.029 Epoch 54 Batch 127/538 - Train Accuracy: 0.952, Validation Accuracy: 0.971, Loss: 0.034 Epoch 54 Batch 128/538 - Train Accuracy: 0.971, Validation Accuracy: 0.974, Loss: 0.022 Epoch 54 Batch 129/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.016 Epoch 54 Batch 130/538 - Train Accuracy: 0.967, Validation Accuracy: 0.972, Loss: 0.023 Epoch 54 Batch 131/538 - Train Accuracy: 0.976, Validation Accuracy: 0.975, Loss: 0.022 Epoch 54 Batch 132/538 - Train Accuracy: 0.965, Validation Accuracy: 0.975, Loss: 0.025 Epoch 54 Batch 133/538 - Train Accuracy: 0.969, Validation Accuracy: 0.975, Loss: 0.027 Epoch 54 Batch 134/538 - Train Accuracy: 0.966, Validation Accuracy: 0.974, Loss: 0.031 Epoch 54 Batch 135/538 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.035 Epoch 54 Batch 136/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.024 Epoch 54 Batch 137/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.029 Epoch 54 Batch 138/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.025 Epoch 54 Batch 139/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.026 Epoch 54 Batch 140/538 - Train Accuracy: 0.962, Validation Accuracy: 0.964, Loss: 0.032 Epoch 54 Batch 141/538 - Train Accuracy: 0.965, Validation Accuracy: 0.964, Loss: 0.033 Epoch 54 Batch 142/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.027 Epoch 54 Batch 143/538 - Train Accuracy: 0.965, Validation Accuracy: 0.971, Loss: 0.030 Epoch 54 Batch 144/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.029 Epoch 54 Batch 145/538 - Train Accuracy: 0.960, Validation Accuracy: 0.975, Loss: 0.037 Epoch 54 Batch 146/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.022 Epoch 54 Batch 147/538 - Train Accuracy: 0.967, Validation Accuracy: 0.970, Loss: 0.026 Epoch 54 Batch 148/538 - Train Accuracy: 0.962, Validation Accuracy: 0.972, Loss: 0.023 Epoch 54 Batch 149/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.020 Epoch 54 Batch 150/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.021 Epoch 54 Batch 151/538 - Train Accuracy: 0.965, Validation Accuracy: 0.970, Loss: 0.025 Epoch 54 Batch 152/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.024 Epoch 54 Batch 153/538 - Train Accuracy: 0.964, Validation Accuracy: 0.970, Loss: 0.025 Epoch 54 Batch 154/538 - Train Accuracy: 0.970, Validation Accuracy: 0.971, Loss: 0.020 Epoch 54 Batch 155/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.029 Epoch 54 Batch 156/538 - Train Accuracy: 0.978, Validation Accuracy: 0.964, Loss: 0.022 Epoch 54 Batch 157/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.020 Epoch 54 Batch 158/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.025 Epoch 54 Batch 159/538 - Train Accuracy: 0.962, Validation Accuracy: 0.966, Loss: 0.028 Epoch 54 Batch 160/538 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.021 Epoch 54 Batch 161/538 - Train Accuracy: 0.978, Validation Accuracy: 0.965, Loss: 0.026 Epoch 54 Batch 162/538 - Train Accuracy: 0.979, Validation Accuracy: 0.965, Loss: 0.023 Epoch 54 Batch 163/538 - Train Accuracy: 0.961, Validation Accuracy: 0.965, Loss: 0.029 Epoch 54 Batch 164/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.026 Epoch 54 Batch 165/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.021 Epoch 54 Batch 166/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.021 Epoch 54 Batch 167/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.043 Epoch 54 Batch 168/538 - Train Accuracy: 0.966, Validation Accuracy: 0.972, Loss: 0.024 Epoch 54 Batch 169/538 - Train Accuracy: 0.979, Validation Accuracy: 0.966, Loss: 0.019 Epoch 54 Batch 170/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.022 Epoch 54 Batch 171/538 - Train Accuracy: 0.964, Validation Accuracy: 0.966, Loss: 0.021 Epoch 54 Batch 172/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.018 Epoch 54 Batch 173/538 - Train Accuracy: 0.977, Validation Accuracy: 0.964, Loss: 0.017 Epoch 54 Batch 174/538 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.022 Epoch 54 Batch 175/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.021 Epoch 54 Batch 176/538 - Train Accuracy: 0.975, Validation Accuracy: 0.962, Loss: 0.022 Epoch 54 Batch 177/538 - Train Accuracy: 0.969, Validation Accuracy: 0.962, Loss: 0.023 Epoch 54 Batch 178/538 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.024 Epoch 54 Batch 179/538 - Train Accuracy: 0.982, Validation Accuracy: 0.964, Loss: 0.023 Epoch 54 Batch 180/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.023 Epoch 54 Batch 181/538 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.026 Epoch 54 Batch 182/538 - Train Accuracy: 0.965, Validation Accuracy: 0.965, Loss: 0.017 Epoch 54 Batch 183/538 - Train Accuracy: 0.978, Validation Accuracy: 0.965, Loss: 0.019 Epoch 54 Batch 184/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.024 Epoch 54 Batch 185/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.017 Epoch 54 Batch 186/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.025 Epoch 54 Batch 187/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.028 Epoch 54 Batch 188/538 - Train Accuracy: 0.957, Validation Accuracy: 0.959, Loss: 0.021 Epoch 54 Batch 189/538 - Train Accuracy: 0.973, Validation Accuracy: 0.960, Loss: 0.024 Epoch 54 Batch 190/538 - Train Accuracy: 0.961, Validation Accuracy: 0.958, Loss: 0.029 Epoch 54 Batch 191/538 - Train Accuracy: 0.977, Validation Accuracy: 0.956, Loss: 0.021 Epoch 54 Batch 192/538 - Train Accuracy: 0.975, Validation Accuracy: 0.949, Loss: 0.020 Epoch 54 Batch 193/538 - Train Accuracy: 0.963, Validation Accuracy: 0.947, Loss: 0.030 Epoch 54 Batch 194/538 - Train Accuracy: 0.965, Validation Accuracy: 0.953, Loss: 0.032 Epoch 54 Batch 195/538 - Train Accuracy: 0.972, Validation Accuracy: 0.954, Loss: 0.030 Epoch 54 Batch 196/538 - Train Accuracy: 0.962, Validation Accuracy: 0.953, Loss: 0.024 Epoch 54 Batch 197/538 - Train Accuracy: 0.977, Validation Accuracy: 0.955, Loss: 0.022 Epoch 54 Batch 198/538 - Train Accuracy: 0.975, Validation Accuracy: 0.953, Loss: 0.024 Epoch 54 Batch 199/538 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.024 Epoch 54 Batch 200/538 - Train Accuracy: 0.975, Validation Accuracy: 0.960, Loss: 0.021 Epoch 54 Batch 201/538 - Train Accuracy: 0.967, Validation Accuracy: 0.960, Loss: 0.030 Epoch 54 Batch 202/538 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.026 Epoch 54 Batch 203/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.031 Epoch 54 Batch 204/538 - Train Accuracy: 0.960, Validation Accuracy: 0.963, Loss: 0.035 Epoch 54 Batch 205/538 - Train Accuracy: 0.973, Validation Accuracy: 0.963, Loss: 0.022 Epoch 54 Batch 206/538 - Train Accuracy: 0.973, Validation Accuracy: 0.958, Loss: 0.020 Epoch 54 Batch 207/538 - Train Accuracy: 0.970, Validation Accuracy: 0.954, Loss: 0.029 Epoch 54 Batch 208/538 - Train Accuracy: 0.969, Validation Accuracy: 0.958, Loss: 0.028 Epoch 54 Batch 209/538 - Train Accuracy: 0.974, Validation Accuracy: 0.953, Loss: 0.025 Epoch 54 Batch 210/538 - Train Accuracy: 0.968, Validation Accuracy: 0.955, Loss: 0.026 Epoch 54 Batch 211/538 - Train Accuracy: 0.965, Validation Accuracy: 0.955, Loss: 0.025 Epoch 54 Batch 212/538 - Train Accuracy: 0.962, Validation Accuracy: 0.955, Loss: 0.025 Epoch 54 Batch 213/538 - Train Accuracy: 0.969, Validation Accuracy: 0.960, Loss: 0.025 Epoch 54 Batch 214/538 - Train Accuracy: 0.971, Validation Accuracy: 0.960, Loss: 0.017 Epoch 54 Batch 215/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.020 Epoch 54 Batch 216/538 - Train Accuracy: 0.963, Validation Accuracy: 0.966, Loss: 0.022 Epoch 54 Batch 217/538 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.028 Epoch 54 Batch 218/538 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.020 Epoch 54 Batch 219/538 - Train Accuracy: 0.965, Validation Accuracy: 0.964, Loss: 0.030 Epoch 54 Batch 220/538 - Train Accuracy: 0.959, Validation Accuracy: 0.964, Loss: 0.024 Epoch 54 Batch 221/538 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.019 Epoch 54 Batch 222/538 - Train Accuracy: 0.976, Validation Accuracy: 0.964, Loss: 0.018 Epoch 54 Batch 223/538 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.024 Epoch 54 Batch 224/538 - Train Accuracy: 0.969, Validation Accuracy: 0.960, Loss: 0.023 Epoch 54 Batch 225/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.022 Epoch 54 Batch 226/538 - Train Accuracy: 0.956, Validation Accuracy: 0.962, Loss: 0.029 Epoch 54 Batch 227/538 - Train Accuracy: 0.968, Validation Accuracy: 0.962, Loss: 0.026 Epoch 54 Batch 228/538 - Train Accuracy: 0.958, Validation Accuracy: 0.962, Loss: 0.026 Epoch 54 Batch 229/538 - Train Accuracy: 0.975, Validation Accuracy: 0.960, Loss: 0.028 Epoch 54 Batch 230/538 - Train Accuracy: 0.962, Validation Accuracy: 0.960, Loss: 0.022 Epoch 54 Batch 231/538 - Train Accuracy: 0.968, Validation Accuracy: 0.956, Loss: 0.028 Epoch 54 Batch 232/538 - Train Accuracy: 0.970, Validation Accuracy: 0.956, Loss: 0.026 Epoch 54 Batch 233/538 - Train Accuracy: 0.973, Validation Accuracy: 0.958, Loss: 0.029 Epoch 54 Batch 234/538 - Train Accuracy: 0.975, Validation Accuracy: 0.957, Loss: 0.018 Epoch 54 Batch 235/538 - Train Accuracy: 0.971, Validation Accuracy: 0.957, Loss: 0.018 Epoch 54 Batch 236/538 - Train Accuracy: 0.967, Validation Accuracy: 0.955, Loss: 0.020 Epoch 54 Batch 237/538 - Train Accuracy: 0.963, Validation Accuracy: 0.955, Loss: 0.019 Epoch 54 Batch 238/538 - Train Accuracy: 0.975, Validation Accuracy: 0.959, Loss: 0.023 Epoch 54 Batch 239/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.027 Epoch 54 Batch 240/538 - Train Accuracy: 0.966, Validation Accuracy: 0.968, Loss: 0.023 Epoch 54 Batch 241/538 - Train Accuracy: 0.961, Validation Accuracy: 0.970, Loss: 0.028 Epoch 54 Batch 242/538 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.022 Epoch 54 Batch 243/538 - Train Accuracy: 0.976, Validation Accuracy: 0.964, Loss: 0.021 Epoch 54 Batch 244/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.018 Epoch 54 Batch 245/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.035 Epoch 54 Batch 246/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.021 Epoch 54 Batch 247/538 - Train Accuracy: 0.959, Validation Accuracy: 0.968, Loss: 0.023 Epoch 54 Batch 248/538 - Train Accuracy: 0.956, Validation Accuracy: 0.963, Loss: 0.022 Epoch 54 Batch 249/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.016 Epoch 54 Batch 250/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.020 Epoch 54 Batch 251/538 - Train Accuracy: 0.966, Validation Accuracy: 0.965, Loss: 0.021 Epoch 54 Batch 252/538 - Train Accuracy: 0.965, Validation Accuracy: 0.965, Loss: 0.026 Epoch 54 Batch 253/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.018 Epoch 54 Batch 254/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.026 Epoch 54 Batch 255/538 - Train Accuracy: 0.978, Validation Accuracy: 0.964, Loss: 0.021 Epoch 54 Batch 256/538 - Train Accuracy: 0.966, Validation Accuracy: 0.971, Loss: 0.024 Epoch 54 Batch 257/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.021 Epoch 54 Batch 258/538 - Train Accuracy: 0.978, Validation Accuracy: 0.975, Loss: 0.024 Epoch 54 Batch 259/538 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.020 Epoch 54 Batch 260/538 - Train Accuracy: 0.962, Validation Accuracy: 0.972, Loss: 0.025 Epoch 54 Batch 261/538 - Train Accuracy: 0.968, Validation Accuracy: 0.967, Loss: 0.028 Epoch 54 Batch 262/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.029 Epoch 54 Batch 263/538 - Train Accuracy: 0.966, Validation Accuracy: 0.968, Loss: 0.024 Epoch 54 Batch 264/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.022 Epoch 54 Batch 265/538 - Train Accuracy: 0.961, Validation Accuracy: 0.962, Loss: 0.027 Epoch 54 Batch 266/538 - Train Accuracy: 0.962, Validation Accuracy: 0.962, Loss: 0.024 Epoch 54 Batch 267/538 - Train Accuracy: 0.968, Validation Accuracy: 0.962, Loss: 0.026 Epoch 54 Batch 268/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.021 Epoch 54 Batch 269/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.019 Epoch 54 Batch 270/538 - Train Accuracy: 0.965, Validation Accuracy: 0.969, Loss: 0.023 Epoch 54 Batch 271/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.014 Epoch 54 Batch 272/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.024 Epoch 54 Batch 273/538 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.024 Epoch 54 Batch 274/538 - Train Accuracy: 0.957, Validation Accuracy: 0.968, Loss: 0.025 Epoch 54 Batch 275/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.030 Epoch 54 Batch 276/538 - Train Accuracy: 0.967, Validation Accuracy: 0.970, Loss: 0.029 Epoch 54 Batch 277/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.019 Epoch 54 Batch 278/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.020 Epoch 54 Batch 279/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.021 Epoch 54 Batch 280/538 - Train Accuracy: 0.980, Validation Accuracy: 0.963, Loss: 0.020 Epoch 54 Batch 281/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.025 Epoch 54 Batch 282/538 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.023 Epoch 54 Batch 283/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.024 Epoch 54 Batch 284/538 - Train Accuracy: 0.969, Validation Accuracy: 0.955, Loss: 0.030 Epoch 54 Batch 285/538 - Train Accuracy: 0.969, Validation Accuracy: 0.955, Loss: 0.016 Epoch 54 Batch 286/538 - Train Accuracy: 0.966, Validation Accuracy: 0.957, Loss: 0.031 Epoch 54 Batch 287/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.017 Epoch 54 Batch 288/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.028 Epoch 54 Batch 289/538 - Train Accuracy: 0.976, Validation Accuracy: 0.965, Loss: 0.022 Epoch 54 Batch 290/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.020 Epoch 54 Batch 291/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.022 Epoch 54 Batch 292/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.019 Epoch 54 Batch 293/538 - Train Accuracy: 0.964, Validation Accuracy: 0.967, Loss: 0.021 Epoch 54 Batch 294/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.023 Epoch 54 Batch 295/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.023 Epoch 54 Batch 296/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.031 Epoch 54 Batch 297/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.029 Epoch 54 Batch 298/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.021 Epoch 54 Batch 299/538 - Train Accuracy: 0.968, Validation Accuracy: 0.971, Loss: 0.032 Epoch 54 Batch 300/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.023 Epoch 54 Batch 301/538 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.020 Epoch 54 Batch 302/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.024 Epoch 54 Batch 303/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.024 Epoch 54 Batch 304/538 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.030 Epoch 54 Batch 305/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.021 Epoch 54 Batch 306/538 - Train Accuracy: 0.976, Validation Accuracy: 0.975, Loss: 0.025 Epoch 54 Batch 307/538 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.019 Epoch 54 Batch 308/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.018 Epoch 54 Batch 309/538 - Train Accuracy: 0.968, Validation Accuracy: 0.973, Loss: 0.019 Epoch 54 Batch 310/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.026 Epoch 54 Batch 311/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.028 Epoch 54 Batch 312/538 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.019 Epoch 54 Batch 313/538 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.024 Epoch 54 Batch 314/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.025 Epoch 54 Batch 315/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.014 Epoch 54 Batch 316/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.018 Epoch 54 Batch 317/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.021 Epoch 54 Batch 318/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.024 Epoch 54 Batch 319/538 - Train Accuracy: 0.969, Validation Accuracy: 0.973, Loss: 0.025 Epoch 54 Batch 320/538 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.016 Epoch 54 Batch 321/538 - Train Accuracy: 0.973, Validation Accuracy: 0.975, Loss: 0.021 Epoch 54 Batch 322/538 - Train Accuracy: 0.979, Validation Accuracy: 0.977, Loss: 0.020 Epoch 54 Batch 323/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.023 Epoch 54 Batch 324/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.022 Epoch 54 Batch 325/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.021 Epoch 54 Batch 326/538 - Train Accuracy: 0.967, Validation Accuracy: 0.974, Loss: 0.026 Epoch 54 Batch 327/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.020 Epoch 54 Batch 328/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.014 Epoch 54 Batch 329/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.017 Epoch 54 Batch 330/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.018 Epoch 54 Batch 331/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.023 Epoch 54 Batch 332/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.029 Epoch 54 Batch 333/538 - Train Accuracy: 0.969, Validation Accuracy: 0.971, Loss: 0.021 Epoch 54 Batch 334/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.024 Epoch 54 Batch 335/538 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.025 Epoch 54 Batch 336/538 - Train Accuracy: 0.969, Validation Accuracy: 0.975, Loss: 0.021 Epoch 54 Batch 337/538 - Train Accuracy: 0.973, Validation Accuracy: 0.975, Loss: 0.025 Epoch 54 Batch 338/538 - Train Accuracy: 0.976, Validation Accuracy: 0.975, Loss: 0.023 Epoch 54 Batch 339/538 - Train Accuracy: 0.969, Validation Accuracy: 0.971, Loss: 0.020 Epoch 54 Batch 340/538 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.022 Epoch 54 Batch 341/538 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.021 Epoch 54 Batch 342/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.020 Epoch 54 Batch 343/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.023 Epoch 54 Batch 344/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.020 Epoch 54 Batch 345/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.020 Epoch 54 Batch 346/538 - Train Accuracy: 0.966, Validation Accuracy: 0.968, Loss: 0.027 Epoch 54 Batch 347/538 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.020 Epoch 54 Batch 348/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.018 Epoch 54 Batch 349/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.015 Epoch 54 Batch 350/538 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.035 Epoch 54 Batch 351/538 - Train Accuracy: 0.967, Validation Accuracy: 0.965, Loss: 0.031 Epoch 54 Batch 352/538 - Train Accuracy: 0.968, Validation Accuracy: 0.965, Loss: 0.043 Epoch 54 Batch 353/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.027 Epoch 54 Batch 354/538 - Train Accuracy: 0.972, Validation Accuracy: 0.960, Loss: 0.024 Epoch 54 Batch 355/538 - Train Accuracy: 0.972, Validation Accuracy: 0.960, Loss: 0.023 Epoch 54 Batch 356/538 - Train Accuracy: 0.976, Validation Accuracy: 0.960, Loss: 0.018 Epoch 54 Batch 357/538 - Train Accuracy: 0.976, Validation Accuracy: 0.960, Loss: 0.023 Epoch 54 Batch 358/538 - Train Accuracy: 0.971, Validation Accuracy: 0.960, Loss: 0.023 Epoch 54 Batch 359/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.029 Epoch 54 Batch 360/538 - Train Accuracy: 0.970, Validation Accuracy: 0.960, Loss: 0.022 Epoch 54 Batch 361/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.026 Epoch 54 Batch 362/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.020 Epoch 54 Batch 363/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.026 Epoch 54 Batch 364/538 - Train Accuracy: 0.964, Validation Accuracy: 0.967, Loss: 0.031 Epoch 54 Batch 365/538 - Train Accuracy: 0.976, Validation Accuracy: 0.963, Loss: 0.023 Epoch 54 Batch 366/538 - Train Accuracy: 0.977, Validation Accuracy: 0.963, Loss: 0.023 Epoch 54 Batch 367/538 - Train Accuracy: 0.978, Validation Accuracy: 0.965, Loss: 0.021 Epoch 54 Batch 368/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.022 Epoch 54 Batch 369/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.019 Epoch 54 Batch 370/538 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.029 Epoch 54 Batch 371/538 - Train Accuracy: 0.979, Validation Accuracy: 0.966, Loss: 0.025 Epoch 54 Batch 372/538 - Train Accuracy: 0.977, Validation Accuracy: 0.962, Loss: 0.026 Epoch 54 Batch 373/538 - Train Accuracy: 0.973, Validation Accuracy: 0.960, Loss: 0.018 Epoch 54 Batch 374/538 - Train Accuracy: 0.975, Validation Accuracy: 0.958, Loss: 0.026 Epoch 54 Batch 375/538 - Train Accuracy: 0.977, Validation Accuracy: 0.962, Loss: 0.024 Epoch 54 Batch 376/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.020 Epoch 54 Batch 377/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.030 Epoch 54 Batch 378/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.020 Epoch 54 Batch 379/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.020 Epoch 54 Batch 380/538 - Train Accuracy: 0.982, Validation Accuracy: 0.962, Loss: 0.018 Epoch 54 Batch 381/538 - Train Accuracy: 0.976, Validation Accuracy: 0.962, Loss: 0.021 Epoch 54 Batch 382/538 - Train Accuracy: 0.953, Validation Accuracy: 0.962, Loss: 0.026 Epoch 54 Batch 383/538 - Train Accuracy: 0.974, Validation Accuracy: 0.960, Loss: 0.021 Epoch 54 Batch 384/538 - Train Accuracy: 0.973, Validation Accuracy: 0.960, Loss: 0.022 Epoch 54 Batch 385/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.025 Epoch 54 Batch 386/538 - Train Accuracy: 0.980, Validation Accuracy: 0.968, Loss: 0.021 Epoch 54 Batch 387/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.017 Epoch 54 Batch 388/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.027 Epoch 54 Batch 389/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.030 Epoch 54 Batch 390/538 - Train Accuracy: 0.965, Validation Accuracy: 0.972, Loss: 0.021 Epoch 54 Batch 391/538 - Train Accuracy: 0.963, Validation Accuracy: 0.970, Loss: 0.021 Epoch 54 Batch 392/538 - Train Accuracy: 0.968, Validation Accuracy: 0.970, Loss: 0.024 Epoch 54 Batch 393/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.022 Epoch 54 Batch 394/538 - Train Accuracy: 0.967, Validation Accuracy: 0.972, Loss: 0.026 Epoch 54 Batch 395/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.022 Epoch 54 Batch 396/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.026 Epoch 54 Batch 397/538 - Train Accuracy: 0.976, Validation Accuracy: 0.965, Loss: 0.024 Epoch 54 Batch 398/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.020 Epoch 54 Batch 399/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.022 Epoch 54 Batch 400/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.020 Epoch 54 Batch 401/538 - Train Accuracy: 0.978, Validation Accuracy: 0.966, Loss: 0.019 Epoch 54 Batch 402/538 - Train Accuracy: 0.980, Validation Accuracy: 0.966, Loss: 0.023 Epoch 54 Batch 403/538 - Train Accuracy: 0.978, Validation Accuracy: 0.964, Loss: 0.027 Epoch 54 Batch 404/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.026 Epoch 54 Batch 405/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.021 Epoch 54 Batch 406/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.022 Epoch 54 Batch 407/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.021 Epoch 54 Batch 408/538 - Train Accuracy: 0.961, Validation Accuracy: 0.964, Loss: 0.026 Epoch 54 Batch 409/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.022 Epoch 54 Batch 410/538 - Train Accuracy: 0.979, Validation Accuracy: 0.964, Loss: 0.019 Epoch 54 Batch 411/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.026 Epoch 54 Batch 412/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.015 Epoch 54 Batch 413/538 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.023 Epoch 54 Batch 414/538 - Train Accuracy: 0.964, Validation Accuracy: 0.969, Loss: 0.033 Epoch 54 Batch 415/538 - Train Accuracy: 0.965, Validation Accuracy: 0.969, Loss: 0.023 Epoch 54 Batch 416/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.022 Epoch 54 Batch 417/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.020 Epoch 54 Batch 418/538 - Train Accuracy: 0.966, Validation Accuracy: 0.970, Loss: 0.027 Epoch 54 Batch 419/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.020 Epoch 54 Batch 420/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.023 Epoch 54 Batch 421/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.018 Epoch 54 Batch 422/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.026 Epoch 54 Batch 423/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.021 Epoch 54 Batch 424/538 - Train Accuracy: 0.970, Validation Accuracy: 0.974, Loss: 0.027 Epoch 54 Batch 425/538 - Train Accuracy: 0.969, Validation Accuracy: 0.971, Loss: 0.037 Epoch 54 Batch 426/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.024 Epoch 54 Batch 427/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.023 Epoch 54 Batch 428/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.023 Epoch 54 Batch 429/538 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.023 Epoch 54 Batch 430/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.021 Epoch 54 Batch 431/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.023 Epoch 54 Batch 432/538 - Train Accuracy: 0.965, Validation Accuracy: 0.970, Loss: 0.025 Epoch 54 Batch 433/538 - Train Accuracy: 0.966, Validation Accuracy: 0.971, Loss: 0.041 Epoch 54 Batch 434/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.022 Epoch 54 Batch 435/538 - Train Accuracy: 0.956, Validation Accuracy: 0.970, Loss: 0.024 Epoch 54 Batch 436/538 - Train Accuracy: 0.959, Validation Accuracy: 0.967, Loss: 0.025 Epoch 54 Batch 437/538 - Train Accuracy: 0.982, Validation Accuracy: 0.967, Loss: 0.020 Epoch 54 Batch 438/538 - Train Accuracy: 0.974, Validation Accuracy: 0.963, Loss: 0.021 Epoch 54 Batch 439/538 - Train Accuracy: 0.979, Validation Accuracy: 0.963, Loss: 0.022 Epoch 54 Batch 440/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.025 Epoch 54 Batch 441/538 - Train Accuracy: 0.959, Validation Accuracy: 0.965, Loss: 0.024 Epoch 54 Batch 442/538 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.022 Epoch 54 Batch 443/538 - Train Accuracy: 0.964, Validation Accuracy: 0.968, Loss: 0.025 Epoch 54 Batch 444/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.022 Epoch 54 Batch 445/538 - Train Accuracy: 0.964, Validation Accuracy: 0.968, Loss: 0.018 Epoch 54 Batch 446/538 - Train Accuracy: 0.980, Validation Accuracy: 0.963, Loss: 0.020 Epoch 54 Batch 447/538 - Train Accuracy: 0.978, Validation Accuracy: 0.962, Loss: 0.018 Epoch 54 Batch 448/538 - Train Accuracy: 0.975, Validation Accuracy: 0.962, Loss: 0.021 Epoch 54 Batch 449/538 - Train Accuracy: 0.978, Validation Accuracy: 0.965, Loss: 0.027 Epoch 54 Batch 450/538 - Train Accuracy: 0.964, Validation Accuracy: 0.965, Loss: 0.033 Epoch 54 Batch 451/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.022 Epoch 54 Batch 452/538 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.021 Epoch 54 Batch 453/538 - Train Accuracy: 0.965, Validation Accuracy: 0.966, Loss: 0.022 Epoch 54 Batch 454/538 - Train Accuracy: 0.973, Validation Accuracy: 0.963, Loss: 0.030 Epoch 54 Batch 455/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.023 Epoch 54 Batch 456/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.055 Epoch 54 Batch 457/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.017 Epoch 54 Batch 458/538 - Train Accuracy: 0.975, Validation Accuracy: 0.961, Loss: 0.025 Epoch 54 Batch 459/538 - Train Accuracy: 0.982, Validation Accuracy: 0.961, Loss: 0.016 Epoch 54 Batch 460/538 - Train Accuracy: 0.968, Validation Accuracy: 0.958, Loss: 0.024 Epoch 54 Batch 461/538 - Train Accuracy: 0.977, Validation Accuracy: 0.961, Loss: 0.025 Epoch 54 Batch 462/538 - Train Accuracy: 0.962, Validation Accuracy: 0.961, Loss: 0.022 Epoch 54 Batch 463/538 - Train Accuracy: 0.962, Validation Accuracy: 0.961, Loss: 0.027 Epoch 54 Batch 464/538 - Train Accuracy: 0.983, Validation Accuracy: 0.961, Loss: 0.017 Epoch 54 Batch 465/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.024 Epoch 54 Batch 466/538 - Train Accuracy: 0.963, Validation Accuracy: 0.963, Loss: 0.022 Epoch 54 Batch 467/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.023 Epoch 54 Batch 468/538 - Train Accuracy: 0.978, Validation Accuracy: 0.966, Loss: 0.031 Epoch 54 Batch 469/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.022 Epoch 54 Batch 470/538 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.027 Epoch 54 Batch 471/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.017 Epoch 54 Batch 472/538 - Train Accuracy: 0.985, Validation Accuracy: 0.965, Loss: 0.016 Epoch 54 Batch 473/538 - Train Accuracy: 0.977, Validation Accuracy: 0.962, Loss: 0.028 Epoch 54 Batch 474/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.022 Epoch 54 Batch 475/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.017 Epoch 54 Batch 476/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.023 Epoch 54 Batch 477/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.023 Epoch 54 Batch 478/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.016 Epoch 54 Batch 479/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.022 Epoch 54 Batch 480/538 - Train Accuracy: 0.973, Validation Accuracy: 0.963, Loss: 0.024 Epoch 54 Batch 481/538 - Train Accuracy: 0.976, Validation Accuracy: 0.963, Loss: 0.027 Epoch 54 Batch 482/538 - Train Accuracy: 0.968, Validation Accuracy: 0.965, Loss: 0.021 Epoch 54 Batch 483/538 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.026 Epoch 54 Batch 484/538 - Train Accuracy: 0.964, Validation Accuracy: 0.967, Loss: 0.028 Epoch 54 Batch 485/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.026 Epoch 54 Batch 486/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.016 Epoch 54 Batch 487/538 - Train Accuracy: 0.978, Validation Accuracy: 0.965, Loss: 0.017 Epoch 54 Batch 488/538 - Train Accuracy: 0.981, Validation Accuracy: 0.965, Loss: 0.018 Epoch 54 Batch 489/538 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.022 Epoch 54 Batch 490/538 - Train Accuracy: 0.959, Validation Accuracy: 0.965, Loss: 0.028 Epoch 54 Batch 491/538 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.024 Epoch 54 Batch 492/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.020 Epoch 54 Batch 493/538 - Train Accuracy: 0.968, Validation Accuracy: 0.967, Loss: 0.025 Epoch 54 Batch 494/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.024 Epoch 54 Batch 495/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.024 Epoch 54 Batch 496/538 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.019 Epoch 54 Batch 497/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.020 Epoch 54 Batch 498/538 - Train Accuracy: 0.969, Validation Accuracy: 0.962, Loss: 0.023 Epoch 54 Batch 499/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.025 Epoch 54 Batch 500/538 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.020 Epoch 54 Batch 501/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.025 Epoch 54 Batch 502/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.017 Epoch 54 Batch 503/538 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.026 Epoch 54 Batch 504/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.021 Epoch 54 Batch 505/538 - Train Accuracy: 0.965, Validation Accuracy: 0.967, Loss: 0.019 Epoch 54 Batch 506/538 - Train Accuracy: 0.977, Validation Accuracy: 0.964, Loss: 0.018 Epoch 54 Batch 507/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.024 Epoch 54 Batch 508/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.026 Epoch 54 Batch 509/538 - Train Accuracy: 0.975, Validation Accuracy: 0.960, Loss: 0.023 Epoch 54 Batch 510/538 - Train Accuracy: 0.973, Validation Accuracy: 0.960, Loss: 0.020 Epoch 54 Batch 511/538 - Train Accuracy: 0.967, Validation Accuracy: 0.962, Loss: 0.028 Epoch 54 Batch 512/538 - Train Accuracy: 0.973, Validation Accuracy: 0.962, Loss: 0.020 Epoch 54 Batch 513/538 - Train Accuracy: 0.968, Validation Accuracy: 0.962, Loss: 0.020 Epoch 54 Batch 514/538 - Train Accuracy: 0.972, Validation Accuracy: 0.962, Loss: 0.017 Epoch 54 Batch 515/538 - Train Accuracy: 0.962, Validation Accuracy: 0.962, Loss: 0.026 Epoch 54 Batch 516/538 - Train Accuracy: 0.958, Validation Accuracy: 0.960, Loss: 0.022 Epoch 54 Batch 517/538 - Train Accuracy: 0.976, Validation Accuracy: 0.958, Loss: 0.019 Epoch 54 Batch 518/538 - Train Accuracy: 0.967, Validation Accuracy: 0.960, Loss: 0.024 Epoch 54 Batch 519/538 - Train Accuracy: 0.974, Validation Accuracy: 0.958, Loss: 0.025 Epoch 54 Batch 520/538 - Train Accuracy: 0.965, Validation Accuracy: 0.958, Loss: 0.027 Epoch 54 Batch 521/538 - Train Accuracy: 0.973, Validation Accuracy: 0.960, Loss: 0.030 Epoch 54 Batch 522/538 - Train Accuracy: 0.972, Validation Accuracy: 0.960, Loss: 0.020 Epoch 54 Batch 523/538 - Train Accuracy: 0.972, Validation Accuracy: 0.958, Loss: 0.024 Epoch 54 Batch 524/538 - Train Accuracy: 0.970, Validation Accuracy: 0.960, Loss: 0.020 Epoch 54 Batch 525/538 - Train Accuracy: 0.968, Validation Accuracy: 0.960, Loss: 0.027 Epoch 54 Batch 526/538 - Train Accuracy: 0.963, Validation Accuracy: 0.958, Loss: 0.022 Epoch 54 Batch 527/538 - Train Accuracy: 0.972, Validation Accuracy: 0.960, Loss: 0.022 Epoch 54 Batch 528/538 - Train Accuracy: 0.975, Validation Accuracy: 0.957, Loss: 0.025 Epoch 54 Batch 529/538 - Train Accuracy: 0.969, Validation Accuracy: 0.957, Loss: 0.019 Epoch 54 Batch 530/538 - Train Accuracy: 0.970, Validation Accuracy: 0.957, Loss: 0.025 Epoch 54 Batch 531/538 - Train Accuracy: 0.965, Validation Accuracy: 0.957, Loss: 0.029 Epoch 54 Batch 532/538 - Train Accuracy: 0.962, Validation Accuracy: 0.957, Loss: 0.017 Epoch 54 Batch 533/538 - Train Accuracy: 0.966, Validation Accuracy: 0.954, Loss: 0.021 Epoch 54 Batch 534/538 - Train Accuracy: 0.967, Validation Accuracy: 0.954, Loss: 0.015 Epoch 54 Batch 535/538 - Train Accuracy: 0.973, Validation Accuracy: 0.954, Loss: 0.022 Epoch 54 Batch 536/538 - Train Accuracy: 0.980, Validation Accuracy: 0.953, Loss: 0.025 Epoch 55 Batch 0/538 - Train Accuracy: 0.979, Validation Accuracy: 0.952, Loss: 0.021 Epoch 55 Batch 1/538 - Train Accuracy: 0.975, Validation Accuracy: 0.950, Loss: 0.028 Epoch 55 Batch 2/538 - Train Accuracy: 0.967, Validation Accuracy: 0.950, Loss: 0.032 Epoch 55 Batch 3/538 - Train Accuracy: 0.966, Validation Accuracy: 0.952, Loss: 0.023 Epoch 55 Batch 4/538 - Train Accuracy: 0.982, Validation Accuracy: 0.952, Loss: 0.023 Epoch 55 Batch 5/538 - Train Accuracy: 0.972, Validation Accuracy: 0.954, Loss: 0.026 Epoch 55 Batch 6/538 - Train Accuracy: 0.978, Validation Accuracy: 0.958, Loss: 0.021 Epoch 55 Batch 7/538 - Train Accuracy: 0.974, Validation Accuracy: 0.958, Loss: 0.021 Epoch 55 Batch 8/538 - Train Accuracy: 0.973, Validation Accuracy: 0.958, Loss: 0.024 Epoch 55 Batch 9/538 - Train Accuracy: 0.960, Validation Accuracy: 0.959, Loss: 0.023 Epoch 55 Batch 10/538 - Train Accuracy: 0.969, Validation Accuracy: 0.959, Loss: 0.027 Epoch 55 Batch 11/538 - Train Accuracy: 0.975, Validation Accuracy: 0.961, Loss: 0.024 Epoch 55 Batch 12/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.024 Epoch 55 Batch 13/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.022 Epoch 55 Batch 14/538 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.015 Epoch 55 Batch 15/538 - Train Accuracy: 0.975, Validation Accuracy: 0.960, Loss: 0.022 Epoch 55 Batch 16/538 - Train Accuracy: 0.972, Validation Accuracy: 0.955, Loss: 0.022 Epoch 55 Batch 17/538 - Train Accuracy: 0.977, Validation Accuracy: 0.957, Loss: 0.024 Epoch 55 Batch 18/538 - Train Accuracy: 0.972, Validation Accuracy: 0.959, Loss: 0.027 Epoch 55 Batch 19/538 - Train Accuracy: 0.971, Validation Accuracy: 0.961, Loss: 0.023 Epoch 55 Batch 20/538 - Train Accuracy: 0.974, Validation Accuracy: 0.961, Loss: 0.027 Epoch 55 Batch 21/538 - Train Accuracy: 0.979, Validation Accuracy: 0.961, Loss: 0.012 Epoch 55 Batch 22/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.022 Epoch 55 Batch 23/538 - Train Accuracy: 0.971, Validation Accuracy: 0.961, Loss: 0.034 Epoch 55 Batch 24/538 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.031 Epoch 55 Batch 25/538 - Train Accuracy: 0.959, Validation Accuracy: 0.964, Loss: 0.023 Epoch 55 Batch 26/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.030 Epoch 55 Batch 27/538 - Train Accuracy: 0.980, Validation Accuracy: 0.966, Loss: 0.016 Epoch 55 Batch 28/538 - Train Accuracy: 0.976, Validation Accuracy: 0.964, Loss: 0.022 Epoch 55 Batch 29/538 - Train Accuracy: 0.980, Validation Accuracy: 0.961, Loss: 0.017 Epoch 55 Batch 30/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.026 Epoch 55 Batch 31/538 - Train Accuracy: 0.970, Validation Accuracy: 0.959, Loss: 0.021 Epoch 55 Batch 32/538 - Train Accuracy: 0.970, Validation Accuracy: 0.957, Loss: 0.019 Epoch 55 Batch 33/538 - Train Accuracy: 0.962, Validation Accuracy: 0.954, Loss: 0.025 Epoch 55 Batch 34/538 - Train Accuracy: 0.957, Validation Accuracy: 0.955, Loss: 0.028 Epoch 55 Batch 35/538 - Train Accuracy: 0.968, Validation Accuracy: 0.955, Loss: 0.017 Epoch 55 Batch 36/538 - Train Accuracy: 0.972, Validation Accuracy: 0.958, Loss: 0.022 Epoch 55 Batch 37/538 - Train Accuracy: 0.957, Validation Accuracy: 0.958, Loss: 0.035 Epoch 55 Batch 38/538 - Train Accuracy: 0.956, Validation Accuracy: 0.958, Loss: 0.022 Epoch 55 Batch 39/538 - Train Accuracy: 0.977, Validation Accuracy: 0.958, Loss: 0.023 Epoch 55 Batch 40/538 - Train Accuracy: 0.975, Validation Accuracy: 0.955, Loss: 0.017 Epoch 55 Batch 41/538 - Train Accuracy: 0.971, Validation Accuracy: 0.960, Loss: 0.018 Epoch 55 Batch 42/538 - Train Accuracy: 0.966, Validation Accuracy: 0.962, Loss: 0.019 Epoch 55 Batch 43/538 - Train Accuracy: 0.954, Validation Accuracy: 0.960, Loss: 0.024 Epoch 55 Batch 44/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.024 Epoch 55 Batch 45/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.024 Epoch 55 Batch 46/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.017 Epoch 55 Batch 47/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.026 Epoch 55 Batch 48/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.018 Epoch 55 Batch 49/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.023 Epoch 55 Batch 50/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.021 Epoch 55 Batch 51/538 - Train Accuracy: 0.966, Validation Accuracy: 0.970, Loss: 0.022 Epoch 55 Batch 52/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.023 Epoch 55 Batch 53/538 - Train Accuracy: 0.962, Validation Accuracy: 0.969, Loss: 0.026 Epoch 55 Batch 54/538 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.022 Epoch 55 Batch 55/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.021 Epoch 55 Batch 56/538 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.020 Epoch 55 Batch 57/538 - Train Accuracy: 0.958, Validation Accuracy: 0.969, Loss: 0.023 Epoch 55 Batch 58/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.021 Epoch 55 Batch 59/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.025 Epoch 55 Batch 60/538 - Train Accuracy: 0.979, Validation Accuracy: 0.967, Loss: 0.023 Epoch 55 Batch 61/538 - Train Accuracy: 0.961, Validation Accuracy: 0.967, Loss: 0.022 Epoch 55 Batch 62/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.026 Epoch 55 Batch 63/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.020 Epoch 55 Batch 64/538 - Train Accuracy: 0.965, Validation Accuracy: 0.969, Loss: 0.021 Epoch 55 Batch 65/538 - Train Accuracy: 0.968, Validation Accuracy: 0.971, Loss: 0.026 Epoch 55 Batch 66/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.019 Epoch 55 Batch 67/538 - Train Accuracy: 0.982, Validation Accuracy: 0.967, Loss: 0.024 Epoch 55 Batch 68/538 - Train Accuracy: 0.956, Validation Accuracy: 0.965, Loss: 0.020 Epoch 55 Batch 69/538 - Train Accuracy: 0.976, Validation Accuracy: 0.965, Loss: 0.020 Epoch 55 Batch 70/538 - Train Accuracy: 0.965, Validation Accuracy: 0.965, Loss: 0.019 Epoch 55 Batch 71/538 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.023 Epoch 55 Batch 72/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.047 Epoch 55 Batch 73/538 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.027 Epoch 55 Batch 74/538 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.018 Epoch 55 Batch 75/538 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.027 Epoch 55 Batch 76/538 - Train Accuracy: 0.976, Validation Accuracy: 0.965, Loss: 0.026 Epoch 55 Batch 77/538 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.019 Epoch 55 Batch 78/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.019 Epoch 55 Batch 79/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.019 Epoch 55 Batch 80/538 - Train Accuracy: 0.979, Validation Accuracy: 0.966, Loss: 0.021 Epoch 55 Batch 81/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.029 Epoch 55 Batch 82/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.020 Epoch 55 Batch 83/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.022 Epoch 55 Batch 84/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.025 Epoch 55 Batch 85/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.024 Epoch 55 Batch 86/538 - Train Accuracy: 0.978, Validation Accuracy: 0.964, Loss: 0.018 Epoch 55 Batch 87/538 - Train Accuracy: 0.957, Validation Accuracy: 0.964, Loss: 0.027 Epoch 55 Batch 88/538 - Train Accuracy: 0.969, Validation Accuracy: 0.962, Loss: 0.021 Epoch 55 Batch 89/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.020 Epoch 55 Batch 90/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.029 Epoch 55 Batch 91/538 - Train Accuracy: 0.961, Validation Accuracy: 0.964, Loss: 0.025 Epoch 55 Batch 92/538 - Train Accuracy: 0.962, Validation Accuracy: 0.966, Loss: 0.025 Epoch 55 Batch 93/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.015 Epoch 55 Batch 94/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.018 Epoch 55 Batch 95/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.024 Epoch 55 Batch 96/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.019 Epoch 55 Batch 97/538 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.021 Epoch 55 Batch 98/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.025 Epoch 55 Batch 99/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.023 Epoch 55 Batch 100/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.018 Epoch 55 Batch 101/538 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.031 Epoch 55 Batch 102/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.024 Epoch 55 Batch 103/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.022 Epoch 55 Batch 104/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.017 Epoch 55 Batch 105/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.016 Epoch 55 Batch 106/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.015 Epoch 55 Batch 107/538 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.025 Epoch 55 Batch 108/538 - Train Accuracy: 0.982, Validation Accuracy: 0.966, Loss: 0.020 Epoch 55 Batch 109/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.017 Epoch 55 Batch 110/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.018 Epoch 55 Batch 111/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.024 Epoch 55 Batch 112/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.025 Epoch 55 Batch 113/538 - Train Accuracy: 0.965, Validation Accuracy: 0.971, Loss: 0.025 Epoch 55 Batch 114/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.020 Epoch 55 Batch 115/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.023 Epoch 55 Batch 116/538 - Train Accuracy: 0.967, Validation Accuracy: 0.973, Loss: 0.031 Epoch 55 Batch 117/538 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.027 Epoch 55 Batch 118/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.016 Epoch 55 Batch 119/538 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.016 Epoch 55 Batch 120/538 - Train Accuracy: 0.970, Validation Accuracy: 0.971, Loss: 0.018 Epoch 55 Batch 121/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.026 Epoch 55 Batch 122/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.022 Epoch 55 Batch 123/538 - Train Accuracy: 0.967, Validation Accuracy: 0.971, Loss: 0.019 Epoch 55 Batch 124/538 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.019 Epoch 55 Batch 125/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.027 Epoch 55 Batch 126/538 - Train Accuracy: 0.959, Validation Accuracy: 0.969, Loss: 0.026 Epoch 55 Batch 127/538 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.028 Epoch 55 Batch 128/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.018 Epoch 55 Batch 129/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.014 Epoch 55 Batch 130/538 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.022 Epoch 55 Batch 131/538 - Train Accuracy: 0.982, Validation Accuracy: 0.968, Loss: 0.022 Epoch 55 Batch 132/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.018 Epoch 55 Batch 133/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.024 Epoch 55 Batch 134/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.036 Epoch 55 Batch 135/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.035 Epoch 55 Batch 136/538 - Train Accuracy: 0.966, Validation Accuracy: 0.962, Loss: 0.020 Epoch 55 Batch 137/538 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.024 Epoch 55 Batch 138/538 - Train Accuracy: 0.969, Validation Accuracy: 0.962, Loss: 0.020 Epoch 55 Batch 139/538 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.023 Epoch 55 Batch 140/538 - Train Accuracy: 0.961, Validation Accuracy: 0.963, Loss: 0.032 Epoch 55 Batch 141/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.020 Epoch 55 Batch 142/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.023 Epoch 55 Batch 143/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.030 Epoch 55 Batch 144/538 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.031 Epoch 55 Batch 145/538 - Train Accuracy: 0.966, Validation Accuracy: 0.965, Loss: 0.027 Epoch 55 Batch 146/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.023 Epoch 55 Batch 147/538 - Train Accuracy: 0.974, Validation Accuracy: 0.963, Loss: 0.025 Epoch 55 Batch 148/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.028 Epoch 55 Batch 149/538 - Train Accuracy: 0.975, Validation Accuracy: 0.965, Loss: 0.021 Epoch 55 Batch 150/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.018 Epoch 55 Batch 151/538 - Train Accuracy: 0.964, Validation Accuracy: 0.967, Loss: 0.024 Epoch 55 Batch 152/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.019 Epoch 55 Batch 153/538 - Train Accuracy: 0.965, Validation Accuracy: 0.971, Loss: 0.020 Epoch 55 Batch 154/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.019 Epoch 55 Batch 155/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.033 Epoch 55 Batch 156/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.028 Epoch 55 Batch 157/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.023 Epoch 55 Batch 158/538 - Train Accuracy: 0.983, Validation Accuracy: 0.966, Loss: 0.022 Epoch 55 Batch 159/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.023 Epoch 55 Batch 160/538 - Train Accuracy: 0.964, Validation Accuracy: 0.965, Loss: 0.022 Epoch 55 Batch 161/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.024 Epoch 55 Batch 162/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.020 Epoch 55 Batch 163/538 - Train Accuracy: 0.967, Validation Accuracy: 0.970, Loss: 0.028 Epoch 55 Batch 164/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.025 Epoch 55 Batch 165/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.017 Epoch 55 Batch 166/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.020 Epoch 55 Batch 167/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.040 Epoch 55 Batch 168/538 - Train Accuracy: 0.964, Validation Accuracy: 0.969, Loss: 0.031 Epoch 55 Batch 169/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.018 Epoch 55 Batch 170/538 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.020 Epoch 55 Batch 171/538 - Train Accuracy: 0.958, Validation Accuracy: 0.971, Loss: 0.026 Epoch 55 Batch 172/538 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.020 Epoch 55 Batch 173/538 - Train Accuracy: 0.978, Validation Accuracy: 0.965, Loss: 0.014 Epoch 55 Batch 174/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.021 Epoch 55 Batch 175/538 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.021 Epoch 55 Batch 176/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.021 Epoch 55 Batch 177/538 - Train Accuracy: 0.977, Validation Accuracy: 0.964, Loss: 0.019 Epoch 55 Batch 178/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.024 Epoch 55 Batch 179/538 - Train Accuracy: 0.976, Validation Accuracy: 0.964, Loss: 0.020 Epoch 55 Batch 180/538 - Train Accuracy: 0.972, Validation Accuracy: 0.961, Loss: 0.024 Epoch 55 Batch 181/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.029 Epoch 55 Batch 182/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.019 Epoch 55 Batch 183/538 - Train Accuracy: 0.974, Validation Accuracy: 0.962, Loss: 0.020 Epoch 55 Batch 184/538 - Train Accuracy: 0.975, Validation Accuracy: 0.962, Loss: 0.017 Epoch 55 Batch 185/538 - Train Accuracy: 0.973, Validation Accuracy: 0.960, Loss: 0.019 Epoch 55 Batch 186/538 - Train Accuracy: 0.976, Validation Accuracy: 0.960, Loss: 0.018 Epoch 55 Batch 187/538 - Train Accuracy: 0.970, Validation Accuracy: 0.957, Loss: 0.024 Epoch 55 Batch 188/538 - Train Accuracy: 0.968, Validation Accuracy: 0.959, Loss: 0.023 Epoch 55 Batch 189/538 - Train Accuracy: 0.976, Validation Accuracy: 0.959, Loss: 0.026 Epoch 55 Batch 190/538 - Train Accuracy: 0.966, Validation Accuracy: 0.959, Loss: 0.028 Epoch 55 Batch 191/538 - Train Accuracy: 0.979, Validation Accuracy: 0.961, Loss: 0.020 Epoch 55 Batch 192/538 - Train Accuracy: 0.970, Validation Accuracy: 0.955, Loss: 0.023 Epoch 55 Batch 193/538 - Train Accuracy: 0.972, Validation Accuracy: 0.953, Loss: 0.020 Epoch 55 Batch 194/538 - Train Accuracy: 0.962, Validation Accuracy: 0.955, Loss: 0.032 Epoch 55 Batch 195/538 - Train Accuracy: 0.973, Validation Accuracy: 0.957, Loss: 0.032 Epoch 55 Batch 196/538 - Train Accuracy: 0.964, Validation Accuracy: 0.957, Loss: 0.019 Epoch 55 Batch 197/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.019 Epoch 55 Batch 198/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.027 Epoch 55 Batch 199/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.028 Epoch 55 Batch 200/538 - Train Accuracy: 0.976, Validation Accuracy: 0.961, Loss: 0.014 Epoch 55 Batch 201/538 - Train Accuracy: 0.963, Validation Accuracy: 0.961, Loss: 0.037 Epoch 55 Batch 202/538 - Train Accuracy: 0.967, Validation Accuracy: 0.961, Loss: 0.021 Epoch 55 Batch 203/538 - Train Accuracy: 0.970, Validation Accuracy: 0.961, Loss: 0.027 Epoch 55 Batch 204/538 - Train Accuracy: 0.967, Validation Accuracy: 0.961, Loss: 0.032 Epoch 55 Batch 205/538 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.019 Epoch 55 Batch 206/538 - Train Accuracy: 0.969, Validation Accuracy: 0.962, Loss: 0.025 Epoch 55 Batch 207/538 - Train Accuracy: 0.971, Validation Accuracy: 0.960, Loss: 0.023 Epoch 55 Batch 208/538 - Train Accuracy: 0.977, Validation Accuracy: 0.961, Loss: 0.025 Epoch 55 Batch 209/538 - Train Accuracy: 0.967, Validation Accuracy: 0.967, Loss: 0.022 Epoch 55 Batch 210/538 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.031 Epoch 55 Batch 211/538 - Train Accuracy: 0.973, Validation Accuracy: 0.962, Loss: 0.028 Epoch 55 Batch 212/538 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.019 Epoch 55 Batch 213/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.020 Epoch 55 Batch 214/538 - Train Accuracy: 0.974, Validation Accuracy: 0.961, Loss: 0.019 Epoch 55 Batch 215/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.019 Epoch 55 Batch 216/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.025 Epoch 55 Batch 217/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.028 Epoch 55 Batch 218/538 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.025 Epoch 55 Batch 219/538 - Train Accuracy: 0.964, Validation Accuracy: 0.962, Loss: 0.028 Epoch 55 Batch 220/538 - Train Accuracy: 0.954, Validation Accuracy: 0.960, Loss: 0.028 Epoch 55 Batch 221/538 - Train Accuracy: 0.970, Validation Accuracy: 0.958, Loss: 0.018 Epoch 55 Batch 222/538 - Train Accuracy: 0.980, Validation Accuracy: 0.960, Loss: 0.017 Epoch 55 Batch 223/538 - Train Accuracy: 0.969, Validation Accuracy: 0.960, Loss: 0.025 Epoch 55 Batch 224/538 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.030 Epoch 55 Batch 225/538 - Train Accuracy: 0.974, Validation Accuracy: 0.962, Loss: 0.024 Epoch 55 Batch 226/538 - Train Accuracy: 0.960, Validation Accuracy: 0.962, Loss: 0.026 Epoch 55 Batch 227/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.024 Epoch 55 Batch 228/538 - Train Accuracy: 0.961, Validation Accuracy: 0.968, Loss: 0.023 Epoch 55 Batch 229/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.022 Epoch 55 Batch 230/538 - Train Accuracy: 0.963, Validation Accuracy: 0.965, Loss: 0.019 Epoch 55 Batch 231/538 - Train Accuracy: 0.966, Validation Accuracy: 0.965, Loss: 0.029 Epoch 55 Batch 232/538 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.022 Epoch 55 Batch 233/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.023 Epoch 55 Batch 234/538 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.021 Epoch 55 Batch 235/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.017 Epoch 55 Batch 236/538 - Train Accuracy: 0.966, Validation Accuracy: 0.961, Loss: 0.021 Epoch 55 Batch 237/538 - Train Accuracy: 0.967, Validation Accuracy: 0.957, Loss: 0.017 Epoch 55 Batch 238/538 - Train Accuracy: 0.975, Validation Accuracy: 0.957, Loss: 0.025 Epoch 55 Batch 239/538 - Train Accuracy: 0.968, Validation Accuracy: 0.956, Loss: 0.026 Epoch 55 Batch 240/538 - Train Accuracy: 0.966, Validation Accuracy: 0.959, Loss: 0.025 Epoch 55 Batch 241/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.026 Epoch 55 Batch 242/538 - Train Accuracy: 0.967, Validation Accuracy: 0.959, Loss: 0.016 Epoch 55 Batch 243/538 - Train Accuracy: 0.977, Validation Accuracy: 0.960, Loss: 0.026 Epoch 55 Batch 244/538 - Train Accuracy: 0.964, Validation Accuracy: 0.962, Loss: 0.021 Epoch 55 Batch 245/538 - Train Accuracy: 0.958, Validation Accuracy: 0.962, Loss: 0.029 Epoch 55 Batch 246/538 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.016 Epoch 55 Batch 247/538 - Train Accuracy: 0.961, Validation Accuracy: 0.964, Loss: 0.024 Epoch 55 Batch 248/538 - Train Accuracy: 0.964, Validation Accuracy: 0.966, Loss: 0.025 Epoch 55 Batch 249/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.019 Epoch 55 Batch 250/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.021 Epoch 55 Batch 251/538 - Train Accuracy: 0.977, Validation Accuracy: 0.964, Loss: 0.017 Epoch 55 Batch 252/538 - Train Accuracy: 0.961, Validation Accuracy: 0.967, Loss: 0.018 Epoch 55 Batch 253/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.019 Epoch 55 Batch 254/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.028 Epoch 55 Batch 255/538 - Train Accuracy: 0.981, Validation Accuracy: 0.966, Loss: 0.019 Epoch 55 Batch 256/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.019 Epoch 55 Batch 257/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.019 Epoch 55 Batch 258/538 - Train Accuracy: 0.976, Validation Accuracy: 0.965, Loss: 0.020 Epoch 55 Batch 259/538 - Train Accuracy: 0.976, Validation Accuracy: 0.961, Loss: 0.021 Epoch 55 Batch 260/538 - Train Accuracy: 0.956, Validation Accuracy: 0.961, Loss: 0.024 Epoch 55 Batch 261/538 - Train Accuracy: 0.972, Validation Accuracy: 0.960, Loss: 0.036 Epoch 55 Batch 262/538 - Train Accuracy: 0.974, Validation Accuracy: 0.961, Loss: 0.023 Epoch 55 Batch 263/538 - Train Accuracy: 0.965, Validation Accuracy: 0.962, Loss: 0.021 Epoch 55 Batch 264/538 - Train Accuracy: 0.973, Validation Accuracy: 0.960, Loss: 0.025 Epoch 55 Batch 265/538 - Train Accuracy: 0.958, Validation Accuracy: 0.965, Loss: 0.029 Epoch 55 Batch 266/538 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.020 Epoch 55 Batch 267/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.026 Epoch 55 Batch 268/538 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.018 Epoch 55 Batch 269/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.020 Epoch 55 Batch 270/538 - Train Accuracy: 0.967, Validation Accuracy: 0.967, Loss: 0.023 Epoch 55 Batch 271/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.021 Epoch 55 Batch 272/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.024 Epoch 55 Batch 273/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.022 Epoch 55 Batch 274/538 - Train Accuracy: 0.967, Validation Accuracy: 0.967, Loss: 0.025 Epoch 55 Batch 275/538 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.029 Epoch 55 Batch 276/538 - Train Accuracy: 0.965, Validation Accuracy: 0.965, Loss: 0.031 Epoch 55 Batch 277/538 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.019 Epoch 55 Batch 278/538 - Train Accuracy: 0.968, Validation Accuracy: 0.959, Loss: 0.021 Epoch 55 Batch 279/538 - Train Accuracy: 0.971, Validation Accuracy: 0.959, Loss: 0.019 Epoch 55 Batch 280/538 - Train Accuracy: 0.980, Validation Accuracy: 0.961, Loss: 0.017 Epoch 55 Batch 281/538 - Train Accuracy: 0.968, Validation Accuracy: 0.959, Loss: 0.028 Epoch 55 Batch 282/538 - Train Accuracy: 0.972, Validation Accuracy: 0.957, Loss: 0.024 Epoch 55 Batch 283/538 - Train Accuracy: 0.975, Validation Accuracy: 0.957, Loss: 0.026 Epoch 55 Batch 284/538 - Train Accuracy: 0.961, Validation Accuracy: 0.955, Loss: 0.033 Epoch 55 Batch 285/538 - Train Accuracy: 0.968, Validation Accuracy: 0.956, Loss: 0.020 Epoch 55 Batch 286/538 - Train Accuracy: 0.961, Validation Accuracy: 0.956, Loss: 0.028 Epoch 55 Batch 287/538 - Train Accuracy: 0.967, Validation Accuracy: 0.960, Loss: 0.017 Epoch 55 Batch 288/538 - Train Accuracy: 0.956, Validation Accuracy: 0.960, Loss: 0.025 Epoch 55 Batch 289/538 - Train Accuracy: 0.974, Validation Accuracy: 0.963, Loss: 0.017 Epoch 55 Batch 290/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.020 Epoch 55 Batch 291/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.023 Epoch 55 Batch 292/538 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.019 Epoch 55 Batch 293/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.023 Epoch 55 Batch 294/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.020 Epoch 55 Batch 295/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.023 Epoch 55 Batch 296/538 - Train Accuracy: 0.960, Validation Accuracy: 0.969, Loss: 0.031 Epoch 55 Batch 297/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.019 Epoch 55 Batch 298/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.020 Epoch 55 Batch 299/538 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.031 Epoch 55 Batch 300/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.022 Epoch 55 Batch 301/538 - Train Accuracy: 0.972, Validation Accuracy: 0.962, Loss: 0.024 Epoch 55 Batch 302/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.025 Epoch 55 Batch 303/538 - Train Accuracy: 0.980, Validation Accuracy: 0.964, Loss: 0.022 Epoch 55 Batch 304/538 - Train Accuracy: 0.969, Validation Accuracy: 0.971, Loss: 0.026 Epoch 55 Batch 305/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.028 Epoch 55 Batch 306/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.022 Epoch 55 Batch 307/538 - Train Accuracy: 0.982, Validation Accuracy: 0.971, Loss: 0.023 Epoch 55 Batch 308/538 - Train Accuracy: 0.980, Validation Accuracy: 0.967, Loss: 0.020 Epoch 55 Batch 309/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.024 Epoch 55 Batch 310/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.025 Epoch 55 Batch 311/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.024 Epoch 55 Batch 312/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.018 Epoch 55 Batch 313/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.026 Epoch 55 Batch 314/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.021 Epoch 55 Batch 315/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.017 Epoch 55 Batch 316/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.021 Epoch 55 Batch 317/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.021 Epoch 55 Batch 318/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.022 Epoch 55 Batch 319/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.027 Epoch 55 Batch 320/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.021 Epoch 55 Batch 321/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.018 Epoch 55 Batch 322/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.018 Epoch 55 Batch 323/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.020 Epoch 55 Batch 324/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.022 Epoch 55 Batch 325/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.020 Epoch 55 Batch 326/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.024 Epoch 55 Batch 327/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.024 Epoch 55 Batch 328/538 - Train Accuracy: 0.981, Validation Accuracy: 0.968, Loss: 0.017 Epoch 55 Batch 329/538 - Train Accuracy: 0.982, Validation Accuracy: 0.965, Loss: 0.016 Epoch 55 Batch 330/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.021 Epoch 55 Batch 331/538 - Train Accuracy: 0.976, Validation Accuracy: 0.965, Loss: 0.021 Epoch 55 Batch 332/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.032 Epoch 55 Batch 333/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.021 Epoch 55 Batch 334/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.018 Epoch 55 Batch 335/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.024 Epoch 55 Batch 336/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.020 Epoch 55 Batch 337/538 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.022 Epoch 55 Batch 338/538 - Train Accuracy: 0.978, Validation Accuracy: 0.964, Loss: 0.022 Epoch 55 Batch 339/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.018 Epoch 55 Batch 340/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.027 Epoch 55 Batch 341/538 - Train Accuracy: 0.965, Validation Accuracy: 0.966, Loss: 0.021 Epoch 55 Batch 342/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.026 Epoch 55 Batch 343/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.023 Epoch 55 Batch 344/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.018 Epoch 55 Batch 345/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.023 Epoch 55 Batch 346/538 - Train Accuracy: 0.968, Validation Accuracy: 0.970, Loss: 0.028 Epoch 55 Batch 347/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.020 Epoch 55 Batch 348/538 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.019 Epoch 55 Batch 349/538 - Train Accuracy: 0.978, Validation Accuracy: 0.967, Loss: 0.019 Epoch 55 Batch 350/538 - Train Accuracy: 0.961, Validation Accuracy: 0.962, Loss: 0.028 Epoch 55 Batch 351/538 - Train Accuracy: 0.963, Validation Accuracy: 0.960, Loss: 0.033 Epoch 55 Batch 352/538 - Train Accuracy: 0.962, Validation Accuracy: 0.960, Loss: 0.036 Epoch 55 Batch 353/538 - Train Accuracy: 0.964, Validation Accuracy: 0.962, Loss: 0.026 Epoch 55 Batch 354/538 - Train Accuracy: 0.965, Validation Accuracy: 0.962, Loss: 0.020 Epoch 55 Batch 355/538 - Train Accuracy: 0.979, Validation Accuracy: 0.962, Loss: 0.026 Epoch 55 Batch 356/538 - Train Accuracy: 0.976, Validation Accuracy: 0.960, Loss: 0.024 Epoch 55 Batch 357/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.028 Epoch 55 Batch 358/538 - Train Accuracy: 0.979, Validation Accuracy: 0.967, Loss: 0.019 Epoch 55 Batch 359/538 - Train Accuracy: 0.979, Validation Accuracy: 0.967, Loss: 0.025 Epoch 55 Batch 360/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.024 Epoch 55 Batch 361/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.022 Epoch 55 Batch 362/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.022 Epoch 55 Batch 363/538 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.023 Epoch 55 Batch 364/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.030 Epoch 55 Batch 365/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.019 Epoch 55 Batch 366/538 - Train Accuracy: 0.977, Validation Accuracy: 0.964, Loss: 0.021 Epoch 55 Batch 367/538 - Train Accuracy: 0.979, Validation Accuracy: 0.966, Loss: 0.016 Epoch 55 Batch 368/538 - Train Accuracy: 0.979, Validation Accuracy: 0.961, Loss: 0.018 Epoch 55 Batch 369/538 - Train Accuracy: 0.977, Validation Accuracy: 0.960, Loss: 0.018 Epoch 55 Batch 370/538 - Train Accuracy: 0.969, Validation Accuracy: 0.960, Loss: 0.027 Epoch 55 Batch 371/538 - Train Accuracy: 0.977, Validation Accuracy: 0.960, Loss: 0.026 Epoch 55 Batch 372/538 - Train Accuracy: 0.973, Validation Accuracy: 0.960, Loss: 0.023 Epoch 55 Batch 373/538 - Train Accuracy: 0.960, Validation Accuracy: 0.961, Loss: 0.017 Epoch 55 Batch 374/538 - Train Accuracy: 0.975, Validation Accuracy: 0.960, Loss: 0.019 Epoch 55 Batch 375/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.023 Epoch 55 Batch 376/538 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.023 Epoch 55 Batch 377/538 - Train Accuracy: 0.968, Validation Accuracy: 0.965, Loss: 0.021 Epoch 55 Batch 378/538 - Train Accuracy: 0.975, Validation Accuracy: 0.965, Loss: 0.017 Epoch 55 Batch 379/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.024 Epoch 55 Batch 380/538 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.020 Epoch 55 Batch 381/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.022 Epoch 55 Batch 382/538 - Train Accuracy: 0.963, Validation Accuracy: 0.965, Loss: 0.024 Epoch 55 Batch 383/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.020 Epoch 55 Batch 384/538 - Train Accuracy: 0.977, Validation Accuracy: 0.960, Loss: 0.022 Epoch 55 Batch 385/538 - Train Accuracy: 0.968, Validation Accuracy: 0.960, Loss: 0.021 Epoch 55 Batch 386/538 - Train Accuracy: 0.979, Validation Accuracy: 0.959, Loss: 0.023 Epoch 55 Batch 387/538 - Train Accuracy: 0.979, Validation Accuracy: 0.958, Loss: 0.019 Epoch 55 Batch 388/538 - Train Accuracy: 0.969, Validation Accuracy: 0.951, Loss: 0.019 Epoch 55 Batch 389/538 - Train Accuracy: 0.958, Validation Accuracy: 0.951, Loss: 0.030 Epoch 55 Batch 390/538 - Train Accuracy: 0.965, Validation Accuracy: 0.953, Loss: 0.021 Epoch 55 Batch 391/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.023 Epoch 55 Batch 392/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.018 Epoch 55 Batch 393/538 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.018 Epoch 55 Batch 394/538 - Train Accuracy: 0.962, Validation Accuracy: 0.969, Loss: 0.025 Epoch 55 Batch 395/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.027 Epoch 55 Batch 396/538 - Train Accuracy: 0.967, Validation Accuracy: 0.970, Loss: 0.018 Epoch 55 Batch 397/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.024 Epoch 55 Batch 398/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.021 Epoch 55 Batch 399/538 - Train Accuracy: 0.970, Validation Accuracy: 0.971, Loss: 0.024 Epoch 55 Batch 400/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.024 Epoch 55 Batch 401/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.021 Epoch 55 Batch 402/538 - Train Accuracy: 0.981, Validation Accuracy: 0.965, Loss: 0.027 Epoch 55 Batch 403/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.026 Epoch 55 Batch 404/538 - Train Accuracy: 0.977, Validation Accuracy: 0.963, Loss: 0.022 Epoch 55 Batch 405/538 - Train Accuracy: 0.976, Validation Accuracy: 0.963, Loss: 0.023 Epoch 55 Batch 406/538 - Train Accuracy: 0.967, Validation Accuracy: 0.962, Loss: 0.026 Epoch 55 Batch 407/538 - Train Accuracy: 0.976, Validation Accuracy: 0.962, Loss: 0.025 Epoch 55 Batch 408/538 - Train Accuracy: 0.954, Validation Accuracy: 0.962, Loss: 0.030 Epoch 55 Batch 409/538 - Train Accuracy: 0.973, Validation Accuracy: 0.962, Loss: 0.020 Epoch 55 Batch 410/538 - Train Accuracy: 0.979, Validation Accuracy: 0.962, Loss: 0.023 Epoch 55 Batch 411/538 - Train Accuracy: 0.977, Validation Accuracy: 0.962, Loss: 0.021 Epoch 55 Batch 412/538 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.018 Epoch 55 Batch 413/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.024 Epoch 55 Batch 414/538 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.033 Epoch 55 Batch 415/538 - Train Accuracy: 0.967, Validation Accuracy: 0.964, Loss: 0.021 Epoch 55 Batch 416/538 - Train Accuracy: 0.977, Validation Accuracy: 0.964, Loss: 0.017 Epoch 55 Batch 417/538 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.020 Epoch 55 Batch 418/538 - Train Accuracy: 0.972, Validation Accuracy: 0.962, Loss: 0.029 Epoch 55 Batch 419/538 - Train Accuracy: 0.973, Validation Accuracy: 0.962, Loss: 0.017 Epoch 55 Batch 420/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.022 Epoch 55 Batch 421/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.020 Epoch 55 Batch 422/538 - Train Accuracy: 0.980, Validation Accuracy: 0.966, Loss: 0.025 Epoch 55 Batch 423/538 - Train Accuracy: 0.981, Validation Accuracy: 0.966, Loss: 0.024 Epoch 55 Batch 424/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.030 Epoch 55 Batch 425/538 - Train Accuracy: 0.961, Validation Accuracy: 0.965, Loss: 0.030 Epoch 55 Batch 426/538 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.023 Epoch 55 Batch 427/538 - Train Accuracy: 0.963, Validation Accuracy: 0.963, Loss: 0.026 Epoch 55 Batch 428/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.019 Epoch 55 Batch 429/538 - Train Accuracy: 0.983, Validation Accuracy: 0.967, Loss: 0.023 Epoch 55 Batch 430/538 - Train Accuracy: 0.963, Validation Accuracy: 0.968, Loss: 0.022 Epoch 55 Batch 431/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.021 Epoch 55 Batch 432/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.030 Epoch 55 Batch 433/538 - Train Accuracy: 0.950, Validation Accuracy: 0.964, Loss: 0.049 Epoch 55 Batch 434/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.020 Epoch 55 Batch 435/538 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.023 Epoch 55 Batch 436/538 - Train Accuracy: 0.967, Validation Accuracy: 0.959, Loss: 0.025 Epoch 55 Batch 437/538 - Train Accuracy: 0.983, Validation Accuracy: 0.964, Loss: 0.021 Epoch 55 Batch 438/538 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.021 Epoch 55 Batch 439/538 - Train Accuracy: 0.976, Validation Accuracy: 0.963, Loss: 0.024 Epoch 55 Batch 440/538 - Train Accuracy: 0.977, Validation Accuracy: 0.957, Loss: 0.024 Epoch 55 Batch 441/538 - Train Accuracy: 0.967, Validation Accuracy: 0.957, Loss: 0.029 Epoch 55 Batch 442/538 - Train Accuracy: 0.960, Validation Accuracy: 0.959, Loss: 0.025 Epoch 55 Batch 443/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.026 Epoch 55 Batch 444/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.023 Epoch 55 Batch 445/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.021 Epoch 55 Batch 446/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.021 Epoch 55 Batch 447/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.019 Epoch 55 Batch 448/538 - Train Accuracy: 0.980, Validation Accuracy: 0.964, Loss: 0.022 Epoch 55 Batch 449/538 - Train Accuracy: 0.978, Validation Accuracy: 0.964, Loss: 0.025 Epoch 55 Batch 450/538 - Train Accuracy: 0.966, Validation Accuracy: 0.965, Loss: 0.030 Epoch 55 Batch 451/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.021 Epoch 55 Batch 452/538 - Train Accuracy: 0.976, Validation Accuracy: 0.965, Loss: 0.020 Epoch 55 Batch 453/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.023 Epoch 55 Batch 454/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.025 Epoch 55 Batch 455/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.024 Epoch 55 Batch 456/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.040 Epoch 55 Batch 457/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.019 Epoch 55 Batch 458/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.023 Epoch 55 Batch 459/538 - Train Accuracy: 0.982, Validation Accuracy: 0.964, Loss: 0.016 Epoch 55 Batch 460/538 - Train Accuracy: 0.959, Validation Accuracy: 0.963, Loss: 0.024 Epoch 55 Batch 461/538 - Train Accuracy: 0.973, Validation Accuracy: 0.963, Loss: 0.026 Epoch 55 Batch 462/538 - Train Accuracy: 0.971, Validation Accuracy: 0.961, Loss: 0.022 Epoch 55 Batch 463/538 - Train Accuracy: 0.963, Validation Accuracy: 0.961, Loss: 0.024 Epoch 55 Batch 464/538 - Train Accuracy: 0.983, Validation Accuracy: 0.963, Loss: 0.023 Epoch 55 Batch 465/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.025 Epoch 55 Batch 466/538 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.021 Epoch 55 Batch 467/538 - Train Accuracy: 0.978, Validation Accuracy: 0.966, Loss: 0.024 Epoch 55 Batch 468/538 - Train Accuracy: 0.985, Validation Accuracy: 0.966, Loss: 0.031 Epoch 55 Batch 469/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.020 Epoch 55 Batch 470/538 - Train Accuracy: 0.958, Validation Accuracy: 0.961, Loss: 0.023 Epoch 55 Batch 471/538 - Train Accuracy: 0.972, Validation Accuracy: 0.961, Loss: 0.017 Epoch 55 Batch 472/538 - Train Accuracy: 0.985, Validation Accuracy: 0.961, Loss: 0.017 Epoch 55 Batch 473/538 - Train Accuracy: 0.980, Validation Accuracy: 0.963, Loss: 0.020 Epoch 55 Batch 474/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.014 Epoch 55 Batch 475/538 - Train Accuracy: 0.978, Validation Accuracy: 0.963, Loss: 0.019 Epoch 55 Batch 476/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.018 Epoch 55 Batch 477/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.029 Epoch 55 Batch 478/538 - Train Accuracy: 0.982, Validation Accuracy: 0.963, Loss: 0.017 Epoch 55 Batch 479/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.021 Epoch 55 Batch 480/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.021 Epoch 55 Batch 481/538 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.020 Epoch 55 Batch 482/538 - Train Accuracy: 0.959, Validation Accuracy: 0.966, Loss: 0.024 Epoch 55 Batch 483/538 - Train Accuracy: 0.961, Validation Accuracy: 0.966, Loss: 0.026 Epoch 55 Batch 484/538 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.033 Epoch 55 Batch 485/538 - Train Accuracy: 0.966, Validation Accuracy: 0.970, Loss: 0.030 Epoch 55 Batch 486/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.020 Epoch 55 Batch 487/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.018 Epoch 55 Batch 488/538 - Train Accuracy: 0.979, Validation Accuracy: 0.967, Loss: 0.020 Epoch 55 Batch 489/538 - Train Accuracy: 0.968, Validation Accuracy: 0.971, Loss: 0.025 Epoch 55 Batch 490/538 - Train Accuracy: 0.966, Validation Accuracy: 0.968, Loss: 0.024 Epoch 55 Batch 491/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.020 Epoch 55 Batch 492/538 - Train Accuracy: 0.965, Validation Accuracy: 0.970, Loss: 0.022 Epoch 55 Batch 493/538 - Train Accuracy: 0.963, Validation Accuracy: 0.970, Loss: 0.025 Epoch 55 Batch 494/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.026 Epoch 55 Batch 495/538 - Train Accuracy: 0.978, Validation Accuracy: 0.966, Loss: 0.024 Epoch 55 Batch 496/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.018 Epoch 55 Batch 497/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.024 Epoch 55 Batch 498/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.021 Epoch 55 Batch 499/538 - Train Accuracy: 0.967, Validation Accuracy: 0.964, Loss: 0.026 Epoch 55 Batch 500/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.018 Epoch 55 Batch 501/538 - Train Accuracy: 0.968, Validation Accuracy: 0.965, Loss: 0.023 Epoch 55 Batch 502/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.019 Epoch 55 Batch 503/538 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.021 Epoch 55 Batch 504/538 - Train Accuracy: 0.976, Validation Accuracy: 0.965, Loss: 0.016 Epoch 55 Batch 505/538 - Train Accuracy: 0.968, Validation Accuracy: 0.965, Loss: 0.017 Epoch 55 Batch 506/538 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.019 Epoch 55 Batch 507/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.022 Epoch 55 Batch 508/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.025 Epoch 55 Batch 509/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.023 Epoch 55 Batch 510/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.020 Epoch 55 Batch 511/538 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.023 Epoch 55 Batch 512/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.024 Epoch 55 Batch 513/538 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.020 Epoch 55 Batch 514/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.020 Epoch 55 Batch 515/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.026 Epoch 55 Batch 516/538 - Train Accuracy: 0.962, Validation Accuracy: 0.968, Loss: 0.024 Epoch 55 Batch 517/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.021 Epoch 55 Batch 518/538 - Train Accuracy: 0.965, Validation Accuracy: 0.965, Loss: 0.027 Epoch 55 Batch 519/538 - Train Accuracy: 0.976, Validation Accuracy: 0.963, Loss: 0.020 Epoch 55 Batch 520/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.030 Epoch 55 Batch 521/538 - Train Accuracy: 0.977, Validation Accuracy: 0.963, Loss: 0.026 Epoch 55 Batch 522/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.018 Epoch 55 Batch 523/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.027 Epoch 55 Batch 524/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.024 Epoch 55 Batch 525/538 - Train Accuracy: 0.974, Validation Accuracy: 0.960, Loss: 0.024 Epoch 55 Batch 526/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.023 Epoch 55 Batch 527/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.024 Epoch 55 Batch 528/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.021 Epoch 55 Batch 529/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.021 Epoch 55 Batch 530/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.027 Epoch 55 Batch 531/538 - Train Accuracy: 0.967, Validation Accuracy: 0.971, Loss: 0.030 Epoch 55 Batch 532/538 - Train Accuracy: 0.960, Validation Accuracy: 0.967, Loss: 0.021 Epoch 55 Batch 533/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.020 Epoch 55 Batch 534/538 - Train Accuracy: 0.973, Validation Accuracy: 0.963, Loss: 0.018 Epoch 55 Batch 535/538 - Train Accuracy: 0.974, Validation Accuracy: 0.960, Loss: 0.022 Epoch 55 Batch 536/538 - Train Accuracy: 0.977, Validation Accuracy: 0.960, Loss: 0.024 Epoch 56 Batch 0/538 - Train Accuracy: 0.977, Validation Accuracy: 0.962, Loss: 0.021 Epoch 56 Batch 1/538 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.024 Epoch 56 Batch 2/538 - Train Accuracy: 0.971, Validation Accuracy: 0.958, Loss: 0.021 Epoch 56 Batch 3/538 - Train Accuracy: 0.969, Validation Accuracy: 0.960, Loss: 0.020 Epoch 56 Batch 4/538 - Train Accuracy: 0.981, Validation Accuracy: 0.963, Loss: 0.023 Epoch 56 Batch 5/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.025 Epoch 56 Batch 6/538 - Train Accuracy: 0.976, Validation Accuracy: 0.963, Loss: 0.019 Epoch 56 Batch 7/538 - Train Accuracy: 0.973, Validation Accuracy: 0.963, Loss: 0.023 Epoch 56 Batch 8/538 - Train Accuracy: 0.976, Validation Accuracy: 0.963, Loss: 0.018 Epoch 56 Batch 9/538 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.024 Epoch 56 Batch 10/538 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.021 Epoch 56 Batch 11/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.025 Epoch 56 Batch 12/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.023 Epoch 56 Batch 13/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.022 Epoch 56 Batch 14/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.018 Epoch 56 Batch 15/538 - Train Accuracy: 0.975, Validation Accuracy: 0.961, Loss: 0.027 Epoch 56 Batch 16/538 - Train Accuracy: 0.975, Validation Accuracy: 0.961, Loss: 0.022 Epoch 56 Batch 17/538 - Train Accuracy: 0.973, Validation Accuracy: 0.956, Loss: 0.025 Epoch 56 Batch 18/538 - Train Accuracy: 0.972, Validation Accuracy: 0.956, Loss: 0.031 Epoch 56 Batch 19/538 - Train Accuracy: 0.966, Validation Accuracy: 0.956, Loss: 0.025 Epoch 56 Batch 20/538 - Train Accuracy: 0.969, Validation Accuracy: 0.956, Loss: 0.024 Epoch 56 Batch 21/538 - Train Accuracy: 0.976, Validation Accuracy: 0.958, Loss: 0.015 Epoch 56 Batch 22/538 - Train Accuracy: 0.974, Validation Accuracy: 0.958, Loss: 0.026 Epoch 56 Batch 23/538 - Train Accuracy: 0.972, Validation Accuracy: 0.958, Loss: 0.032 Epoch 56 Batch 24/538 - Train Accuracy: 0.967, Validation Accuracy: 0.959, Loss: 0.032 Epoch 56 Batch 25/538 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.026 Epoch 56 Batch 26/538 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.029 Epoch 56 Batch 27/538 - Train Accuracy: 0.979, Validation Accuracy: 0.961, Loss: 0.016 Epoch 56 Batch 28/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.025 Epoch 56 Batch 29/538 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.016 Epoch 56 Batch 30/538 - Train Accuracy: 0.964, Validation Accuracy: 0.970, Loss: 0.026 Epoch 56 Batch 31/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.017 Epoch 56 Batch 32/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.018 Epoch 56 Batch 33/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.028 Epoch 56 Batch 34/538 - Train Accuracy: 0.965, Validation Accuracy: 0.964, Loss: 0.031 Epoch 56 Batch 35/538 - Train Accuracy: 0.972, Validation Accuracy: 0.960, Loss: 0.018 Epoch 56 Batch 36/538 - Train Accuracy: 0.973, Validation Accuracy: 0.958, Loss: 0.021 Epoch 56 Batch 37/538 - Train Accuracy: 0.978, Validation Accuracy: 0.958, Loss: 0.025 Epoch 56 Batch 38/538 - Train Accuracy: 0.962, Validation Accuracy: 0.958, Loss: 0.018 Epoch 56 Batch 39/538 - Train Accuracy: 0.979, Validation Accuracy: 0.958, Loss: 0.022 Epoch 56 Batch 40/538 - Train Accuracy: 0.975, Validation Accuracy: 0.959, Loss: 0.018 Epoch 56 Batch 41/538 - Train Accuracy: 0.977, Validation Accuracy: 0.959, Loss: 0.016 Epoch 56 Batch 42/538 - Train Accuracy: 0.973, Validation Accuracy: 0.959, Loss: 0.018 Epoch 56 Batch 43/538 - Train Accuracy: 0.961, Validation Accuracy: 0.957, Loss: 0.028 Epoch 56 Batch 44/538 - Train Accuracy: 0.973, Validation Accuracy: 0.960, Loss: 0.024 Epoch 56 Batch 45/538 - Train Accuracy: 0.977, Validation Accuracy: 0.964, Loss: 0.021 Epoch 56 Batch 46/538 - Train Accuracy: 0.977, Validation Accuracy: 0.964, Loss: 0.021 Epoch 56 Batch 47/538 - Train Accuracy: 0.978, Validation Accuracy: 0.964, Loss: 0.024 Epoch 56 Batch 48/538 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.025 Epoch 56 Batch 49/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.023 Epoch 56 Batch 50/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.019 Epoch 56 Batch 51/538 - Train Accuracy: 0.964, Validation Accuracy: 0.971, Loss: 0.032 Epoch 56 Batch 52/538 - Train Accuracy: 0.970, Validation Accuracy: 0.973, Loss: 0.020 Epoch 56 Batch 53/538 - Train Accuracy: 0.958, Validation Accuracy: 0.968, Loss: 0.019 Epoch 56 Batch 54/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.021 Epoch 56 Batch 55/538 - Train Accuracy: 0.965, Validation Accuracy: 0.966, Loss: 0.022 Epoch 56 Batch 56/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.022 Epoch 56 Batch 57/538 - Train Accuracy: 0.963, Validation Accuracy: 0.970, Loss: 0.024 Epoch 56 Batch 58/538 - Train Accuracy: 0.976, Validation Accuracy: 0.975, Loss: 0.018 Epoch 56 Batch 59/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.026 Epoch 56 Batch 60/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.023 Epoch 56 Batch 61/538 - Train Accuracy: 0.964, Validation Accuracy: 0.969, Loss: 0.024 Epoch 56 Batch 62/538 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.030 Epoch 56 Batch 63/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.021 Epoch 56 Batch 64/538 - Train Accuracy: 0.968, Validation Accuracy: 0.972, Loss: 0.029 Epoch 56 Batch 65/538 - Train Accuracy: 0.960, Validation Accuracy: 0.970, Loss: 0.026 Epoch 56 Batch 66/538 - Train Accuracy: 0.980, Validation Accuracy: 0.965, Loss: 0.017 Epoch 56 Batch 67/538 - Train Accuracy: 0.978, Validation Accuracy: 0.965, Loss: 0.018 Epoch 56 Batch 68/538 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.019 Epoch 56 Batch 69/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.021 Epoch 56 Batch 70/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.023 Epoch 56 Batch 71/538 - Train Accuracy: 0.973, Validation Accuracy: 0.963, Loss: 0.030 Epoch 56 Batch 72/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.040 Epoch 56 Batch 73/538 - Train Accuracy: 0.968, Validation Accuracy: 0.965, Loss: 0.022 Epoch 56 Batch 74/538 - Train Accuracy: 0.979, Validation Accuracy: 0.964, Loss: 0.021 Epoch 56 Batch 75/538 - Train Accuracy: 0.972, Validation Accuracy: 0.960, Loss: 0.026 Epoch 56 Batch 76/538 - Train Accuracy: 0.975, Validation Accuracy: 0.960, Loss: 0.018 Epoch 56 Batch 77/538 - Train Accuracy: 0.964, Validation Accuracy: 0.960, Loss: 0.019 Epoch 56 Batch 78/538 - Train Accuracy: 0.973, Validation Accuracy: 0.960, Loss: 0.024 Epoch 56 Batch 79/538 - Train Accuracy: 0.971, Validation Accuracy: 0.960, Loss: 0.023 Epoch 56 Batch 80/538 - Train Accuracy: 0.978, Validation Accuracy: 0.960, Loss: 0.021 Epoch 56 Batch 81/538 - Train Accuracy: 0.973, Validation Accuracy: 0.956, Loss: 0.025 Epoch 56 Batch 82/538 - Train Accuracy: 0.976, Validation Accuracy: 0.958, Loss: 0.022 Epoch 56 Batch 83/538 - Train Accuracy: 0.968, Validation Accuracy: 0.954, Loss: 0.023 Epoch 56 Batch 84/538 - Train Accuracy: 0.961, Validation Accuracy: 0.954, Loss: 0.029 Epoch 56 Batch 85/538 - Train Accuracy: 0.977, Validation Accuracy: 0.956, Loss: 0.020 Epoch 56 Batch 86/538 - Train Accuracy: 0.975, Validation Accuracy: 0.956, Loss: 0.020 Epoch 56 Batch 87/538 - Train Accuracy: 0.959, Validation Accuracy: 0.957, Loss: 0.027 Epoch 56 Batch 88/538 - Train Accuracy: 0.968, Validation Accuracy: 0.956, Loss: 0.022 Epoch 56 Batch 89/538 - Train Accuracy: 0.977, Validation Accuracy: 0.958, Loss: 0.020 Epoch 56 Batch 90/538 - Train Accuracy: 0.974, Validation Accuracy: 0.958, Loss: 0.024 Epoch 56 Batch 91/538 - Train Accuracy: 0.963, Validation Accuracy: 0.960, Loss: 0.029 Epoch 56 Batch 92/538 - Train Accuracy: 0.975, Validation Accuracy: 0.962, Loss: 0.026 Epoch 56 Batch 93/538 - Train Accuracy: 0.977, Validation Accuracy: 0.959, Loss: 0.020 Epoch 56 Batch 94/538 - Train Accuracy: 0.964, Validation Accuracy: 0.959, Loss: 0.022 Epoch 56 Batch 95/538 - Train Accuracy: 0.976, Validation Accuracy: 0.959, Loss: 0.017 Epoch 56 Batch 96/538 - Train Accuracy: 0.969, Validation Accuracy: 0.959, Loss: 0.020 Epoch 56 Batch 97/538 - Train Accuracy: 0.967, Validation Accuracy: 0.957, Loss: 0.020 Epoch 56 Batch 98/538 - Train Accuracy: 0.971, Validation Accuracy: 0.961, Loss: 0.026 Epoch 56 Batch 99/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.020 Epoch 56 Batch 100/538 - Train Accuracy: 0.976, Validation Accuracy: 0.961, Loss: 0.019 Epoch 56 Batch 101/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.026 Epoch 56 Batch 102/538 - Train Accuracy: 0.967, Validation Accuracy: 0.964, Loss: 0.024 Epoch 56 Batch 103/538 - Train Accuracy: 0.967, Validation Accuracy: 0.965, Loss: 0.022 Epoch 56 Batch 104/538 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.017 Epoch 56 Batch 105/538 - Train Accuracy: 0.968, Validation Accuracy: 0.965, Loss: 0.018 Epoch 56 Batch 106/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.018 Epoch 56 Batch 107/538 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.021 Epoch 56 Batch 108/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.025 Epoch 56 Batch 109/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.015 Epoch 56 Batch 110/538 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.022 Epoch 56 Batch 111/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.022 Epoch 56 Batch 112/538 - Train Accuracy: 0.960, Validation Accuracy: 0.973, Loss: 0.027 Epoch 56 Batch 113/538 - Train Accuracy: 0.957, Validation Accuracy: 0.972, Loss: 0.025 Epoch 56 Batch 114/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.021 Epoch 56 Batch 115/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.028 Epoch 56 Batch 116/538 - Train Accuracy: 0.966, Validation Accuracy: 0.972, Loss: 0.028 Epoch 56 Batch 117/538 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.030 Epoch 56 Batch 118/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.019 Epoch 56 Batch 119/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.015 Epoch 56 Batch 120/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.020 Epoch 56 Batch 121/538 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.019 Epoch 56 Batch 122/538 - Train Accuracy: 0.968, Validation Accuracy: 0.972, Loss: 0.026 Epoch 56 Batch 123/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.022 Epoch 56 Batch 124/538 - Train Accuracy: 0.965, Validation Accuracy: 0.972, Loss: 0.020 Epoch 56 Batch 125/538 - Train Accuracy: 0.966, Validation Accuracy: 0.970, Loss: 0.025 Epoch 56 Batch 126/538 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.029 Epoch 56 Batch 127/538 - Train Accuracy: 0.960, Validation Accuracy: 0.971, Loss: 0.027 Epoch 56 Batch 128/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.022 Epoch 56 Batch 129/538 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.018 Epoch 56 Batch 130/538 - Train Accuracy: 0.966, Validation Accuracy: 0.973, Loss: 0.020 Epoch 56 Batch 131/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.016 Epoch 56 Batch 132/538 - Train Accuracy: 0.962, Validation Accuracy: 0.971, Loss: 0.026 Epoch 56 Batch 133/538 - Train Accuracy: 0.962, Validation Accuracy: 0.971, Loss: 0.024 Epoch 56 Batch 134/538 - Train Accuracy: 0.964, Validation Accuracy: 0.969, Loss: 0.033 Epoch 56 Batch 135/538 - Train Accuracy: 0.966, Validation Accuracy: 0.971, Loss: 0.038 Epoch 56 Batch 136/538 - Train Accuracy: 0.969, Validation Accuracy: 0.973, Loss: 0.025 Epoch 56 Batch 137/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.026 Epoch 56 Batch 138/538 - Train Accuracy: 0.965, Validation Accuracy: 0.969, Loss: 0.026 Epoch 56 Batch 139/538 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.024 Epoch 56 Batch 140/538 - Train Accuracy: 0.965, Validation Accuracy: 0.966, Loss: 0.032 Epoch 56 Batch 141/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.028 Epoch 56 Batch 142/538 - Train Accuracy: 0.978, Validation Accuracy: 0.963, Loss: 0.021 Epoch 56 Batch 143/538 - Train Accuracy: 0.962, Validation Accuracy: 0.965, Loss: 0.030 Epoch 56 Batch 144/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.027 Epoch 56 Batch 145/538 - Train Accuracy: 0.964, Validation Accuracy: 0.972, Loss: 0.026 Epoch 56 Batch 146/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.018 Epoch 56 Batch 147/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.025 Epoch 56 Batch 148/538 - Train Accuracy: 0.959, Validation Accuracy: 0.968, Loss: 0.026 Epoch 56 Batch 149/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.022 Epoch 56 Batch 150/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.026 Epoch 56 Batch 151/538 - Train Accuracy: 0.961, Validation Accuracy: 0.969, Loss: 0.027 Epoch 56 Batch 152/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.025 Epoch 56 Batch 153/538 - Train Accuracy: 0.964, Validation Accuracy: 0.969, Loss: 0.019 Epoch 56 Batch 154/538 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.014 Epoch 56 Batch 155/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.027 Epoch 56 Batch 156/538 - Train Accuracy: 0.975, Validation Accuracy: 0.965, Loss: 0.023 Epoch 56 Batch 157/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.022 Epoch 56 Batch 158/538 - Train Accuracy: 0.976, Validation Accuracy: 0.963, Loss: 0.026 Epoch 56 Batch 159/538 - Train Accuracy: 0.962, Validation Accuracy: 0.965, Loss: 0.027 Epoch 56 Batch 160/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.016 Epoch 56 Batch 161/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.020 Epoch 56 Batch 162/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.026 Epoch 56 Batch 163/538 - Train Accuracy: 0.963, Validation Accuracy: 0.969, Loss: 0.025 Epoch 56 Batch 164/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.021 Epoch 56 Batch 165/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.023 Epoch 56 Batch 166/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.016 Epoch 56 Batch 167/538 - Train Accuracy: 0.970, Validation Accuracy: 0.971, Loss: 0.039 Epoch 56 Batch 168/538 - Train Accuracy: 0.967, Validation Accuracy: 0.974, Loss: 0.027 Epoch 56 Batch 169/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.029 Epoch 56 Batch 170/538 - Train Accuracy: 0.968, Validation Accuracy: 0.972, Loss: 0.025 Epoch 56 Batch 171/538 - Train Accuracy: 0.964, Validation Accuracy: 0.970, Loss: 0.030 Epoch 56 Batch 172/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.018 Epoch 56 Batch 173/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.019 Epoch 56 Batch 174/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.020 Epoch 56 Batch 175/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.020 Epoch 56 Batch 176/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.022 Epoch 56 Batch 177/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.021 Epoch 56 Batch 178/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.022 Epoch 56 Batch 179/538 - Train Accuracy: 0.979, Validation Accuracy: 0.967, Loss: 0.019 Epoch 56 Batch 180/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.028 Epoch 56 Batch 181/538 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.023 Epoch 56 Batch 182/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.021 Epoch 56 Batch 183/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.016 Epoch 56 Batch 184/538 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.019 Epoch 56 Batch 185/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.017 Epoch 56 Batch 186/538 - Train Accuracy: 0.967, Validation Accuracy: 0.968, Loss: 0.025 Epoch 56 Batch 187/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.023 Epoch 56 Batch 188/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.024 Epoch 56 Batch 189/538 - Train Accuracy: 0.980, Validation Accuracy: 0.967, Loss: 0.025 Epoch 56 Batch 190/538 - Train Accuracy: 0.964, Validation Accuracy: 0.965, Loss: 0.036 Epoch 56 Batch 191/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.022 Epoch 56 Batch 192/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.020 Epoch 56 Batch 193/538 - Train Accuracy: 0.961, Validation Accuracy: 0.965, Loss: 0.025 Epoch 56 Batch 194/538 - Train Accuracy: 0.963, Validation Accuracy: 0.967, Loss: 0.031 Epoch 56 Batch 195/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.026 Epoch 56 Batch 196/538 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.021 Epoch 56 Batch 197/538 - Train Accuracy: 0.968, Validation Accuracy: 0.967, Loss: 0.027 Epoch 56 Batch 198/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.025 Epoch 56 Batch 199/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.025 Epoch 56 Batch 200/538 - Train Accuracy: 0.970, Validation Accuracy: 0.964, Loss: 0.019 Epoch 56 Batch 201/538 - Train Accuracy: 0.965, Validation Accuracy: 0.964, Loss: 0.038 Epoch 56 Batch 202/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.017 Epoch 56 Batch 203/538 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.028 Epoch 56 Batch 204/538 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.029 Epoch 56 Batch 205/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.018 Epoch 56 Batch 206/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.021 Epoch 56 Batch 207/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.029 Epoch 56 Batch 208/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.023 Epoch 56 Batch 209/538 - Train Accuracy: 0.968, Validation Accuracy: 0.967, Loss: 0.018 Epoch 56 Batch 210/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.031 Epoch 56 Batch 211/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.024 Epoch 56 Batch 212/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.023 Epoch 56 Batch 213/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.023 Epoch 56 Batch 214/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.019 Epoch 56 Batch 215/538 - Train Accuracy: 0.967, Validation Accuracy: 0.967, Loss: 0.021 Epoch 56 Batch 216/538 - Train Accuracy: 0.959, Validation Accuracy: 0.965, Loss: 0.021 Epoch 56 Batch 217/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.026 Epoch 56 Batch 218/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.018 Epoch 56 Batch 219/538 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.024 Epoch 56 Batch 220/538 - Train Accuracy: 0.958, Validation Accuracy: 0.968, Loss: 0.023 Epoch 56 Batch 221/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.020 Epoch 56 Batch 222/538 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.019 Epoch 56 Batch 223/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.027 Epoch 56 Batch 224/538 - Train Accuracy: 0.963, Validation Accuracy: 0.966, Loss: 0.027 Epoch 56 Batch 225/538 - Train Accuracy: 0.974, Validation Accuracy: 0.963, Loss: 0.020 Epoch 56 Batch 226/538 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.030 Epoch 56 Batch 227/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.027 Epoch 56 Batch 228/538 - Train Accuracy: 0.962, Validation Accuracy: 0.957, Loss: 0.027 Epoch 56 Batch 229/538 - Train Accuracy: 0.970, Validation Accuracy: 0.958, Loss: 0.027 Epoch 56 Batch 230/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.019 Epoch 56 Batch 231/538 - Train Accuracy: 0.973, Validation Accuracy: 0.956, Loss: 0.022 Epoch 56 Batch 232/538 - Train Accuracy: 0.973, Validation Accuracy: 0.954, Loss: 0.025 Epoch 56 Batch 233/538 - Train Accuracy: 0.969, Validation Accuracy: 0.954, Loss: 0.023 Epoch 56 Batch 234/538 - Train Accuracy: 0.970, Validation Accuracy: 0.956, Loss: 0.026 Epoch 56 Batch 235/538 - Train Accuracy: 0.970, Validation Accuracy: 0.958, Loss: 0.019 Epoch 56 Batch 236/538 - Train Accuracy: 0.970, Validation Accuracy: 0.958, Loss: 0.021 Epoch 56 Batch 237/538 - Train Accuracy: 0.966, Validation Accuracy: 0.958, Loss: 0.017 Epoch 56 Batch 238/538 - Train Accuracy: 0.975, Validation Accuracy: 0.958, Loss: 0.020 Epoch 56 Batch 239/538 - Train Accuracy: 0.972, Validation Accuracy: 0.960, Loss: 0.025 Epoch 56 Batch 240/538 - Train Accuracy: 0.967, Validation Accuracy: 0.962, Loss: 0.027 Epoch 56 Batch 241/538 - Train Accuracy: 0.962, Validation Accuracy: 0.964, Loss: 0.025 Epoch 56 Batch 242/538 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.016 Epoch 56 Batch 243/538 - Train Accuracy: 0.967, Validation Accuracy: 0.962, Loss: 0.018 Epoch 56 Batch 244/538 - Train Accuracy: 0.971, Validation Accuracy: 0.960, Loss: 0.017 Epoch 56 Batch 245/538 - Train Accuracy: 0.961, Validation Accuracy: 0.962, Loss: 0.029 Epoch 56 Batch 246/538 - Train Accuracy: 0.977, Validation Accuracy: 0.962, Loss: 0.016 Epoch 56 Batch 247/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.019 Epoch 56 Batch 248/538 - Train Accuracy: 0.955, Validation Accuracy: 0.964, Loss: 0.030 Epoch 56 Batch 249/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.016 Epoch 56 Batch 250/538 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.021 Epoch 56 Batch 251/538 - Train Accuracy: 0.976, Validation Accuracy: 0.963, Loss: 0.018 Epoch 56 Batch 252/538 - Train Accuracy: 0.970, Validation Accuracy: 0.960, Loss: 0.019 Epoch 56 Batch 253/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.020 Epoch 56 Batch 254/538 - Train Accuracy: 0.964, Validation Accuracy: 0.965, Loss: 0.021 Epoch 56 Batch 255/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.021 Epoch 56 Batch 256/538 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.022 Epoch 56 Batch 257/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.019 Epoch 56 Batch 258/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.024 Epoch 56 Batch 259/538 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.020 Epoch 56 Batch 260/538 - Train Accuracy: 0.961, Validation Accuracy: 0.966, Loss: 0.024 Epoch 56 Batch 261/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.023 Epoch 56 Batch 262/538 - Train Accuracy: 0.978, Validation Accuracy: 0.963, Loss: 0.020 Epoch 56 Batch 263/538 - Train Accuracy: 0.964, Validation Accuracy: 0.966, Loss: 0.020 Epoch 56 Batch 264/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.025 Epoch 56 Batch 265/538 - Train Accuracy: 0.961, Validation Accuracy: 0.965, Loss: 0.034 Epoch 56 Batch 266/538 - Train Accuracy: 0.974, Validation Accuracy: 0.963, Loss: 0.020 Epoch 56 Batch 267/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.019 Epoch 56 Batch 268/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.020 Epoch 56 Batch 269/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.020 Epoch 56 Batch 270/538 - Train Accuracy: 0.965, Validation Accuracy: 0.964, Loss: 0.020 Epoch 56 Batch 271/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.017 Epoch 56 Batch 272/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.023 Epoch 56 Batch 273/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.023 Epoch 56 Batch 274/538 - Train Accuracy: 0.956, Validation Accuracy: 0.966, Loss: 0.028 Epoch 56 Batch 275/538 - Train Accuracy: 0.962, Validation Accuracy: 0.971, Loss: 0.030 Epoch 56 Batch 276/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.027 Epoch 56 Batch 277/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.021 Epoch 56 Batch 278/538 - Train Accuracy: 0.973, Validation Accuracy: 0.975, Loss: 0.021 Epoch 56 Batch 279/538 - Train Accuracy: 0.968, Validation Accuracy: 0.974, Loss: 0.019 Epoch 56 Batch 280/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.017 Epoch 56 Batch 281/538 - Train Accuracy: 0.969, Validation Accuracy: 0.974, Loss: 0.025 Epoch 56 Batch 282/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.025 Epoch 56 Batch 283/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.023 Epoch 56 Batch 284/538 - Train Accuracy: 0.965, Validation Accuracy: 0.969, Loss: 0.024 Epoch 56 Batch 285/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.019 Epoch 56 Batch 286/538 - Train Accuracy: 0.958, Validation Accuracy: 0.967, Loss: 0.029 Epoch 56 Batch 287/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.019 Epoch 56 Batch 288/538 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.023 Epoch 56 Batch 289/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.014 Epoch 56 Batch 290/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.017 Epoch 56 Batch 291/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.025 Epoch 56 Batch 292/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.014 Epoch 56 Batch 293/538 - Train Accuracy: 0.962, Validation Accuracy: 0.971, Loss: 0.023 Epoch 56 Batch 294/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.019 Epoch 56 Batch 295/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.019 Epoch 56 Batch 296/538 - Train Accuracy: 0.968, Validation Accuracy: 0.970, Loss: 0.034 Epoch 56 Batch 297/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.024 Epoch 56 Batch 298/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.022 Epoch 56 Batch 299/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.027 Epoch 56 Batch 300/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.017 Epoch 56 Batch 301/538 - Train Accuracy: 0.967, Validation Accuracy: 0.964, Loss: 0.022 Epoch 56 Batch 302/538 - Train Accuracy: 0.977, Validation Accuracy: 0.964, Loss: 0.021 Epoch 56 Batch 303/538 - Train Accuracy: 0.979, Validation Accuracy: 0.962, Loss: 0.023 Epoch 56 Batch 304/538 - Train Accuracy: 0.961, Validation Accuracy: 0.962, Loss: 0.025 Epoch 56 Batch 305/538 - Train Accuracy: 0.972, Validation Accuracy: 0.962, Loss: 0.021 Epoch 56 Batch 306/538 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.024 Epoch 56 Batch 307/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.019 Epoch 56 Batch 308/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.021 Epoch 56 Batch 309/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.017 Epoch 56 Batch 310/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.031 Epoch 56 Batch 311/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.026 Epoch 56 Batch 312/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.016 Epoch 56 Batch 313/538 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.018 Epoch 56 Batch 314/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.027 Epoch 56 Batch 315/538 - Train Accuracy: 0.975, Validation Accuracy: 0.965, Loss: 0.022 Epoch 56 Batch 316/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.021 Epoch 56 Batch 317/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.024 Epoch 56 Batch 318/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.023 Epoch 56 Batch 319/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.027 Epoch 56 Batch 320/538 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.017 Epoch 56 Batch 321/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.017 Epoch 56 Batch 322/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.021 Epoch 56 Batch 323/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.022 Epoch 56 Batch 324/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.018 Epoch 56 Batch 325/538 - Train Accuracy: 0.982, Validation Accuracy: 0.969, Loss: 0.021 Epoch 56 Batch 326/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.018 Epoch 56 Batch 327/538 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.022 Epoch 56 Batch 328/538 - Train Accuracy: 0.980, Validation Accuracy: 0.964, Loss: 0.013 Epoch 56 Batch 329/538 - Train Accuracy: 0.978, Validation Accuracy: 0.963, Loss: 0.016 Epoch 56 Batch 330/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.017 Epoch 56 Batch 331/538 - Train Accuracy: 0.977, Validation Accuracy: 0.963, Loss: 0.018 Epoch 56 Batch 332/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.026 Epoch 56 Batch 333/538 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.024 Epoch 56 Batch 334/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.018 Epoch 56 Batch 335/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.019 Epoch 56 Batch 336/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.023 Epoch 56 Batch 337/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.022 Epoch 56 Batch 338/538 - Train Accuracy: 0.978, Validation Accuracy: 0.964, Loss: 0.019 Epoch 56 Batch 339/538 - Train Accuracy: 0.965, Validation Accuracy: 0.965, Loss: 0.021 Epoch 56 Batch 340/538 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.022 Epoch 56 Batch 341/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.020 Epoch 56 Batch 342/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.025 Epoch 56 Batch 343/538 - Train Accuracy: 0.979, Validation Accuracy: 0.965, Loss: 0.022 Epoch 56 Batch 344/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.019 Epoch 56 Batch 345/538 - Train Accuracy: 0.982, Validation Accuracy: 0.969, Loss: 0.021 Epoch 56 Batch 346/538 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.020 Epoch 56 Batch 347/538 - Train Accuracy: 0.977, Validation Accuracy: 0.964, Loss: 0.021 Epoch 56 Batch 348/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.019 Epoch 56 Batch 349/538 - Train Accuracy: 0.975, Validation Accuracy: 0.962, Loss: 0.017 Epoch 56 Batch 350/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.025 Epoch 56 Batch 351/538 - Train Accuracy: 0.964, Validation Accuracy: 0.967, Loss: 0.027 Epoch 56 Batch 352/538 - Train Accuracy: 0.965, Validation Accuracy: 0.970, Loss: 0.034 Epoch 56 Batch 353/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.024 Epoch 56 Batch 354/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.023 Epoch 56 Batch 355/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.018 Epoch 56 Batch 356/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.016 Epoch 56 Batch 357/538 - Train Accuracy: 0.961, Validation Accuracy: 0.968, Loss: 0.024 Epoch 56 Batch 358/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.016 Epoch 56 Batch 359/538 - Train Accuracy: 0.978, Validation Accuracy: 0.967, Loss: 0.024 Epoch 56 Batch 360/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.019 Epoch 56 Batch 361/538 - Train Accuracy: 0.979, Validation Accuracy: 0.966, Loss: 0.019 Epoch 56 Batch 362/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.018 Epoch 56 Batch 363/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.019 Epoch 56 Batch 364/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.026 Epoch 56 Batch 365/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.019 Epoch 56 Batch 366/538 - Train Accuracy: 0.978, Validation Accuracy: 0.965, Loss: 0.023 Epoch 56 Batch 367/538 - Train Accuracy: 0.978, Validation Accuracy: 0.966, Loss: 0.017 Epoch 56 Batch 368/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.018 Epoch 56 Batch 369/538 - Train Accuracy: 0.975, Validation Accuracy: 0.965, Loss: 0.018 Epoch 56 Batch 370/538 - Train Accuracy: 0.964, Validation Accuracy: 0.965, Loss: 0.025 Epoch 56 Batch 371/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.021 Epoch 56 Batch 372/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.028 Epoch 56 Batch 373/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.016 Epoch 56 Batch 374/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.023 Epoch 56 Batch 375/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.020 Epoch 56 Batch 376/538 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.021 Epoch 56 Batch 377/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.028 Epoch 56 Batch 378/538 - Train Accuracy: 0.964, Validation Accuracy: 0.971, Loss: 0.015 Epoch 56 Batch 379/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.025 Epoch 56 Batch 380/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.018 Epoch 56 Batch 381/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.022 Epoch 56 Batch 382/538 - Train Accuracy: 0.961, Validation Accuracy: 0.967, Loss: 0.029 Epoch 56 Batch 383/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.017 Epoch 56 Batch 384/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.023 Epoch 56 Batch 385/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.020 Epoch 56 Batch 386/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.021 Epoch 56 Batch 387/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.021 Epoch 56 Batch 388/538 - Train Accuracy: 0.967, Validation Accuracy: 0.964, Loss: 0.028 Epoch 56 Batch 389/538 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.026 Epoch 56 Batch 390/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.022 Epoch 56 Batch 391/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.025 Epoch 56 Batch 392/538 - Train Accuracy: 0.971, Validation Accuracy: 0.961, Loss: 0.017 Epoch 56 Batch 393/538 - Train Accuracy: 0.974, Validation Accuracy: 0.961, Loss: 0.020 Epoch 56 Batch 394/538 - Train Accuracy: 0.958, Validation Accuracy: 0.958, Loss: 0.027 Epoch 56 Batch 395/538 - Train Accuracy: 0.974, Validation Accuracy: 0.956, Loss: 0.028 Epoch 56 Batch 396/538 - Train Accuracy: 0.969, Validation Accuracy: 0.956, Loss: 0.023 Epoch 56 Batch 397/538 - Train Accuracy: 0.974, Validation Accuracy: 0.958, Loss: 0.023 Epoch 56 Batch 398/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.021 Epoch 56 Batch 399/538 - Train Accuracy: 0.971, Validation Accuracy: 0.959, Loss: 0.020 Epoch 56 Batch 400/538 - Train Accuracy: 0.980, Validation Accuracy: 0.961, Loss: 0.018 Epoch 56 Batch 401/538 - Train Accuracy: 0.978, Validation Accuracy: 0.961, Loss: 0.020 Epoch 56 Batch 402/538 - Train Accuracy: 0.979, Validation Accuracy: 0.961, Loss: 0.022 Epoch 56 Batch 403/538 - Train Accuracy: 0.974, Validation Accuracy: 0.963, Loss: 0.023 Epoch 56 Batch 404/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.026 Epoch 56 Batch 405/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.022 Epoch 56 Batch 406/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.022 Epoch 56 Batch 407/538 - Train Accuracy: 0.979, Validation Accuracy: 0.964, Loss: 0.028 Epoch 56 Batch 408/538 - Train Accuracy: 0.959, Validation Accuracy: 0.962, Loss: 0.027 Epoch 56 Batch 409/538 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.020 Epoch 56 Batch 410/538 - Train Accuracy: 0.976, Validation Accuracy: 0.961, Loss: 0.020 Epoch 56 Batch 411/538 - Train Accuracy: 0.979, Validation Accuracy: 0.961, Loss: 0.021 Epoch 56 Batch 412/538 - Train Accuracy: 0.976, Validation Accuracy: 0.961, Loss: 0.016 Epoch 56 Batch 413/538 - Train Accuracy: 0.978, Validation Accuracy: 0.961, Loss: 0.023 Epoch 56 Batch 414/538 - Train Accuracy: 0.965, Validation Accuracy: 0.958, Loss: 0.031 Epoch 56 Batch 415/538 - Train Accuracy: 0.970, Validation Accuracy: 0.956, Loss: 0.018 Epoch 56 Batch 416/538 - Train Accuracy: 0.980, Validation Accuracy: 0.958, Loss: 0.022 Epoch 56 Batch 417/538 - Train Accuracy: 0.974, Validation Accuracy: 0.960, Loss: 0.022 Epoch 56 Batch 418/538 - Train Accuracy: 0.968, Validation Accuracy: 0.960, Loss: 0.028 Epoch 56 Batch 419/538 - Train Accuracy: 0.975, Validation Accuracy: 0.960, Loss: 0.018 Epoch 56 Batch 420/538 - Train Accuracy: 0.974, Validation Accuracy: 0.960, Loss: 0.024 Epoch 56 Batch 421/538 - Train Accuracy: 0.972, Validation Accuracy: 0.960, Loss: 0.021 Epoch 56 Batch 422/538 - Train Accuracy: 0.972, Validation Accuracy: 0.960, Loss: 0.025 Epoch 56 Batch 423/538 - Train Accuracy: 0.972, Validation Accuracy: 0.960, Loss: 0.022 Epoch 56 Batch 424/538 - Train Accuracy: 0.968, Validation Accuracy: 0.960, Loss: 0.029 Epoch 56 Batch 425/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.035 Epoch 56 Batch 426/538 - Train Accuracy: 0.979, Validation Accuracy: 0.961, Loss: 0.021 Epoch 56 Batch 427/538 - Train Accuracy: 0.967, Validation Accuracy: 0.958, Loss: 0.024 Epoch 56 Batch 428/538 - Train Accuracy: 0.973, Validation Accuracy: 0.958, Loss: 0.017 Epoch 56 Batch 429/538 - Train Accuracy: 0.983, Validation Accuracy: 0.958, Loss: 0.024 Epoch 56 Batch 430/538 - Train Accuracy: 0.966, Validation Accuracy: 0.958, Loss: 0.028 Epoch 56 Batch 431/538 - Train Accuracy: 0.973, Validation Accuracy: 0.958, Loss: 0.024 Epoch 56 Batch 432/538 - Train Accuracy: 0.962, Validation Accuracy: 0.958, Loss: 0.028 Epoch 56 Batch 433/538 - Train Accuracy: 0.962, Validation Accuracy: 0.961, Loss: 0.039 Epoch 56 Batch 434/538 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.023 Epoch 56 Batch 435/538 - Train Accuracy: 0.969, Validation Accuracy: 0.959, Loss: 0.027 Epoch 56 Batch 436/538 - Train Accuracy: 0.973, Validation Accuracy: 0.956, Loss: 0.023 Epoch 56 Batch 437/538 - Train Accuracy: 0.982, Validation Accuracy: 0.954, Loss: 0.026 Epoch 56 Batch 438/538 - Train Accuracy: 0.976, Validation Accuracy: 0.958, Loss: 0.020 Epoch 56 Batch 439/538 - Train Accuracy: 0.982, Validation Accuracy: 0.958, Loss: 0.023 Epoch 56 Batch 440/538 - Train Accuracy: 0.977, Validation Accuracy: 0.960, Loss: 0.026 Epoch 56 Batch 441/538 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.025 Epoch 56 Batch 442/538 - Train Accuracy: 0.964, Validation Accuracy: 0.962, Loss: 0.025 Epoch 56 Batch 443/538 - Train Accuracy: 0.961, Validation Accuracy: 0.955, Loss: 0.022 Epoch 56 Batch 444/538 - Train Accuracy: 0.965, Validation Accuracy: 0.955, Loss: 0.018 Epoch 56 Batch 445/538 - Train Accuracy: 0.968, Validation Accuracy: 0.959, Loss: 0.024 Epoch 56 Batch 446/538 - Train Accuracy: 0.973, Validation Accuracy: 0.959, Loss: 0.017 Epoch 56 Batch 447/538 - Train Accuracy: 0.974, Validation Accuracy: 0.959, Loss: 0.020 Epoch 56 Batch 448/538 - Train Accuracy: 0.980, Validation Accuracy: 0.962, Loss: 0.022 Epoch 56 Batch 449/538 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.028 Epoch 56 Batch 450/538 - Train Accuracy: 0.963, Validation Accuracy: 0.963, Loss: 0.034 Epoch 56 Batch 451/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.020 Epoch 56 Batch 452/538 - Train Accuracy: 0.969, Validation Accuracy: 0.962, Loss: 0.024 Epoch 56 Batch 453/538 - Train Accuracy: 0.964, Validation Accuracy: 0.961, Loss: 0.027 Epoch 56 Batch 454/538 - Train Accuracy: 0.972, Validation Accuracy: 0.961, Loss: 0.022 Epoch 56 Batch 455/538 - Train Accuracy: 0.970, Validation Accuracy: 0.961, Loss: 0.023 Epoch 56 Batch 456/538 - Train Accuracy: 0.972, Validation Accuracy: 0.961, Loss: 0.046 Epoch 56 Batch 457/538 - Train Accuracy: 0.970, Validation Accuracy: 0.958, Loss: 0.024 Epoch 56 Batch 458/538 - Train Accuracy: 0.972, Validation Accuracy: 0.961, Loss: 0.021 Epoch 56 Batch 459/538 - Train Accuracy: 0.980, Validation Accuracy: 0.960, Loss: 0.017 Epoch 56 Batch 460/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.023 Epoch 56 Batch 461/538 - Train Accuracy: 0.972, Validation Accuracy: 0.961, Loss: 0.024 Epoch 56 Batch 462/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.025 Epoch 56 Batch 463/538 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.030 Epoch 56 Batch 464/538 - Train Accuracy: 0.982, Validation Accuracy: 0.964, Loss: 0.018 Epoch 56 Batch 465/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.019 Epoch 56 Batch 466/538 - Train Accuracy: 0.963, Validation Accuracy: 0.963, Loss: 0.026 Epoch 56 Batch 467/538 - Train Accuracy: 0.974, Validation Accuracy: 0.963, Loss: 0.023 Epoch 56 Batch 468/538 - Train Accuracy: 0.983, Validation Accuracy: 0.965, Loss: 0.038 Epoch 56 Batch 469/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.025 Epoch 56 Batch 470/538 - Train Accuracy: 0.960, Validation Accuracy: 0.960, Loss: 0.026 Epoch 56 Batch 471/538 - Train Accuracy: 0.981, Validation Accuracy: 0.961, Loss: 0.015 Epoch 56 Batch 472/538 - Train Accuracy: 0.980, Validation Accuracy: 0.956, Loss: 0.017 Epoch 56 Batch 473/538 - Train Accuracy: 0.971, Validation Accuracy: 0.956, Loss: 0.024 Epoch 56 Batch 474/538 - Train Accuracy: 0.973, Validation Accuracy: 0.959, Loss: 0.018 Epoch 56 Batch 475/538 - Train Accuracy: 0.973, Validation Accuracy: 0.959, Loss: 0.021 Epoch 56 Batch 476/538 - Train Accuracy: 0.968, Validation Accuracy: 0.958, Loss: 0.026 Epoch 56 Batch 477/538 - Train Accuracy: 0.971, Validation Accuracy: 0.956, Loss: 0.025 Epoch 56 Batch 478/538 - Train Accuracy: 0.984, Validation Accuracy: 0.956, Loss: 0.019 Epoch 56 Batch 479/538 - Train Accuracy: 0.971, Validation Accuracy: 0.956, Loss: 0.020 Epoch 56 Batch 480/538 - Train Accuracy: 0.973, Validation Accuracy: 0.959, Loss: 0.020 Epoch 56 Batch 481/538 - Train Accuracy: 0.975, Validation Accuracy: 0.959, Loss: 0.020 Epoch 56 Batch 482/538 - Train Accuracy: 0.963, Validation Accuracy: 0.963, Loss: 0.026 Epoch 56 Batch 483/538 - Train Accuracy: 0.961, Validation Accuracy: 0.963, Loss: 0.026 Epoch 56 Batch 484/538 - Train Accuracy: 0.964, Validation Accuracy: 0.965, Loss: 0.024 Epoch 56 Batch 485/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.032 Epoch 56 Batch 486/538 - Train Accuracy: 0.973, Validation Accuracy: 0.960, Loss: 0.016 Epoch 56 Batch 487/538 - Train Accuracy: 0.980, Validation Accuracy: 0.962, Loss: 0.018 Epoch 56 Batch 488/538 - Train Accuracy: 0.982, Validation Accuracy: 0.964, Loss: 0.015 Epoch 56 Batch 489/538 - Train Accuracy: 0.971, Validation Accuracy: 0.961, Loss: 0.029 Epoch 56 Batch 490/538 - Train Accuracy: 0.963, Validation Accuracy: 0.963, Loss: 0.023 Epoch 56 Batch 491/538 - Train Accuracy: 0.970, Validation Accuracy: 0.960, Loss: 0.023 Epoch 56 Batch 492/538 - Train Accuracy: 0.973, Validation Accuracy: 0.959, Loss: 0.018 Epoch 56 Batch 493/538 - Train Accuracy: 0.963, Validation Accuracy: 0.960, Loss: 0.031 Epoch 56 Batch 494/538 - Train Accuracy: 0.974, Validation Accuracy: 0.958, Loss: 0.028 Epoch 56 Batch 495/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.025 Epoch 56 Batch 496/538 - Train Accuracy: 0.982, Validation Accuracy: 0.965, Loss: 0.014 Epoch 56 Batch 497/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.024 Epoch 56 Batch 498/538 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.020 Epoch 56 Batch 499/538 - Train Accuracy: 0.967, Validation Accuracy: 0.967, Loss: 0.028 Epoch 56 Batch 500/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.019 Epoch 56 Batch 501/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.025 Epoch 56 Batch 502/538 - Train Accuracy: 0.979, Validation Accuracy: 0.966, Loss: 0.019 Epoch 56 Batch 503/538 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.018 Epoch 56 Batch 504/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.018 Epoch 56 Batch 505/538 - Train Accuracy: 0.966, Validation Accuracy: 0.965, Loss: 0.019 Epoch 56 Batch 506/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.021 Epoch 56 Batch 507/538 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.020 Epoch 56 Batch 508/538 - Train Accuracy: 0.966, Validation Accuracy: 0.962, Loss: 0.023 Epoch 56 Batch 509/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.026 Epoch 56 Batch 510/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.018 Epoch 56 Batch 511/538 - Train Accuracy: 0.962, Validation Accuracy: 0.964, Loss: 0.023 Epoch 56 Batch 512/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.024 Epoch 56 Batch 513/538 - Train Accuracy: 0.974, Validation Accuracy: 0.963, Loss: 0.020 Epoch 56 Batch 514/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.024 Epoch 56 Batch 515/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.028 Epoch 56 Batch 516/538 - Train Accuracy: 0.964, Validation Accuracy: 0.966, Loss: 0.026 Epoch 56 Batch 517/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.020 Epoch 56 Batch 518/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.025 Epoch 56 Batch 519/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.020 Epoch 56 Batch 520/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.028 Epoch 56 Batch 521/538 - Train Accuracy: 0.983, Validation Accuracy: 0.966, Loss: 0.030 Epoch 56 Batch 522/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.016 Epoch 56 Batch 523/538 - Train Accuracy: 0.966, Validation Accuracy: 0.961, Loss: 0.021 Epoch 56 Batch 524/538 - Train Accuracy: 0.974, Validation Accuracy: 0.960, Loss: 0.021 Epoch 56 Batch 525/538 - Train Accuracy: 0.973, Validation Accuracy: 0.960, Loss: 0.025 Epoch 56 Batch 526/538 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.022 Epoch 56 Batch 527/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.021 Epoch 56 Batch 528/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.023 Epoch 56 Batch 529/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.023 Epoch 56 Batch 530/538 - Train Accuracy: 0.978, Validation Accuracy: 0.965, Loss: 0.028 Epoch 56 Batch 531/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.028 Epoch 56 Batch 532/538 - Train Accuracy: 0.963, Validation Accuracy: 0.965, Loss: 0.021 Epoch 56 Batch 533/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.021 Epoch 56 Batch 534/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.016 Epoch 56 Batch 535/538 - Train Accuracy: 0.978, Validation Accuracy: 0.965, Loss: 0.022 Epoch 56 Batch 536/538 - Train Accuracy: 0.978, Validation Accuracy: 0.962, Loss: 0.034 Epoch 57 Batch 0/538 - Train Accuracy: 0.973, Validation Accuracy: 0.959, Loss: 0.019 Epoch 57 Batch 1/538 - Train Accuracy: 0.979, Validation Accuracy: 0.959, Loss: 0.025 Epoch 57 Batch 2/538 - Train Accuracy: 0.973, Validation Accuracy: 0.957, Loss: 0.024 Epoch 57 Batch 3/538 - Train Accuracy: 0.969, Validation Accuracy: 0.958, Loss: 0.019 Epoch 57 Batch 4/538 - Train Accuracy: 0.977, Validation Accuracy: 0.960, Loss: 0.021 Epoch 57 Batch 5/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.024 Epoch 57 Batch 6/538 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.026 Epoch 57 Batch 7/538 - Train Accuracy: 0.974, Validation Accuracy: 0.963, Loss: 0.020 Epoch 57 Batch 8/538 - Train Accuracy: 0.980, Validation Accuracy: 0.964, Loss: 0.020 Epoch 57 Batch 9/538 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.019 Epoch 57 Batch 10/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.019 Epoch 57 Batch 11/538 - Train Accuracy: 0.975, Validation Accuracy: 0.965, Loss: 0.023 Epoch 57 Batch 12/538 - Train Accuracy: 0.969, Validation Accuracy: 0.960, Loss: 0.018 Epoch 57 Batch 13/538 - Train Accuracy: 0.970, Validation Accuracy: 0.960, Loss: 0.020 Epoch 57 Batch 14/538 - Train Accuracy: 0.971, Validation Accuracy: 0.960, Loss: 0.023 Epoch 57 Batch 15/538 - Train Accuracy: 0.978, Validation Accuracy: 0.962, Loss: 0.021 Epoch 57 Batch 16/538 - Train Accuracy: 0.972, Validation Accuracy: 0.962, Loss: 0.025 Epoch 57 Batch 17/538 - Train Accuracy: 0.975, Validation Accuracy: 0.962, Loss: 0.028 Epoch 57 Batch 18/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.024 Epoch 57 Batch 19/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.026 Epoch 57 Batch 20/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.028 Epoch 57 Batch 21/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.012 Epoch 57 Batch 22/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.021 Epoch 57 Batch 23/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.026 Epoch 57 Batch 24/538 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.027 Epoch 57 Batch 25/538 - Train Accuracy: 0.965, Validation Accuracy: 0.965, Loss: 0.023 Epoch 57 Batch 26/538 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.032 Epoch 57 Batch 27/538 - Train Accuracy: 0.980, Validation Accuracy: 0.965, Loss: 0.016 Epoch 57 Batch 28/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.027 Epoch 57 Batch 29/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.019 Epoch 57 Batch 30/538 - Train Accuracy: 0.965, Validation Accuracy: 0.962, Loss: 0.028 Epoch 57 Batch 31/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.024 Epoch 57 Batch 32/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.016 Epoch 57 Batch 33/538 - Train Accuracy: 0.964, Validation Accuracy: 0.966, Loss: 0.028 Epoch 57 Batch 34/538 - Train Accuracy: 0.964, Validation Accuracy: 0.966, Loss: 0.031 Epoch 57 Batch 35/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.016 Epoch 57 Batch 36/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.022 Epoch 57 Batch 37/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.023 Epoch 57 Batch 38/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.020 Epoch 57 Batch 39/538 - Train Accuracy: 0.976, Validation Accuracy: 0.965, Loss: 0.021 Epoch 57 Batch 40/538 - Train Accuracy: 0.978, Validation Accuracy: 0.965, Loss: 0.018 Epoch 57 Batch 41/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.017 Epoch 57 Batch 42/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.025 Epoch 57 Batch 43/538 - Train Accuracy: 0.963, Validation Accuracy: 0.969, Loss: 0.025 Epoch 57 Batch 44/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.017 Epoch 57 Batch 45/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.023 Epoch 57 Batch 46/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.018 Epoch 57 Batch 47/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.028 Epoch 57 Batch 48/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.026 Epoch 57 Batch 49/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.021 Epoch 57 Batch 50/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.027 Epoch 57 Batch 51/538 - Train Accuracy: 0.963, Validation Accuracy: 0.966, Loss: 0.026 Epoch 57 Batch 52/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.018 Epoch 57 Batch 53/538 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.024 Epoch 57 Batch 54/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.018 Epoch 57 Batch 55/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.019 Epoch 57 Batch 56/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.018 Epoch 57 Batch 57/538 - Train Accuracy: 0.959, Validation Accuracy: 0.967, Loss: 0.022 Epoch 57 Batch 58/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.015 Epoch 57 Batch 59/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.028 Epoch 57 Batch 60/538 - Train Accuracy: 0.978, Validation Accuracy: 0.966, Loss: 0.026 Epoch 57 Batch 61/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.023 Epoch 57 Batch 62/538 - Train Accuracy: 0.964, Validation Accuracy: 0.966, Loss: 0.027 Epoch 57 Batch 63/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.017 Epoch 57 Batch 64/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.022 Epoch 57 Batch 65/538 - Train Accuracy: 0.962, Validation Accuracy: 0.968, Loss: 0.025 Epoch 57 Batch 66/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.015 Epoch 57 Batch 67/538 - Train Accuracy: 0.984, Validation Accuracy: 0.968, Loss: 0.021 Epoch 57 Batch 68/538 - Train Accuracy: 0.964, Validation Accuracy: 0.968, Loss: 0.020 Epoch 57 Batch 69/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.019 Epoch 57 Batch 70/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.023 Epoch 57 Batch 71/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.022 Epoch 57 Batch 72/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.039 Epoch 57 Batch 73/538 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.020 Epoch 57 Batch 74/538 - Train Accuracy: 0.984, Validation Accuracy: 0.967, Loss: 0.019 Epoch 57 Batch 75/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.019 Epoch 57 Batch 76/538 - Train Accuracy: 0.971, Validation Accuracy: 0.974, Loss: 0.025 Epoch 57 Batch 77/538 - Train Accuracy: 0.961, Validation Accuracy: 0.974, Loss: 0.018 Epoch 57 Batch 78/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.021 Epoch 57 Batch 79/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.017 Epoch 57 Batch 80/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.020 Epoch 57 Batch 81/538 - Train Accuracy: 0.967, Validation Accuracy: 0.972, Loss: 0.023 Epoch 57 Batch 82/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.019 Epoch 57 Batch 83/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.024 Epoch 57 Batch 84/538 - Train Accuracy: 0.967, Validation Accuracy: 0.970, Loss: 0.031 Epoch 57 Batch 85/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.019 Epoch 57 Batch 86/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.020 Epoch 57 Batch 87/538 - Train Accuracy: 0.964, Validation Accuracy: 0.974, Loss: 0.020 Epoch 57 Batch 88/538 - Train Accuracy: 0.970, Validation Accuracy: 0.971, Loss: 0.020 Epoch 57 Batch 89/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.023 Epoch 57 Batch 90/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.026 Epoch 57 Batch 91/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.022 Epoch 57 Batch 92/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.024 Epoch 57 Batch 93/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.018 Epoch 57 Batch 94/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.017 Epoch 57 Batch 95/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.018 Epoch 57 Batch 96/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.020 Epoch 57 Batch 97/538 - Train Accuracy: 0.966, Validation Accuracy: 0.968, Loss: 0.017 Epoch 57 Batch 98/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.021 Epoch 57 Batch 99/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.026 Epoch 57 Batch 100/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.019 Epoch 57 Batch 101/538 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.028 Epoch 57 Batch 102/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.024 Epoch 57 Batch 103/538 - Train Accuracy: 0.964, Validation Accuracy: 0.968, Loss: 0.021 Epoch 57 Batch 104/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.017 Epoch 57 Batch 105/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.018 Epoch 57 Batch 106/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.015 Epoch 57 Batch 107/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.019 Epoch 57 Batch 108/538 - Train Accuracy: 0.983, Validation Accuracy: 0.968, Loss: 0.019 Epoch 57 Batch 109/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.021 Epoch 57 Batch 110/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.017 Epoch 57 Batch 111/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.021 Epoch 57 Batch 112/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.022 Epoch 57 Batch 113/538 - Train Accuracy: 0.964, Validation Accuracy: 0.969, Loss: 0.024 Epoch 57 Batch 114/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.020 Epoch 57 Batch 115/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.017 Epoch 57 Batch 116/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.026 Epoch 57 Batch 117/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.022 Epoch 57 Batch 118/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.016 Epoch 57 Batch 119/538 - Train Accuracy: 0.982, Validation Accuracy: 0.969, Loss: 0.014 Epoch 57 Batch 120/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.016 Epoch 57 Batch 121/538 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.025 Epoch 57 Batch 122/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.022 Epoch 57 Batch 123/538 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.019 Epoch 57 Batch 124/538 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.019 Epoch 57 Batch 125/538 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.024 Epoch 57 Batch 126/538 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.029 Epoch 57 Batch 127/538 - Train Accuracy: 0.964, Validation Accuracy: 0.972, Loss: 0.022 Epoch 57 Batch 128/538 - Train Accuracy: 0.971, Validation Accuracy: 0.974, Loss: 0.022 Epoch 57 Batch 129/538 - Train Accuracy: 0.980, Validation Accuracy: 0.967, Loss: 0.015 Epoch 57 Batch 130/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.018 Epoch 57 Batch 131/538 - Train Accuracy: 0.984, Validation Accuracy: 0.970, Loss: 0.020 Epoch 57 Batch 132/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.022 Epoch 57 Batch 133/538 - Train Accuracy: 0.962, Validation Accuracy: 0.968, Loss: 0.021 Epoch 57 Batch 134/538 - Train Accuracy: 0.967, Validation Accuracy: 0.968, Loss: 0.029 Epoch 57 Batch 135/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.037 Epoch 57 Batch 136/538 - Train Accuracy: 0.967, Validation Accuracy: 0.967, Loss: 0.019 Epoch 57 Batch 137/538 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.022 Epoch 57 Batch 138/538 - Train Accuracy: 0.964, Validation Accuracy: 0.969, Loss: 0.023 Epoch 57 Batch 139/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.021 Epoch 57 Batch 140/538 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.034 Epoch 57 Batch 141/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.019 Epoch 57 Batch 142/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.023 Epoch 57 Batch 143/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.031 Epoch 57 Batch 144/538 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.023 Epoch 57 Batch 145/538 - Train Accuracy: 0.963, Validation Accuracy: 0.972, Loss: 0.032 Epoch 57 Batch 146/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.016 Epoch 57 Batch 147/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.025 Epoch 57 Batch 148/538 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.025 Epoch 57 Batch 149/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.019 Epoch 57 Batch 150/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.018 Epoch 57 Batch 151/538 - Train Accuracy: 0.964, Validation Accuracy: 0.968, Loss: 0.025 Epoch 57 Batch 152/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.023 Epoch 57 Batch 153/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.024 Epoch 57 Batch 154/538 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.018 Epoch 57 Batch 155/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.025 Epoch 57 Batch 156/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.020 Epoch 57 Batch 157/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.023 Epoch 57 Batch 158/538 - Train Accuracy: 0.981, Validation Accuracy: 0.966, Loss: 0.024 Epoch 57 Batch 159/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.021 Epoch 57 Batch 160/538 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.020 Epoch 57 Batch 161/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.019 Epoch 57 Batch 162/538 - Train Accuracy: 0.981, Validation Accuracy: 0.968, Loss: 0.019 Epoch 57 Batch 163/538 - Train Accuracy: 0.963, Validation Accuracy: 0.969, Loss: 0.027 Epoch 57 Batch 164/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.027 Epoch 57 Batch 165/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.017 Epoch 57 Batch 166/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.022 Epoch 57 Batch 167/538 - Train Accuracy: 0.974, Validation Accuracy: 0.974, Loss: 0.037 Epoch 57 Batch 168/538 - Train Accuracy: 0.964, Validation Accuracy: 0.969, Loss: 0.030 Epoch 57 Batch 169/538 - Train Accuracy: 0.982, Validation Accuracy: 0.969, Loss: 0.019 Epoch 57 Batch 170/538 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.020 Epoch 57 Batch 171/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.028 Epoch 57 Batch 172/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.020 Epoch 57 Batch 173/538 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.016 Epoch 57 Batch 174/538 - Train Accuracy: 0.965, Validation Accuracy: 0.965, Loss: 0.021 Epoch 57 Batch 175/538 - Train Accuracy: 0.974, Validation Accuracy: 0.963, Loss: 0.015 Epoch 57 Batch 176/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.024 Epoch 57 Batch 177/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.022 Epoch 57 Batch 178/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.019 Epoch 57 Batch 179/538 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.021 Epoch 57 Batch 180/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.023 Epoch 57 Batch 181/538 - Train Accuracy: 0.964, Validation Accuracy: 0.970, Loss: 0.024 Epoch 57 Batch 182/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.016 Epoch 57 Batch 183/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.023 Epoch 57 Batch 184/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.022 Epoch 57 Batch 185/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.016 Epoch 57 Batch 186/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.020 Epoch 57 Batch 187/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.020 Epoch 57 Batch 188/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.019 Epoch 57 Batch 189/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.021 Epoch 57 Batch 190/538 - Train Accuracy: 0.962, Validation Accuracy: 0.966, Loss: 0.031 Epoch 57 Batch 191/538 - Train Accuracy: 0.978, Validation Accuracy: 0.966, Loss: 0.020 Epoch 57 Batch 192/538 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.024 Epoch 57 Batch 193/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.020 Epoch 57 Batch 194/538 - Train Accuracy: 0.962, Validation Accuracy: 0.968, Loss: 0.034 Epoch 57 Batch 195/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.026 Epoch 57 Batch 196/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.016 Epoch 57 Batch 197/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.021 Epoch 57 Batch 198/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.021 Epoch 57 Batch 199/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.020 Epoch 57 Batch 200/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.016 Epoch 57 Batch 201/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.034 Epoch 57 Batch 202/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.019 Epoch 57 Batch 203/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.028 Epoch 57 Batch 204/538 - Train Accuracy: 0.964, Validation Accuracy: 0.969, Loss: 0.041 Epoch 57 Batch 205/538 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.022 Epoch 57 Batch 206/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.020 Epoch 57 Batch 207/538 - Train Accuracy: 0.966, Validation Accuracy: 0.965, Loss: 0.025 Epoch 57 Batch 208/538 - Train Accuracy: 0.967, Validation Accuracy: 0.968, Loss: 0.033 Epoch 57 Batch 209/538 - Train Accuracy: 0.966, Validation Accuracy: 0.965, Loss: 0.021 Epoch 57 Batch 210/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.024 Epoch 57 Batch 211/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.025 Epoch 57 Batch 212/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.020 Epoch 57 Batch 213/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.020 Epoch 57 Batch 214/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.017 Epoch 57 Batch 215/538 - Train Accuracy: 0.963, Validation Accuracy: 0.972, Loss: 0.022 Epoch 57 Batch 216/538 - Train Accuracy: 0.964, Validation Accuracy: 0.972, Loss: 0.027 Epoch 57 Batch 217/538 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.025 Epoch 57 Batch 218/538 - Train Accuracy: 0.968, Validation Accuracy: 0.971, Loss: 0.017 Epoch 57 Batch 219/538 - Train Accuracy: 0.967, Validation Accuracy: 0.970, Loss: 0.021 Epoch 57 Batch 220/538 - Train Accuracy: 0.959, Validation Accuracy: 0.970, Loss: 0.023 Epoch 57 Batch 221/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.021 Epoch 57 Batch 222/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.017 Epoch 57 Batch 223/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.024 Epoch 57 Batch 224/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.022 Epoch 57 Batch 225/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.019 Epoch 57 Batch 226/538 - Train Accuracy: 0.962, Validation Accuracy: 0.966, Loss: 0.024 Epoch 57 Batch 227/538 - Train Accuracy: 0.977, Validation Accuracy: 0.960, Loss: 0.022 Epoch 57 Batch 228/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.027 Epoch 57 Batch 229/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.031 Epoch 57 Batch 230/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.023 Epoch 57 Batch 231/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.023 Epoch 57 Batch 232/538 - Train Accuracy: 0.968, Validation Accuracy: 0.962, Loss: 0.024 Epoch 57 Batch 233/538 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.024 Epoch 57 Batch 234/538 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.024 Epoch 57 Batch 235/538 - Train Accuracy: 0.976, Validation Accuracy: 0.960, Loss: 0.017 Epoch 57 Batch 236/538 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.024 Epoch 57 Batch 237/538 - Train Accuracy: 0.964, Validation Accuracy: 0.962, Loss: 0.015 Epoch 57 Batch 238/538 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.023 Epoch 57 Batch 239/538 - Train Accuracy: 0.970, Validation Accuracy: 0.959, Loss: 0.024 Epoch 57 Batch 240/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.021 Epoch 57 Batch 241/538 - Train Accuracy: 0.964, Validation Accuracy: 0.969, Loss: 0.032 Epoch 57 Batch 242/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.022 Epoch 57 Batch 243/538 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.020 Epoch 57 Batch 244/538 - Train Accuracy: 0.967, Validation Accuracy: 0.964, Loss: 0.017 Epoch 57 Batch 245/538 - Train Accuracy: 0.959, Validation Accuracy: 0.964, Loss: 0.031 Epoch 57 Batch 246/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.017 Epoch 57 Batch 247/538 - Train Accuracy: 0.963, Validation Accuracy: 0.966, Loss: 0.022 Epoch 57 Batch 248/538 - Train Accuracy: 0.964, Validation Accuracy: 0.966, Loss: 0.028 Epoch 57 Batch 249/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.020 Epoch 57 Batch 250/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.024 Epoch 57 Batch 251/538 - Train Accuracy: 0.978, Validation Accuracy: 0.966, Loss: 0.020 Epoch 57 Batch 252/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.022 Epoch 57 Batch 253/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.016 Epoch 57 Batch 254/538 - Train Accuracy: 0.960, Validation Accuracy: 0.968, Loss: 0.025 Epoch 57 Batch 255/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.026 Epoch 57 Batch 256/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.022 Epoch 57 Batch 257/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.018 Epoch 57 Batch 258/538 - Train Accuracy: 0.983, Validation Accuracy: 0.971, Loss: 0.020 Epoch 57 Batch 259/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.020 Epoch 57 Batch 260/538 - Train Accuracy: 0.962, Validation Accuracy: 0.971, Loss: 0.025 Epoch 57 Batch 261/538 - Train Accuracy: 0.964, Validation Accuracy: 0.972, Loss: 0.024 Epoch 57 Batch 262/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.031 Epoch 57 Batch 263/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.019 Epoch 57 Batch 264/538 - Train Accuracy: 0.970, Validation Accuracy: 0.971, Loss: 0.029 Epoch 57 Batch 265/538 - Train Accuracy: 0.956, Validation Accuracy: 0.969, Loss: 0.025 Epoch 57 Batch 266/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.021 Epoch 57 Batch 267/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.028 Epoch 57 Batch 268/538 - Train Accuracy: 0.962, Validation Accuracy: 0.968, Loss: 0.016 Epoch 57 Batch 269/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.020 Epoch 57 Batch 270/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.019 Epoch 57 Batch 271/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.019 Epoch 57 Batch 272/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.025 Epoch 57 Batch 273/538 - Train Accuracy: 0.966, Validation Accuracy: 0.971, Loss: 0.023 Epoch 57 Batch 274/538 - Train Accuracy: 0.963, Validation Accuracy: 0.971, Loss: 0.023 Epoch 57 Batch 275/538 - Train Accuracy: 0.967, Validation Accuracy: 0.972, Loss: 0.024 Epoch 57 Batch 276/538 - Train Accuracy: 0.961, Validation Accuracy: 0.974, Loss: 0.025 Epoch 57 Batch 277/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.018 Epoch 57 Batch 278/538 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.019 Epoch 57 Batch 279/538 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.018 Epoch 57 Batch 280/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.017 Epoch 57 Batch 281/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.022 Epoch 57 Batch 282/538 - Train Accuracy: 0.970, Validation Accuracy: 0.958, Loss: 0.028 Epoch 57 Batch 283/538 - Train Accuracy: 0.975, Validation Accuracy: 0.956, Loss: 0.019 Epoch 57 Batch 284/538 - Train Accuracy: 0.965, Validation Accuracy: 0.958, Loss: 0.021 Epoch 57 Batch 285/538 - Train Accuracy: 0.964, Validation Accuracy: 0.960, Loss: 0.020 Epoch 57 Batch 286/538 - Train Accuracy: 0.964, Validation Accuracy: 0.960, Loss: 0.029 Epoch 57 Batch 287/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.021 Epoch 57 Batch 288/538 - Train Accuracy: 0.959, Validation Accuracy: 0.973, Loss: 0.022 Epoch 57 Batch 289/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.015 Epoch 57 Batch 290/538 - Train Accuracy: 0.975, Validation Accuracy: 0.977, Loss: 0.016 Epoch 57 Batch 291/538 - Train Accuracy: 0.973, Validation Accuracy: 0.976, Loss: 0.021 Epoch 57 Batch 292/538 - Train Accuracy: 0.979, Validation Accuracy: 0.976, Loss: 0.014 Epoch 57 Batch 293/538 - Train Accuracy: 0.958, Validation Accuracy: 0.978, Loss: 0.022 Epoch 57 Batch 294/538 - Train Accuracy: 0.972, Validation Accuracy: 0.980, Loss: 0.020 Epoch 57 Batch 295/538 - Train Accuracy: 0.981, Validation Accuracy: 0.979, Loss: 0.020 Epoch 57 Batch 296/538 - Train Accuracy: 0.967, Validation Accuracy: 0.978, Loss: 0.029 Epoch 57 Batch 297/538 - Train Accuracy: 0.971, Validation Accuracy: 0.978, Loss: 0.019 Epoch 57 Batch 298/538 - Train Accuracy: 0.974, Validation Accuracy: 0.977, Loss: 0.018 Epoch 57 Batch 299/538 - Train Accuracy: 0.970, Validation Accuracy: 0.977, Loss: 0.034 Epoch 57 Batch 300/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.019 Epoch 57 Batch 301/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.022 Epoch 57 Batch 302/538 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.023 Epoch 57 Batch 303/538 - Train Accuracy: 0.970, Validation Accuracy: 0.971, Loss: 0.024 Epoch 57 Batch 304/538 - Train Accuracy: 0.966, Validation Accuracy: 0.970, Loss: 0.030 Epoch 57 Batch 305/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.021 Epoch 57 Batch 306/538 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.026 Epoch 57 Batch 307/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.022 Epoch 57 Batch 308/538 - Train Accuracy: 0.976, Validation Accuracy: 0.975, Loss: 0.020 Epoch 57 Batch 309/538 - Train Accuracy: 0.966, Validation Accuracy: 0.976, Loss: 0.020 Epoch 57 Batch 310/538 - Train Accuracy: 0.967, Validation Accuracy: 0.974, Loss: 0.027 Epoch 57 Batch 311/538 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.025 Epoch 57 Batch 312/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.023 Epoch 57 Batch 313/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.018 Epoch 57 Batch 314/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.023 Epoch 57 Batch 315/538 - Train Accuracy: 0.978, Validation Accuracy: 0.966, Loss: 0.021 Epoch 57 Batch 316/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.018 Epoch 57 Batch 317/538 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.019 Epoch 57 Batch 318/538 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.017 Epoch 57 Batch 319/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.026 Epoch 57 Batch 320/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.024 Epoch 57 Batch 321/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.014 Epoch 57 Batch 322/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.024 Epoch 57 Batch 323/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.018 Epoch 57 Batch 324/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.024 Epoch 57 Batch 325/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.024 Epoch 57 Batch 326/538 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.017 Epoch 57 Batch 327/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.019 Epoch 57 Batch 328/538 - Train Accuracy: 0.976, Validation Accuracy: 0.965, Loss: 0.016 Epoch 57 Batch 329/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.022 Epoch 57 Batch 330/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.015 Epoch 57 Batch 331/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.019 Epoch 57 Batch 332/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.025 Epoch 57 Batch 333/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.019 Epoch 57 Batch 334/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.023 Epoch 57 Batch 335/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.022 Epoch 57 Batch 336/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.024 Epoch 57 Batch 337/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.018 Epoch 57 Batch 338/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.021 Epoch 57 Batch 339/538 - Train Accuracy: 0.965, Validation Accuracy: 0.971, Loss: 0.019 Epoch 57 Batch 340/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.022 Epoch 57 Batch 341/538 - Train Accuracy: 0.960, Validation Accuracy: 0.970, Loss: 0.022 Epoch 57 Batch 342/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.026 Epoch 57 Batch 343/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.024 Epoch 57 Batch 344/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.015 Epoch 57 Batch 345/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.022 Epoch 57 Batch 346/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.020 Epoch 57 Batch 347/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.018 Epoch 57 Batch 348/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.019 Epoch 57 Batch 349/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.014 Epoch 57 Batch 350/538 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.032 Epoch 57 Batch 351/538 - Train Accuracy: 0.962, Validation Accuracy: 0.967, Loss: 0.028 Epoch 57 Batch 352/538 - Train Accuracy: 0.965, Validation Accuracy: 0.967, Loss: 0.039 Epoch 57 Batch 353/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.026 Epoch 57 Batch 354/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.018 Epoch 57 Batch 355/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.023 Epoch 57 Batch 356/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.016 Epoch 57 Batch 357/538 - Train Accuracy: 0.979, Validation Accuracy: 0.966, Loss: 0.025 Epoch 57 Batch 358/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.017 Epoch 57 Batch 359/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.021 Epoch 57 Batch 360/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.017 Epoch 57 Batch 361/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.020 Epoch 57 Batch 362/538 - Train Accuracy: 0.970, Validation Accuracy: 0.971, Loss: 0.017 Epoch 57 Batch 363/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.020 Epoch 57 Batch 364/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.029 Epoch 57 Batch 365/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.022 Epoch 57 Batch 366/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.025 Epoch 57 Batch 367/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.016 Epoch 57 Batch 368/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.019 Epoch 57 Batch 369/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.021 Epoch 57 Batch 370/538 - Train Accuracy: 0.964, Validation Accuracy: 0.968, Loss: 0.024 Epoch 57 Batch 371/538 - Train Accuracy: 0.981, Validation Accuracy: 0.968, Loss: 0.027 Epoch 57 Batch 372/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.022 Epoch 57 Batch 373/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.017 Epoch 57 Batch 374/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.017 Epoch 57 Batch 375/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.017 Epoch 57 Batch 376/538 - Train Accuracy: 0.980, Validation Accuracy: 0.964, Loss: 0.019 Epoch 57 Batch 377/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.032 Epoch 57 Batch 378/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.014 Epoch 57 Batch 379/538 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.024 Epoch 57 Batch 380/538 - Train Accuracy: 0.981, Validation Accuracy: 0.964, Loss: 0.014 Epoch 57 Batch 381/538 - Train Accuracy: 0.978, Validation Accuracy: 0.964, Loss: 0.017 Epoch 57 Batch 382/538 - Train Accuracy: 0.949, Validation Accuracy: 0.966, Loss: 0.033 Epoch 57 Batch 383/538 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.018 Epoch 57 Batch 384/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.020 Epoch 57 Batch 385/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.022 Epoch 57 Batch 386/538 - Train Accuracy: 0.980, Validation Accuracy: 0.968, Loss: 0.021 Epoch 57 Batch 387/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.018 Epoch 57 Batch 388/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.022 Epoch 57 Batch 389/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.023 Epoch 57 Batch 390/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.016 Epoch 57 Batch 391/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.018 Epoch 57 Batch 392/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.015 Epoch 57 Batch 393/538 - Train Accuracy: 0.974, Validation Accuracy: 0.963, Loss: 0.020 Epoch 57 Batch 394/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.024 Epoch 57 Batch 395/538 - Train Accuracy: 0.974, Validation Accuracy: 0.963, Loss: 0.023 Epoch 57 Batch 396/538 - Train Accuracy: 0.973, Validation Accuracy: 0.963, Loss: 0.019 Epoch 57 Batch 397/538 - Train Accuracy: 0.980, Validation Accuracy: 0.966, Loss: 0.020 Epoch 57 Batch 398/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.021 Epoch 57 Batch 399/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.020 Epoch 57 Batch 400/538 - Train Accuracy: 0.982, Validation Accuracy: 0.966, Loss: 0.024 Epoch 57 Batch 401/538 - Train Accuracy: 0.978, Validation Accuracy: 0.966, Loss: 0.017 Epoch 57 Batch 402/538 - Train Accuracy: 0.980, Validation Accuracy: 0.966, Loss: 0.016 Epoch 57 Batch 403/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.025 Epoch 57 Batch 404/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.018 Epoch 57 Batch 405/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.025 Epoch 57 Batch 406/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.020 Epoch 57 Batch 407/538 - Train Accuracy: 0.978, Validation Accuracy: 0.967, Loss: 0.026 Epoch 57 Batch 408/538 - Train Accuracy: 0.956, Validation Accuracy: 0.969, Loss: 0.026 Epoch 57 Batch 409/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.019 Epoch 57 Batch 410/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.020 Epoch 57 Batch 411/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.018 Epoch 57 Batch 412/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.017 Epoch 57 Batch 413/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.020 Epoch 57 Batch 414/538 - Train Accuracy: 0.964, Validation Accuracy: 0.971, Loss: 0.033 Epoch 57 Batch 415/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.016 Epoch 57 Batch 416/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.021 Epoch 57 Batch 417/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.021 Epoch 57 Batch 418/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.023 Epoch 57 Batch 419/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.017 Epoch 57 Batch 420/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.027 Epoch 57 Batch 421/538 - Train Accuracy: 0.984, Validation Accuracy: 0.970, Loss: 0.015 Epoch 57 Batch 422/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.021 Epoch 57 Batch 423/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.026 Epoch 57 Batch 424/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.024 Epoch 57 Batch 425/538 - Train Accuracy: 0.967, Validation Accuracy: 0.976, Loss: 0.030 Epoch 57 Batch 426/538 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.025 Epoch 57 Batch 427/538 - Train Accuracy: 0.967, Validation Accuracy: 0.972, Loss: 0.023 Epoch 57 Batch 428/538 - Train Accuracy: 0.968, Validation Accuracy: 0.972, Loss: 0.020 Epoch 57 Batch 429/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.019 Epoch 57 Batch 430/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.022 Epoch 57 Batch 431/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.023 Epoch 57 Batch 432/538 - Train Accuracy: 0.961, Validation Accuracy: 0.967, Loss: 0.022 Epoch 57 Batch 433/538 - Train Accuracy: 0.959, Validation Accuracy: 0.968, Loss: 0.043 Epoch 57 Batch 434/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.018 Epoch 57 Batch 435/538 - Train Accuracy: 0.961, Validation Accuracy: 0.964, Loss: 0.025 Epoch 57 Batch 436/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.019 Epoch 57 Batch 437/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.025 Epoch 57 Batch 438/538 - Train Accuracy: 0.982, Validation Accuracy: 0.970, Loss: 0.020 Epoch 57 Batch 439/538 - Train Accuracy: 0.981, Validation Accuracy: 0.974, Loss: 0.027 Epoch 57 Batch 440/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.022 Epoch 57 Batch 441/538 - Train Accuracy: 0.960, Validation Accuracy: 0.972, Loss: 0.036 Epoch 57 Batch 442/538 - Train Accuracy: 0.965, Validation Accuracy: 0.971, Loss: 0.017 Epoch 57 Batch 443/538 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.024 Epoch 57 Batch 444/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.020 Epoch 57 Batch 445/538 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.027 Epoch 57 Batch 446/538 - Train Accuracy: 0.978, Validation Accuracy: 0.963, Loss: 0.021 Epoch 57 Batch 447/538 - Train Accuracy: 0.976, Validation Accuracy: 0.963, Loss: 0.017 Epoch 57 Batch 448/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.026 Epoch 57 Batch 449/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.023 Epoch 57 Batch 450/538 - Train Accuracy: 0.963, Validation Accuracy: 0.970, Loss: 0.032 Epoch 57 Batch 451/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.023 Epoch 57 Batch 452/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.023 Epoch 57 Batch 453/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.028 Epoch 57 Batch 454/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.024 Epoch 57 Batch 455/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.027 Epoch 57 Batch 456/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.048 Epoch 57 Batch 457/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.016 Epoch 57 Batch 458/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.018 Epoch 57 Batch 459/538 - Train Accuracy: 0.982, Validation Accuracy: 0.973, Loss: 0.016 Epoch 57 Batch 460/538 - Train Accuracy: 0.964, Validation Accuracy: 0.972, Loss: 0.023 Epoch 57 Batch 461/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.029 Epoch 57 Batch 462/538 - Train Accuracy: 0.967, Validation Accuracy: 0.970, Loss: 0.020 Epoch 57 Batch 463/538 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.026 Epoch 57 Batch 464/538 - Train Accuracy: 0.980, Validation Accuracy: 0.975, Loss: 0.019 Epoch 57 Batch 465/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.020 Epoch 57 Batch 466/538 - Train Accuracy: 0.971, Validation Accuracy: 0.975, Loss: 0.020 Epoch 57 Batch 467/538 - Train Accuracy: 0.978, Validation Accuracy: 0.975, Loss: 0.027 Epoch 57 Batch 468/538 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.032 Epoch 57 Batch 469/538 - Train Accuracy: 0.972, Validation Accuracy: 0.977, Loss: 0.020 Epoch 57 Batch 470/538 - Train Accuracy: 0.966, Validation Accuracy: 0.977, Loss: 0.024 Epoch 57 Batch 471/538 - Train Accuracy: 0.978, Validation Accuracy: 0.975, Loss: 0.018 Epoch 57 Batch 472/538 - Train Accuracy: 0.986, Validation Accuracy: 0.975, Loss: 0.016 Epoch 57 Batch 473/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.024 Epoch 57 Batch 474/538 - Train Accuracy: 0.962, Validation Accuracy: 0.973, Loss: 0.018 Epoch 57 Batch 475/538 - Train Accuracy: 0.970, Validation Accuracy: 0.974, Loss: 0.020 Epoch 57 Batch 476/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.019 Epoch 57 Batch 477/538 - Train Accuracy: 0.970, Validation Accuracy: 0.971, Loss: 0.024 Epoch 57 Batch 478/538 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.015 Epoch 57 Batch 479/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.023 Epoch 57 Batch 480/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.019 Epoch 57 Batch 481/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.023 Epoch 57 Batch 482/538 - Train Accuracy: 0.965, Validation Accuracy: 0.970, Loss: 0.022 Epoch 57 Batch 483/538 - Train Accuracy: 0.959, Validation Accuracy: 0.972, Loss: 0.026 Epoch 57 Batch 484/538 - Train Accuracy: 0.962, Validation Accuracy: 0.974, Loss: 0.026 Epoch 57 Batch 485/538 - Train Accuracy: 0.967, Validation Accuracy: 0.974, Loss: 0.027 Epoch 57 Batch 486/538 - Train Accuracy: 0.973, Validation Accuracy: 0.975, Loss: 0.015 Epoch 57 Batch 487/538 - Train Accuracy: 0.974, Validation Accuracy: 0.975, Loss: 0.018 Epoch 57 Batch 488/538 - Train Accuracy: 0.980, Validation Accuracy: 0.975, Loss: 0.022 Epoch 57 Batch 489/538 - Train Accuracy: 0.970, Validation Accuracy: 0.975, Loss: 0.026 Epoch 57 Batch 490/538 - Train Accuracy: 0.969, Validation Accuracy: 0.975, Loss: 0.018 Epoch 57 Batch 491/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.021 Epoch 57 Batch 492/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.016 Epoch 57 Batch 493/538 - Train Accuracy: 0.963, Validation Accuracy: 0.974, Loss: 0.026 Epoch 57 Batch 494/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.023 Epoch 57 Batch 495/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.025 Epoch 57 Batch 496/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.018 Epoch 57 Batch 497/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.020 Epoch 57 Batch 498/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.019 Epoch 57 Batch 499/538 - Train Accuracy: 0.971, Validation Accuracy: 0.974, Loss: 0.025 Epoch 57 Batch 500/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.016 Epoch 57 Batch 501/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.024 Epoch 57 Batch 502/538 - Train Accuracy: 0.970, Validation Accuracy: 0.973, Loss: 0.017 Epoch 57 Batch 503/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.023 Epoch 57 Batch 504/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.016 Epoch 57 Batch 505/538 - Train Accuracy: 0.969, Validation Accuracy: 0.973, Loss: 0.015 Epoch 57 Batch 506/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.018 Epoch 57 Batch 507/538 - Train Accuracy: 0.967, Validation Accuracy: 0.974, Loss: 0.022 Epoch 57 Batch 508/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.021 Epoch 57 Batch 509/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.021 Epoch 57 Batch 510/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.017 Epoch 57 Batch 511/538 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.022 Epoch 57 Batch 512/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.019 Epoch 57 Batch 513/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.026 Epoch 57 Batch 514/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.020 Epoch 57 Batch 515/538 - Train Accuracy: 0.970, Validation Accuracy: 0.971, Loss: 0.024 Epoch 57 Batch 516/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.019 Epoch 57 Batch 517/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.019 Epoch 57 Batch 518/538 - Train Accuracy: 0.965, Validation Accuracy: 0.969, Loss: 0.028 Epoch 57 Batch 519/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.023 Epoch 57 Batch 520/538 - Train Accuracy: 0.966, Validation Accuracy: 0.971, Loss: 0.029 Epoch 57 Batch 521/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.027 Epoch 57 Batch 522/538 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.022 Epoch 57 Batch 523/538 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.017 Epoch 57 Batch 524/538 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.019 Epoch 57 Batch 525/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.024 Epoch 57 Batch 526/538 - Train Accuracy: 0.967, Validation Accuracy: 0.971, Loss: 0.021 Epoch 57 Batch 527/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.023 Epoch 57 Batch 528/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.021 Epoch 57 Batch 529/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.022 Epoch 57 Batch 530/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.022 Epoch 57 Batch 531/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.027 Epoch 57 Batch 532/538 - Train Accuracy: 0.968, Validation Accuracy: 0.973, Loss: 0.022 Epoch 57 Batch 533/538 - Train Accuracy: 0.968, Validation Accuracy: 0.973, Loss: 0.020 Epoch 57 Batch 534/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.016 Epoch 57 Batch 535/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.022 Epoch 57 Batch 536/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.025 Epoch 58 Batch 0/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.016 Epoch 58 Batch 1/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.026 Epoch 58 Batch 2/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.025 Epoch 58 Batch 3/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.022 Epoch 58 Batch 4/538 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.023 Epoch 58 Batch 5/538 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.023 Epoch 58 Batch 6/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.024 Epoch 58 Batch 7/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.032 Epoch 58 Batch 8/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.020 Epoch 58 Batch 9/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.018 Epoch 58 Batch 10/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.023 Epoch 58 Batch 11/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.020 Epoch 58 Batch 12/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.018 Epoch 58 Batch 13/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.029 Epoch 58 Batch 14/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.017 Epoch 58 Batch 15/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.027 Epoch 58 Batch 16/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.023 Epoch 58 Batch 17/538 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.020 Epoch 58 Batch 18/538 - Train Accuracy: 0.981, Validation Accuracy: 0.965, Loss: 0.031 Epoch 58 Batch 19/538 - Train Accuracy: 0.967, Validation Accuracy: 0.960, Loss: 0.029 Epoch 58 Batch 20/538 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.025 Epoch 58 Batch 21/538 - Train Accuracy: 0.984, Validation Accuracy: 0.963, Loss: 0.014 Epoch 58 Batch 22/538 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.025 Epoch 58 Batch 23/538 - Train Accuracy: 0.967, Validation Accuracy: 0.968, Loss: 0.031 Epoch 58 Batch 24/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.032 Epoch 58 Batch 25/538 - Train Accuracy: 0.955, Validation Accuracy: 0.972, Loss: 0.020 Epoch 58 Batch 26/538 - Train Accuracy: 0.966, Validation Accuracy: 0.972, Loss: 0.028 Epoch 58 Batch 27/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.017 Epoch 58 Batch 28/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.018 Epoch 58 Batch 29/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.019 Epoch 58 Batch 30/538 - Train Accuracy: 0.967, Validation Accuracy: 0.970, Loss: 0.024 Epoch 58 Batch 31/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.016 Epoch 58 Batch 32/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.016 Epoch 58 Batch 33/538 - Train Accuracy: 0.964, Validation Accuracy: 0.969, Loss: 0.023 Epoch 58 Batch 34/538 - Train Accuracy: 0.960, Validation Accuracy: 0.970, Loss: 0.033 Epoch 58 Batch 35/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.020 Epoch 58 Batch 36/538 - Train Accuracy: 0.968, Validation Accuracy: 0.973, Loss: 0.025 Epoch 58 Batch 37/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.023 Epoch 58 Batch 38/538 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.019 Epoch 58 Batch 39/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.022 Epoch 58 Batch 40/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.016 Epoch 58 Batch 41/538 - Train Accuracy: 0.978, Validation Accuracy: 0.966, Loss: 0.019 Epoch 58 Batch 42/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.017 Epoch 58 Batch 43/538 - Train Accuracy: 0.964, Validation Accuracy: 0.969, Loss: 0.028 Epoch 58 Batch 44/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.024 Epoch 58 Batch 45/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.021 Epoch 58 Batch 46/538 - Train Accuracy: 0.974, Validation Accuracy: 0.975, Loss: 0.018 Epoch 58 Batch 47/538 - Train Accuracy: 0.979, Validation Accuracy: 0.976, Loss: 0.023 Epoch 58 Batch 48/538 - Train Accuracy: 0.973, Validation Accuracy: 0.976, Loss: 0.024 Epoch 58 Batch 49/538 - Train Accuracy: 0.969, Validation Accuracy: 0.976, Loss: 0.021 Epoch 58 Batch 50/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.024 Epoch 58 Batch 51/538 - Train Accuracy: 0.970, Validation Accuracy: 0.974, Loss: 0.024 Epoch 58 Batch 52/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.023 Epoch 58 Batch 53/538 - Train Accuracy: 0.960, Validation Accuracy: 0.969, Loss: 0.022 Epoch 58 Batch 54/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.019 Epoch 58 Batch 55/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.020 Epoch 58 Batch 56/538 - Train Accuracy: 0.970, Validation Accuracy: 0.971, Loss: 0.029 Epoch 58 Batch 57/538 - Train Accuracy: 0.962, Validation Accuracy: 0.971, Loss: 0.025 Epoch 58 Batch 58/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.020 Epoch 58 Batch 59/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.025 Epoch 58 Batch 60/538 - Train Accuracy: 0.981, Validation Accuracy: 0.973, Loss: 0.024 Epoch 58 Batch 61/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.019 Epoch 58 Batch 62/538 - Train Accuracy: 0.962, Validation Accuracy: 0.975, Loss: 0.028 Epoch 58 Batch 63/538 - Train Accuracy: 0.971, Validation Accuracy: 0.977, Loss: 0.020 Epoch 58 Batch 64/538 - Train Accuracy: 0.965, Validation Accuracy: 0.980, Loss: 0.020 Epoch 58 Batch 65/538 - Train Accuracy: 0.963, Validation Accuracy: 0.975, Loss: 0.025 Epoch 58 Batch 66/538 - Train Accuracy: 0.977, Validation Accuracy: 0.975, Loss: 0.020 Epoch 58 Batch 67/538 - Train Accuracy: 0.982, Validation Accuracy: 0.975, Loss: 0.021 Epoch 58 Batch 68/538 - Train Accuracy: 0.963, Validation Accuracy: 0.975, Loss: 0.022 Epoch 58 Batch 69/538 - Train Accuracy: 0.976, Validation Accuracy: 0.976, Loss: 0.016 Epoch 58 Batch 70/538 - Train Accuracy: 0.968, Validation Accuracy: 0.976, Loss: 0.021 Epoch 58 Batch 71/538 - Train Accuracy: 0.977, Validation Accuracy: 0.978, Loss: 0.027 Epoch 58 Batch 72/538 - Train Accuracy: 0.969, Validation Accuracy: 0.974, Loss: 0.038 Epoch 58 Batch 73/538 - Train Accuracy: 0.968, Validation Accuracy: 0.972, Loss: 0.019 Epoch 58 Batch 74/538 - Train Accuracy: 0.982, Validation Accuracy: 0.970, Loss: 0.017 Epoch 58 Batch 75/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.024 Epoch 58 Batch 76/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.026 Epoch 58 Batch 77/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.018 Epoch 58 Batch 78/538 - Train Accuracy: 0.959, Validation Accuracy: 0.971, Loss: 0.026 Epoch 58 Batch 79/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.017 Epoch 58 Batch 80/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.021 Epoch 58 Batch 81/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.028 Epoch 58 Batch 82/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.020 Epoch 58 Batch 83/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.023 Epoch 58 Batch 84/538 - Train Accuracy: 0.950, Validation Accuracy: 0.971, Loss: 0.027 Epoch 58 Batch 85/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.019 Epoch 58 Batch 86/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.018 Epoch 58 Batch 87/538 - Train Accuracy: 0.966, Validation Accuracy: 0.974, Loss: 0.020 Epoch 58 Batch 88/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.019 Epoch 58 Batch 89/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.018 Epoch 58 Batch 90/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.023 Epoch 58 Batch 91/538 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.020 Epoch 58 Batch 92/538 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.023 Epoch 58 Batch 93/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.016 Epoch 58 Batch 94/538 - Train Accuracy: 0.967, Validation Accuracy: 0.972, Loss: 0.018 Epoch 58 Batch 95/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.016 Epoch 58 Batch 96/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.017 Epoch 58 Batch 97/538 - Train Accuracy: 0.965, Validation Accuracy: 0.975, Loss: 0.018 Epoch 58 Batch 98/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.020 Epoch 58 Batch 99/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.017 Epoch 58 Batch 100/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.016 Epoch 58 Batch 101/538 - Train Accuracy: 0.957, Validation Accuracy: 0.971, Loss: 0.029 Epoch 58 Batch 102/538 - Train Accuracy: 0.965, Validation Accuracy: 0.973, Loss: 0.029 Epoch 58 Batch 103/538 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.020 Epoch 58 Batch 104/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.017 Epoch 58 Batch 105/538 - Train Accuracy: 0.967, Validation Accuracy: 0.974, Loss: 0.017 Epoch 58 Batch 106/538 - Train Accuracy: 0.979, Validation Accuracy: 0.976, Loss: 0.015 Epoch 58 Batch 107/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.019 Epoch 58 Batch 108/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.020 Epoch 58 Batch 109/538 - Train Accuracy: 0.981, Validation Accuracy: 0.967, Loss: 0.016 Epoch 58 Batch 110/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.016 Epoch 58 Batch 111/538 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.022 Epoch 58 Batch 112/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.021 Epoch 58 Batch 113/538 - Train Accuracy: 0.963, Validation Accuracy: 0.971, Loss: 0.026 Epoch 58 Batch 114/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.018 Epoch 58 Batch 115/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.020 Epoch 58 Batch 116/538 - Train Accuracy: 0.969, Validation Accuracy: 0.971, Loss: 0.023 Epoch 58 Batch 117/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.025 Epoch 58 Batch 118/538 - Train Accuracy: 0.968, Validation Accuracy: 0.971, Loss: 0.019 Epoch 58 Batch 119/538 - Train Accuracy: 0.982, Validation Accuracy: 0.971, Loss: 0.017 Epoch 58 Batch 120/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.014 Epoch 58 Batch 121/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.026 Epoch 58 Batch 122/538 - Train Accuracy: 0.968, Validation Accuracy: 0.971, Loss: 0.018 Epoch 58 Batch 123/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.021 Epoch 58 Batch 124/538 - Train Accuracy: 0.967, Validation Accuracy: 0.972, Loss: 0.018 Epoch 58 Batch 125/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.027 Epoch 58 Batch 126/538 - Train Accuracy: 0.971, Validation Accuracy: 0.974, Loss: 0.025 Epoch 58 Batch 127/538 - Train Accuracy: 0.961, Validation Accuracy: 0.974, Loss: 0.032 Epoch 58 Batch 128/538 - Train Accuracy: 0.969, Validation Accuracy: 0.974, Loss: 0.021 Epoch 58 Batch 129/538 - Train Accuracy: 0.981, Validation Accuracy: 0.974, Loss: 0.015 Epoch 58 Batch 130/538 - Train Accuracy: 0.964, Validation Accuracy: 0.974, Loss: 0.020 Epoch 58 Batch 131/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.017 Epoch 58 Batch 132/538 - Train Accuracy: 0.967, Validation Accuracy: 0.971, Loss: 0.017 Epoch 58 Batch 133/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.021 Epoch 58 Batch 134/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.029 Epoch 58 Batch 135/538 - Train Accuracy: 0.961, Validation Accuracy: 0.971, Loss: 0.037 Epoch 58 Batch 136/538 - Train Accuracy: 0.965, Validation Accuracy: 0.971, Loss: 0.021 Epoch 58 Batch 137/538 - Train Accuracy: 0.967, Validation Accuracy: 0.972, Loss: 0.023 Epoch 58 Batch 138/538 - Train Accuracy: 0.966, Validation Accuracy: 0.972, Loss: 0.024 Epoch 58 Batch 139/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.022 Epoch 58 Batch 140/538 - Train Accuracy: 0.969, Validation Accuracy: 0.971, Loss: 0.030 Epoch 58 Batch 141/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.018 Epoch 58 Batch 142/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.025 Epoch 58 Batch 143/538 - Train Accuracy: 0.966, Validation Accuracy: 0.970, Loss: 0.028 Epoch 58 Batch 144/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.024 Epoch 58 Batch 145/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.025 Epoch 58 Batch 146/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.021 Epoch 58 Batch 147/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.022 Epoch 58 Batch 148/538 - Train Accuracy: 0.966, Validation Accuracy: 0.970, Loss: 0.026 Epoch 58 Batch 149/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.020 Epoch 58 Batch 150/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.019 Epoch 58 Batch 151/538 - Train Accuracy: 0.963, Validation Accuracy: 0.973, Loss: 0.020 Epoch 58 Batch 152/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.024 Epoch 58 Batch 153/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.020 Epoch 58 Batch 154/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.017 Epoch 58 Batch 155/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.021 Epoch 58 Batch 156/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.021 Epoch 58 Batch 157/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.019 Epoch 58 Batch 158/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.018 Epoch 58 Batch 159/538 - Train Accuracy: 0.968, Validation Accuracy: 0.970, Loss: 0.024 Epoch 58 Batch 160/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.015 Epoch 58 Batch 161/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.022 Epoch 58 Batch 162/538 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.019 Epoch 58 Batch 163/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.030 Epoch 58 Batch 164/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.022 Epoch 58 Batch 165/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.013 Epoch 58 Batch 166/538 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.018 Epoch 58 Batch 167/538 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.038 Epoch 58 Batch 168/538 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.029 Epoch 58 Batch 169/538 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.020 Epoch 58 Batch 170/538 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.024 Epoch 58 Batch 171/538 - Train Accuracy: 0.967, Validation Accuracy: 0.972, Loss: 0.020 Epoch 58 Batch 172/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.016 Epoch 58 Batch 173/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.016 Epoch 58 Batch 174/538 - Train Accuracy: 0.967, Validation Accuracy: 0.974, Loss: 0.018 Epoch 58 Batch 175/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.022 Epoch 58 Batch 176/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.021 Epoch 58 Batch 177/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.020 Epoch 58 Batch 178/538 - Train Accuracy: 0.977, Validation Accuracy: 0.976, Loss: 0.020 Epoch 58 Batch 179/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.019 Epoch 58 Batch 180/538 - Train Accuracy: 0.971, Validation Accuracy: 0.974, Loss: 0.026 Epoch 58 Batch 181/538 - Train Accuracy: 0.968, Validation Accuracy: 0.976, Loss: 0.031 Epoch 58 Batch 182/538 - Train Accuracy: 0.972, Validation Accuracy: 0.976, Loss: 0.020 Epoch 58 Batch 183/538 - Train Accuracy: 0.969, Validation Accuracy: 0.975, Loss: 0.020 Epoch 58 Batch 184/538 - Train Accuracy: 0.967, Validation Accuracy: 0.971, Loss: 0.019 Epoch 58 Batch 185/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.018 Epoch 58 Batch 186/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.018 Epoch 58 Batch 187/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.023 Epoch 58 Batch 188/538 - Train Accuracy: 0.967, Validation Accuracy: 0.971, Loss: 0.018 Epoch 58 Batch 189/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.026 Epoch 58 Batch 190/538 - Train Accuracy: 0.969, Validation Accuracy: 0.973, Loss: 0.033 Epoch 58 Batch 191/538 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.017 Epoch 58 Batch 192/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.020 Epoch 58 Batch 193/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.024 Epoch 58 Batch 194/538 - Train Accuracy: 0.967, Validation Accuracy: 0.971, Loss: 0.027 Epoch 58 Batch 195/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.030 Epoch 58 Batch 196/538 - Train Accuracy: 0.970, Validation Accuracy: 0.974, Loss: 0.019 Epoch 58 Batch 197/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.024 Epoch 58 Batch 198/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.019 Epoch 58 Batch 199/538 - Train Accuracy: 0.969, Validation Accuracy: 0.973, Loss: 0.022 Epoch 58 Batch 200/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.014 Epoch 58 Batch 201/538 - Train Accuracy: 0.968, Validation Accuracy: 0.970, Loss: 0.031 Epoch 58 Batch 202/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.023 Epoch 58 Batch 203/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.023 Epoch 58 Batch 204/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.029 Epoch 58 Batch 205/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.026 Epoch 58 Batch 206/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.018 Epoch 58 Batch 207/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.028 Epoch 58 Batch 208/538 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.034 Epoch 58 Batch 209/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.020 Epoch 58 Batch 210/538 - Train Accuracy: 0.968, Validation Accuracy: 0.970, Loss: 0.026 Epoch 58 Batch 211/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.028 Epoch 58 Batch 212/538 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.020 Epoch 58 Batch 213/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.022 Epoch 58 Batch 214/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.015 Epoch 58 Batch 215/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.020 Epoch 58 Batch 216/538 - Train Accuracy: 0.955, Validation Accuracy: 0.969, Loss: 0.026 Epoch 58 Batch 217/538 - Train Accuracy: 0.968, Validation Accuracy: 0.967, Loss: 0.021 Epoch 58 Batch 218/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.015 Epoch 58 Batch 219/538 - Train Accuracy: 0.964, Validation Accuracy: 0.969, Loss: 0.020 Epoch 58 Batch 220/538 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.019 Epoch 58 Batch 221/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.019 Epoch 58 Batch 222/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.014 Epoch 58 Batch 223/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.025 Epoch 58 Batch 224/538 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.024 Epoch 58 Batch 225/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.020 Epoch 58 Batch 226/538 - Train Accuracy: 0.964, Validation Accuracy: 0.965, Loss: 0.027 Epoch 58 Batch 227/538 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.023 Epoch 58 Batch 228/538 - Train Accuracy: 0.966, Validation Accuracy: 0.972, Loss: 0.022 Epoch 58 Batch 229/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.030 Epoch 58 Batch 230/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.025 Epoch 58 Batch 231/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.023 Epoch 58 Batch 232/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.021 Epoch 58 Batch 233/538 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.023 Epoch 58 Batch 234/538 - Train Accuracy: 0.979, Validation Accuracy: 0.962, Loss: 0.021 Epoch 58 Batch 235/538 - Train Accuracy: 0.971, Validation Accuracy: 0.960, Loss: 0.021 Epoch 58 Batch 236/538 - Train Accuracy: 0.973, Validation Accuracy: 0.955, Loss: 0.022 Epoch 58 Batch 237/538 - Train Accuracy: 0.962, Validation Accuracy: 0.955, Loss: 0.021 Epoch 58 Batch 238/538 - Train Accuracy: 0.974, Validation Accuracy: 0.955, Loss: 0.023 Epoch 58 Batch 239/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.025 Epoch 58 Batch 240/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.025 Epoch 58 Batch 241/538 - Train Accuracy: 0.962, Validation Accuracy: 0.971, Loss: 0.026 Epoch 58 Batch 242/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.022 Epoch 58 Batch 243/538 - Train Accuracy: 0.965, Validation Accuracy: 0.969, Loss: 0.018 Epoch 58 Batch 244/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.018 Epoch 58 Batch 245/538 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.033 Epoch 58 Batch 246/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.017 Epoch 58 Batch 247/538 - Train Accuracy: 0.957, Validation Accuracy: 0.969, Loss: 0.025 Epoch 58 Batch 248/538 - Train Accuracy: 0.965, Validation Accuracy: 0.967, Loss: 0.027 Epoch 58 Batch 249/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.018 Epoch 58 Batch 250/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.029 Epoch 58 Batch 251/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.015 Epoch 58 Batch 252/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.020 Epoch 58 Batch 253/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.017 Epoch 58 Batch 254/538 - Train Accuracy: 0.963, Validation Accuracy: 0.967, Loss: 0.028 Epoch 58 Batch 255/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.024 Epoch 58 Batch 256/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.022 Epoch 58 Batch 257/538 - Train Accuracy: 0.978, Validation Accuracy: 0.967, Loss: 0.019 Epoch 58 Batch 258/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.020 Epoch 58 Batch 259/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.017 Epoch 58 Batch 260/538 - Train Accuracy: 0.960, Validation Accuracy: 0.969, Loss: 0.028 Epoch 58 Batch 261/538 - Train Accuracy: 0.968, Validation Accuracy: 0.970, Loss: 0.025 Epoch 58 Batch 262/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.022 Epoch 58 Batch 263/538 - Train Accuracy: 0.964, Validation Accuracy: 0.967, Loss: 0.024 Epoch 58 Batch 264/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.028 Epoch 58 Batch 265/538 - Train Accuracy: 0.960, Validation Accuracy: 0.969, Loss: 0.029 Epoch 58 Batch 266/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.021 Epoch 58 Batch 267/538 - Train Accuracy: 0.968, Validation Accuracy: 0.972, Loss: 0.033 Epoch 58 Batch 268/538 - Train Accuracy: 0.964, Validation Accuracy: 0.977, Loss: 0.020 Epoch 58 Batch 269/538 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.021 Epoch 58 Batch 270/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.024 Epoch 58 Batch 271/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.015 Epoch 58 Batch 272/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.024 Epoch 58 Batch 273/538 - Train Accuracy: 0.966, Validation Accuracy: 0.972, Loss: 0.028 Epoch 58 Batch 274/538 - Train Accuracy: 0.963, Validation Accuracy: 0.975, Loss: 0.023 Epoch 58 Batch 275/538 - Train Accuracy: 0.967, Validation Accuracy: 0.975, Loss: 0.025 Epoch 58 Batch 276/538 - Train Accuracy: 0.967, Validation Accuracy: 0.974, Loss: 0.025 Epoch 58 Batch 277/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.018 Epoch 58 Batch 278/538 - Train Accuracy: 0.970, Validation Accuracy: 0.974, Loss: 0.023 Epoch 58 Batch 279/538 - Train Accuracy: 0.969, Validation Accuracy: 0.975, Loss: 0.026 Epoch 58 Batch 280/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.018 Epoch 58 Batch 281/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.028 Epoch 58 Batch 282/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.026 Epoch 58 Batch 283/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.024 Epoch 58 Batch 284/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.032 Epoch 58 Batch 285/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.021 Epoch 58 Batch 286/538 - Train Accuracy: 0.957, Validation Accuracy: 0.967, Loss: 0.033 Epoch 58 Batch 287/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.019 Epoch 58 Batch 288/538 - Train Accuracy: 0.966, Validation Accuracy: 0.978, Loss: 0.025 Epoch 58 Batch 289/538 - Train Accuracy: 0.977, Validation Accuracy: 0.978, Loss: 0.017 Epoch 58 Batch 290/538 - Train Accuracy: 0.974, Validation Accuracy: 0.976, Loss: 0.016 Epoch 58 Batch 291/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.021 Epoch 58 Batch 292/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.017 Epoch 58 Batch 293/538 - Train Accuracy: 0.958, Validation Accuracy: 0.974, Loss: 0.021 Epoch 58 Batch 294/538 - Train Accuracy: 0.975, Validation Accuracy: 0.975, Loss: 0.021 Epoch 58 Batch 295/538 - Train Accuracy: 0.972, Validation Accuracy: 0.976, Loss: 0.021 Epoch 58 Batch 296/538 - Train Accuracy: 0.965, Validation Accuracy: 0.971, Loss: 0.033 Epoch 58 Batch 297/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.017 Epoch 58 Batch 298/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.019 Epoch 58 Batch 299/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.034 Epoch 58 Batch 300/538 - Train Accuracy: 0.980, Validation Accuracy: 0.966, Loss: 0.023 Epoch 58 Batch 301/538 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.026 Epoch 58 Batch 302/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.024 Epoch 58 Batch 303/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.028 Epoch 58 Batch 304/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.027 Epoch 58 Batch 305/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.022 Epoch 58 Batch 306/538 - Train Accuracy: 0.970, Validation Accuracy: 0.974, Loss: 0.029 Epoch 58 Batch 307/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.018 Epoch 58 Batch 308/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.021 Epoch 58 Batch 309/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.022 Epoch 58 Batch 310/538 - Train Accuracy: 0.967, Validation Accuracy: 0.971, Loss: 0.030 Epoch 58 Batch 311/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.025 Epoch 58 Batch 312/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.019 Epoch 58 Batch 313/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.024 Epoch 58 Batch 314/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.021 Epoch 58 Batch 315/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.019 Epoch 58 Batch 316/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.023 Epoch 58 Batch 317/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.023 Epoch 58 Batch 318/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.020 Epoch 58 Batch 319/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.024 Epoch 58 Batch 320/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.025 Epoch 58 Batch 321/538 - Train Accuracy: 0.970, Validation Accuracy: 0.971, Loss: 0.018 Epoch 58 Batch 322/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.022 Epoch 58 Batch 323/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.022 Epoch 58 Batch 324/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.019 Epoch 58 Batch 325/538 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.023 Epoch 58 Batch 326/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.021 Epoch 58 Batch 327/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.024 Epoch 58 Batch 328/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.016 Epoch 58 Batch 329/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.019 Epoch 58 Batch 330/538 - Train Accuracy: 0.963, Validation Accuracy: 0.971, Loss: 0.022 Epoch 58 Batch 331/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.023 Epoch 58 Batch 332/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.020 Epoch 58 Batch 333/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.023 Epoch 58 Batch 334/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.020 Epoch 58 Batch 335/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.019 Epoch 58 Batch 336/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.018 Epoch 58 Batch 337/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.022 Epoch 58 Batch 338/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.018 Epoch 58 Batch 339/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.019 Epoch 58 Batch 340/538 - Train Accuracy: 0.964, Validation Accuracy: 0.967, Loss: 0.021 Epoch 58 Batch 341/538 - Train Accuracy: 0.962, Validation Accuracy: 0.967, Loss: 0.020 Epoch 58 Batch 342/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.026 Epoch 58 Batch 343/538 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.029 Epoch 58 Batch 344/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.018 Epoch 58 Batch 345/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.021 Epoch 58 Batch 346/538 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.023 Epoch 58 Batch 347/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.023 Epoch 58 Batch 348/538 - Train Accuracy: 0.964, Validation Accuracy: 0.969, Loss: 0.021 Epoch 58 Batch 349/538 - Train Accuracy: 0.980, Validation Accuracy: 0.968, Loss: 0.017 Epoch 58 Batch 350/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.029 Epoch 58 Batch 351/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.026 Epoch 58 Batch 352/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.037 Epoch 58 Batch 353/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.026 Epoch 58 Batch 354/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.026 Epoch 58 Batch 355/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.022 Epoch 58 Batch 356/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.016 Epoch 58 Batch 357/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.019 Epoch 58 Batch 358/538 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.019 Epoch 58 Batch 359/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.023 Epoch 58 Batch 360/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.020 Epoch 58 Batch 361/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.021 Epoch 58 Batch 362/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.018 Epoch 58 Batch 363/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.017 Epoch 58 Batch 364/538 - Train Accuracy: 0.967, Validation Accuracy: 0.976, Loss: 0.030 Epoch 58 Batch 365/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.018 Epoch 58 Batch 366/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.021 Epoch 58 Batch 367/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.018 Epoch 58 Batch 368/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.017 Epoch 58 Batch 369/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.019 Epoch 58 Batch 370/538 - Train Accuracy: 0.969, Validation Accuracy: 0.973, Loss: 0.024 Epoch 58 Batch 371/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.029 Epoch 58 Batch 372/538 - Train Accuracy: 0.975, Validation Accuracy: 0.975, Loss: 0.023 Epoch 58 Batch 373/538 - Train Accuracy: 0.967, Validation Accuracy: 0.975, Loss: 0.021 Epoch 58 Batch 374/538 - Train Accuracy: 0.968, Validation Accuracy: 0.977, Loss: 0.018 Epoch 58 Batch 375/538 - Train Accuracy: 0.972, Validation Accuracy: 0.977, Loss: 0.021 Epoch 58 Batch 376/538 - Train Accuracy: 0.980, Validation Accuracy: 0.975, Loss: 0.019 Epoch 58 Batch 377/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.024 Epoch 58 Batch 378/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.014 Epoch 58 Batch 379/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.018 Epoch 58 Batch 380/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.017 Epoch 58 Batch 381/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.018 Epoch 58 Batch 382/538 - Train Accuracy: 0.966, Validation Accuracy: 0.972, Loss: 0.024 Epoch 58 Batch 383/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.020 Epoch 58 Batch 384/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.020 Epoch 58 Batch 385/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.017 Epoch 58 Batch 386/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.020 Epoch 58 Batch 387/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.020 Epoch 58 Batch 388/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.021 Epoch 58 Batch 389/538 - Train Accuracy: 0.966, Validation Accuracy: 0.974, Loss: 0.022 Epoch 58 Batch 390/538 - Train Accuracy: 0.969, Validation Accuracy: 0.974, Loss: 0.019 Epoch 58 Batch 391/538 - Train Accuracy: 0.974, Validation Accuracy: 0.974, Loss: 0.017 Epoch 58 Batch 392/538 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.021 Epoch 58 Batch 393/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.020 Epoch 58 Batch 394/538 - Train Accuracy: 0.969, Validation Accuracy: 0.971, Loss: 0.024 Epoch 58 Batch 395/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.027 Epoch 58 Batch 396/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.018 Epoch 58 Batch 397/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.023 Epoch 58 Batch 398/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.023 Epoch 58 Batch 399/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.020 Epoch 58 Batch 400/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.023 Epoch 58 Batch 401/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.023 Epoch 58 Batch 402/538 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.022 Epoch 58 Batch 403/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.024 Epoch 58 Batch 404/538 - Train Accuracy: 0.969, Validation Accuracy: 0.975, Loss: 0.025 Epoch 58 Batch 405/538 - Train Accuracy: 0.971, Validation Accuracy: 0.975, Loss: 0.021 Epoch 58 Batch 406/538 - Train Accuracy: 0.974, Validation Accuracy: 0.975, Loss: 0.024 Epoch 58 Batch 407/538 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.025 Epoch 58 Batch 408/538 - Train Accuracy: 0.958, Validation Accuracy: 0.974, Loss: 0.030 Epoch 58 Batch 409/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.022 Epoch 58 Batch 410/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.017 Epoch 58 Batch 411/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.021 Epoch 58 Batch 412/538 - Train Accuracy: 0.967, Validation Accuracy: 0.974, Loss: 0.017 Epoch 58 Batch 413/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.018 Epoch 58 Batch 414/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.023 Epoch 58 Batch 415/538 - Train Accuracy: 0.974, Validation Accuracy: 0.974, Loss: 0.019 Epoch 58 Batch 416/538 - Train Accuracy: 0.983, Validation Accuracy: 0.974, Loss: 0.022 Epoch 58 Batch 417/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.021 Epoch 58 Batch 418/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.025 Epoch 58 Batch 419/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.020 Epoch 58 Batch 420/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.022 Epoch 58 Batch 421/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.020 Epoch 58 Batch 422/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.024 Epoch 58 Batch 423/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.025 Epoch 58 Batch 424/538 - Train Accuracy: 0.980, Validation Accuracy: 0.966, Loss: 0.029 Epoch 58 Batch 425/538 - Train Accuracy: 0.961, Validation Accuracy: 0.968, Loss: 0.036 Epoch 58 Batch 426/538 - Train Accuracy: 0.980, Validation Accuracy: 0.965, Loss: 0.020 Epoch 58 Batch 427/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.025 Epoch 58 Batch 428/538 - Train Accuracy: 0.966, Validation Accuracy: 0.959, Loss: 0.018 Epoch 58 Batch 429/538 - Train Accuracy: 0.982, Validation Accuracy: 0.960, Loss: 0.021 Epoch 58 Batch 430/538 - Train Accuracy: 0.959, Validation Accuracy: 0.965, Loss: 0.022 Epoch 58 Batch 431/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.019 Epoch 58 Batch 432/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.020 Epoch 58 Batch 433/538 - Train Accuracy: 0.961, Validation Accuracy: 0.963, Loss: 0.040 Epoch 58 Batch 434/538 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.022 Epoch 58 Batch 435/538 - Train Accuracy: 0.963, Validation Accuracy: 0.959, Loss: 0.025 Epoch 58 Batch 436/538 - Train Accuracy: 0.967, Validation Accuracy: 0.965, Loss: 0.017 Epoch 58 Batch 437/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.022 Epoch 58 Batch 438/538 - Train Accuracy: 0.976, Validation Accuracy: 0.963, Loss: 0.017 Epoch 58 Batch 439/538 - Train Accuracy: 0.978, Validation Accuracy: 0.963, Loss: 0.025 Epoch 58 Batch 440/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.026 Epoch 58 Batch 441/538 - Train Accuracy: 0.966, Validation Accuracy: 0.971, Loss: 0.024 Epoch 58 Batch 442/538 - Train Accuracy: 0.963, Validation Accuracy: 0.967, Loss: 0.021 Epoch 58 Batch 443/538 - Train Accuracy: 0.971, Validation Accuracy: 0.958, Loss: 0.022 Epoch 58 Batch 444/538 - Train Accuracy: 0.969, Validation Accuracy: 0.955, Loss: 0.024 Epoch 58 Batch 445/538 - Train Accuracy: 0.963, Validation Accuracy: 0.953, Loss: 0.020 Epoch 58 Batch 446/538 - Train Accuracy: 0.973, Validation Accuracy: 0.955, Loss: 0.016 Epoch 58 Batch 447/538 - Train Accuracy: 0.975, Validation Accuracy: 0.953, Loss: 0.018 Epoch 58 Batch 448/538 - Train Accuracy: 0.973, Validation Accuracy: 0.955, Loss: 0.019 Epoch 58 Batch 449/538 - Train Accuracy: 0.978, Validation Accuracy: 0.960, Loss: 0.022 Epoch 58 Batch 450/538 - Train Accuracy: 0.963, Validation Accuracy: 0.965, Loss: 0.036 Epoch 58 Batch 451/538 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.025 Epoch 58 Batch 452/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.020 Epoch 58 Batch 453/538 - Train Accuracy: 0.964, Validation Accuracy: 0.967, Loss: 0.023 Epoch 58 Batch 454/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.027 Epoch 58 Batch 455/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.025 Epoch 58 Batch 456/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.046 Epoch 58 Batch 457/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.020 Epoch 58 Batch 458/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.018 Epoch 58 Batch 459/538 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.018 Epoch 58 Batch 460/538 - Train Accuracy: 0.965, Validation Accuracy: 0.969, Loss: 0.022 Epoch 58 Batch 461/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.021 Epoch 58 Batch 462/538 - Train Accuracy: 0.974, Validation Accuracy: 0.961, Loss: 0.017 Epoch 58 Batch 463/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.022 Epoch 58 Batch 464/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.015 Epoch 58 Batch 465/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.022 Epoch 58 Batch 466/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.021 Epoch 58 Batch 467/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.021 Epoch 58 Batch 468/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.032 Epoch 58 Batch 469/538 - Train Accuracy: 0.967, Validation Accuracy: 0.973, Loss: 0.025 Epoch 58 Batch 470/538 - Train Accuracy: 0.964, Validation Accuracy: 0.971, Loss: 0.021 Epoch 58 Batch 471/538 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.019 Epoch 58 Batch 472/538 - Train Accuracy: 0.984, Validation Accuracy: 0.972, Loss: 0.016 Epoch 58 Batch 473/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.024 Epoch 58 Batch 474/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.018 Epoch 58 Batch 475/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.018 Epoch 58 Batch 476/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.022 Epoch 58 Batch 477/538 - Train Accuracy: 0.964, Validation Accuracy: 0.966, Loss: 0.027 Epoch 58 Batch 478/538 - Train Accuracy: 0.978, Validation Accuracy: 0.963, Loss: 0.017 Epoch 58 Batch 479/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.024 Epoch 58 Batch 480/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.029 Epoch 58 Batch 481/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.023 Epoch 58 Batch 482/538 - Train Accuracy: 0.960, Validation Accuracy: 0.968, Loss: 0.017 Epoch 58 Batch 483/538 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.029 Epoch 58 Batch 484/538 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.022 Epoch 58 Batch 485/538 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.024 Epoch 58 Batch 486/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.016 Epoch 58 Batch 487/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.017 Epoch 58 Batch 488/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.020 Epoch 58 Batch 489/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.020 Epoch 58 Batch 490/538 - Train Accuracy: 0.959, Validation Accuracy: 0.969, Loss: 0.024 Epoch 58 Batch 491/538 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.022 Epoch 58 Batch 492/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.021 Epoch 58 Batch 493/538 - Train Accuracy: 0.961, Validation Accuracy: 0.967, Loss: 0.025 Epoch 58 Batch 494/538 - Train Accuracy: 0.978, Validation Accuracy: 0.964, Loss: 0.025 Epoch 58 Batch 495/538 - Train Accuracy: 0.978, Validation Accuracy: 0.967, Loss: 0.023 Epoch 58 Batch 496/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.020 Epoch 58 Batch 497/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.021 Epoch 58 Batch 498/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.017 Epoch 58 Batch 499/538 - Train Accuracy: 0.961, Validation Accuracy: 0.969, Loss: 0.019 Epoch 58 Batch 500/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.015 Epoch 58 Batch 501/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.020 Epoch 58 Batch 502/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.020 Epoch 58 Batch 503/538 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.018 Epoch 58 Batch 504/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.019 Epoch 58 Batch 505/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.015 Epoch 58 Batch 506/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.020 Epoch 58 Batch 507/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.022 Epoch 58 Batch 508/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.019 Epoch 58 Batch 509/538 - Train Accuracy: 0.979, Validation Accuracy: 0.965, Loss: 0.022 Epoch 58 Batch 510/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.016 Epoch 58 Batch 511/538 - Train Accuracy: 0.965, Validation Accuracy: 0.966, Loss: 0.027 Epoch 58 Batch 512/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.020 Epoch 58 Batch 513/538 - Train Accuracy: 0.966, Validation Accuracy: 0.968, Loss: 0.016 Epoch 58 Batch 514/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.023 Epoch 58 Batch 515/538 - Train Accuracy: 0.963, Validation Accuracy: 0.968, Loss: 0.027 Epoch 58 Batch 516/538 - Train Accuracy: 0.964, Validation Accuracy: 0.968, Loss: 0.024 Epoch 58 Batch 517/538 - Train Accuracy: 0.976, Validation Accuracy: 0.963, Loss: 0.019 Epoch 58 Batch 518/538 - Train Accuracy: 0.966, Validation Accuracy: 0.954, Loss: 0.029 Epoch 58 Batch 519/538 - Train Accuracy: 0.975, Validation Accuracy: 0.952, Loss: 0.024 Epoch 58 Batch 520/538 - Train Accuracy: 0.963, Validation Accuracy: 0.952, Loss: 0.030 Epoch 58 Batch 521/538 - Train Accuracy: 0.981, Validation Accuracy: 0.952, Loss: 0.025 Epoch 58 Batch 522/538 - Train Accuracy: 0.971, Validation Accuracy: 0.952, Loss: 0.017 Epoch 58 Batch 523/538 - Train Accuracy: 0.972, Validation Accuracy: 0.952, Loss: 0.023 Epoch 58 Batch 524/538 - Train Accuracy: 0.972, Validation Accuracy: 0.962, Loss: 0.019 Epoch 58 Batch 525/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.026 Epoch 58 Batch 526/538 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.022 Epoch 58 Batch 527/538 - Train Accuracy: 0.980, Validation Accuracy: 0.968, Loss: 0.021 Epoch 58 Batch 528/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.022 Epoch 58 Batch 529/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.023 Epoch 58 Batch 530/538 - Train Accuracy: 0.978, Validation Accuracy: 0.966, Loss: 0.018 Epoch 58 Batch 531/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.029 Epoch 58 Batch 532/538 - Train Accuracy: 0.961, Validation Accuracy: 0.964, Loss: 0.020 Epoch 58 Batch 533/538 - Train Accuracy: 0.965, Validation Accuracy: 0.964, Loss: 0.016 Epoch 58 Batch 534/538 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.016 Epoch 58 Batch 535/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.019 Epoch 58 Batch 536/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.025 Epoch 59 Batch 0/538 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.021 Epoch 59 Batch 1/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.033 Epoch 59 Batch 2/538 - Train Accuracy: 0.973, Validation Accuracy: 0.960, Loss: 0.020 Epoch 59 Batch 3/538 - Train Accuracy: 0.972, Validation Accuracy: 0.961, Loss: 0.021 Epoch 59 Batch 4/538 - Train Accuracy: 0.982, Validation Accuracy: 0.964, Loss: 0.018 Epoch 59 Batch 5/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.023 Epoch 59 Batch 6/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.016 Epoch 59 Batch 7/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.018 Epoch 59 Batch 8/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.026 Epoch 59 Batch 9/538 - Train Accuracy: 0.967, Validation Accuracy: 0.968, Loss: 0.018 Epoch 59 Batch 10/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.019 Epoch 59 Batch 11/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.020 Epoch 59 Batch 12/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.020 Epoch 59 Batch 13/538 - Train Accuracy: 0.974, Validation Accuracy: 0.963, Loss: 0.018 Epoch 59 Batch 14/538 - Train Accuracy: 0.972, Validation Accuracy: 0.957, Loss: 0.019 Epoch 59 Batch 15/538 - Train Accuracy: 0.971, Validation Accuracy: 0.957, Loss: 0.020 Epoch 59 Batch 16/538 - Train Accuracy: 0.972, Validation Accuracy: 0.956, Loss: 0.020 Epoch 59 Batch 17/538 - Train Accuracy: 0.974, Validation Accuracy: 0.956, Loss: 0.020 Epoch 59 Batch 18/538 - Train Accuracy: 0.979, Validation Accuracy: 0.957, Loss: 0.022 Epoch 59 Batch 19/538 - Train Accuracy: 0.971, Validation Accuracy: 0.957, Loss: 0.024 Epoch 59 Batch 20/538 - Train Accuracy: 0.964, Validation Accuracy: 0.957, Loss: 0.028 Epoch 59 Batch 21/538 - Train Accuracy: 0.982, Validation Accuracy: 0.961, Loss: 0.014 Epoch 59 Batch 22/538 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.025 Epoch 59 Batch 23/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.023 Epoch 59 Batch 24/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.026 Epoch 59 Batch 25/538 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.022 Epoch 59 Batch 26/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.024 Epoch 59 Batch 27/538 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.018 Epoch 59 Batch 28/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.019 Epoch 59 Batch 29/538 - Train Accuracy: 0.981, Validation Accuracy: 0.973, Loss: 0.017 Epoch 59 Batch 30/538 - Train Accuracy: 0.958, Validation Accuracy: 0.970, Loss: 0.027 Epoch 59 Batch 31/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.016 Epoch 59 Batch 32/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.014 Epoch 59 Batch 33/538 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.024 Epoch 59 Batch 34/538 - Train Accuracy: 0.961, Validation Accuracy: 0.964, Loss: 0.025 Epoch 59 Batch 35/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.018 Epoch 59 Batch 36/538 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.020 Epoch 59 Batch 37/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.023 Epoch 59 Batch 38/538 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.021 Epoch 59 Batch 39/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.021 Epoch 59 Batch 40/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.017 Epoch 59 Batch 41/538 - Train Accuracy: 0.980, Validation Accuracy: 0.967, Loss: 0.016 Epoch 59 Batch 42/538 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.022 Epoch 59 Batch 43/538 - Train Accuracy: 0.960, Validation Accuracy: 0.972, Loss: 0.020 Epoch 59 Batch 44/538 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.020 Epoch 59 Batch 45/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.016 Epoch 59 Batch 46/538 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.014 Epoch 59 Batch 47/538 - Train Accuracy: 0.976, Validation Accuracy: 0.964, Loss: 0.024 Epoch 59 Batch 48/538 - Train Accuracy: 0.965, Validation Accuracy: 0.966, Loss: 0.026 Epoch 59 Batch 49/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.018 Epoch 59 Batch 50/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.020 Epoch 59 Batch 51/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.028 Epoch 59 Batch 52/538 - Train Accuracy: 0.970, Validation Accuracy: 0.977, Loss: 0.018 Epoch 59 Batch 53/538 - Train Accuracy: 0.963, Validation Accuracy: 0.974, Loss: 0.026 Epoch 59 Batch 54/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.019 Epoch 59 Batch 55/538 - Train Accuracy: 0.968, Validation Accuracy: 0.971, Loss: 0.018 Epoch 59 Batch 56/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.018 Epoch 59 Batch 57/538 - Train Accuracy: 0.957, Validation Accuracy: 0.972, Loss: 0.026 Epoch 59 Batch 58/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.017 Epoch 59 Batch 59/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.024 Epoch 59 Batch 60/538 - Train Accuracy: 0.974, Validation Accuracy: 0.974, Loss: 0.025 Epoch 59 Batch 61/538 - Train Accuracy: 0.965, Validation Accuracy: 0.976, Loss: 0.023 Epoch 59 Batch 62/538 - Train Accuracy: 0.967, Validation Accuracy: 0.975, Loss: 0.027 Epoch 59 Batch 63/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.018 Epoch 59 Batch 64/538 - Train Accuracy: 0.967, Validation Accuracy: 0.973, Loss: 0.018 Epoch 59 Batch 65/538 - Train Accuracy: 0.963, Validation Accuracy: 0.973, Loss: 0.023 Epoch 59 Batch 66/538 - Train Accuracy: 0.977, Validation Accuracy: 0.975, Loss: 0.017 Epoch 59 Batch 67/538 - Train Accuracy: 0.983, Validation Accuracy: 0.975, Loss: 0.016 Epoch 59 Batch 68/538 - Train Accuracy: 0.964, Validation Accuracy: 0.975, Loss: 0.021 Epoch 59 Batch 69/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.018 Epoch 59 Batch 70/538 - Train Accuracy: 0.970, Validation Accuracy: 0.973, Loss: 0.022 Epoch 59 Batch 71/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.025 Epoch 59 Batch 72/538 - Train Accuracy: 0.963, Validation Accuracy: 0.973, Loss: 0.037 Epoch 59 Batch 73/538 - Train Accuracy: 0.971, Validation Accuracy: 0.975, Loss: 0.024 Epoch 59 Batch 74/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.017 Epoch 59 Batch 75/538 - Train Accuracy: 0.969, Validation Accuracy: 0.974, Loss: 0.022 Epoch 59 Batch 76/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.020 Epoch 59 Batch 77/538 - Train Accuracy: 0.968, Validation Accuracy: 0.972, Loss: 0.018 Epoch 59 Batch 78/538 - Train Accuracy: 0.966, Validation Accuracy: 0.970, Loss: 0.021 Epoch 59 Batch 79/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.016 Epoch 59 Batch 80/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.022 Epoch 59 Batch 81/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.025 Epoch 59 Batch 82/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.022 Epoch 59 Batch 83/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.020 Epoch 59 Batch 84/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.025 Epoch 59 Batch 85/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.023 Epoch 59 Batch 86/538 - Train Accuracy: 0.983, Validation Accuracy: 0.971, Loss: 0.019 Epoch 59 Batch 87/538 - Train Accuracy: 0.965, Validation Accuracy: 0.973, Loss: 0.025 Epoch 59 Batch 88/538 - Train Accuracy: 0.973, Validation Accuracy: 0.975, Loss: 0.019 Epoch 59 Batch 89/538 - Train Accuracy: 0.976, Validation Accuracy: 0.975, Loss: 0.022 Epoch 59 Batch 90/538 - Train Accuracy: 0.977, Validation Accuracy: 0.975, Loss: 0.025 Epoch 59 Batch 91/538 - Train Accuracy: 0.973, Validation Accuracy: 0.975, Loss: 0.020 Epoch 59 Batch 92/538 - Train Accuracy: 0.966, Validation Accuracy: 0.971, Loss: 0.023 Epoch 59 Batch 93/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.019 Epoch 59 Batch 94/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.019 Epoch 59 Batch 95/538 - Train Accuracy: 0.973, Validation Accuracy: 0.975, Loss: 0.018 Epoch 59 Batch 96/538 - Train Accuracy: 0.974, Validation Accuracy: 0.974, Loss: 0.016 Epoch 59 Batch 97/538 - Train Accuracy: 0.963, Validation Accuracy: 0.974, Loss: 0.017 Epoch 59 Batch 98/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.022 Epoch 59 Batch 99/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.024 Epoch 59 Batch 100/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.013 Epoch 59 Batch 101/538 - Train Accuracy: 0.967, Validation Accuracy: 0.976, Loss: 0.031 Epoch 59 Batch 102/538 - Train Accuracy: 0.969, Validation Accuracy: 0.973, Loss: 0.023 Epoch 59 Batch 103/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.028 Epoch 59 Batch 104/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.017 Epoch 59 Batch 105/538 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.015 Epoch 59 Batch 106/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.015 Epoch 59 Batch 107/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.025 Epoch 59 Batch 108/538 - Train Accuracy: 0.982, Validation Accuracy: 0.969, Loss: 0.016 Epoch 59 Batch 109/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.018 Epoch 59 Batch 110/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.022 Epoch 59 Batch 111/538 - Train Accuracy: 0.968, Validation Accuracy: 0.971, Loss: 0.017 Epoch 59 Batch 112/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.023 Epoch 59 Batch 113/538 - Train Accuracy: 0.959, Validation Accuracy: 0.971, Loss: 0.023 Epoch 59 Batch 114/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.013 Epoch 59 Batch 115/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.023 Epoch 59 Batch 116/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.026 Epoch 59 Batch 117/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.024 Epoch 59 Batch 118/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.017 Epoch 59 Batch 119/538 - Train Accuracy: 0.981, Validation Accuracy: 0.974, Loss: 0.017 Epoch 59 Batch 120/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.014 Epoch 59 Batch 121/538 - Train Accuracy: 0.969, Validation Accuracy: 0.975, Loss: 0.027 Epoch 59 Batch 122/538 - Train Accuracy: 0.964, Validation Accuracy: 0.977, Loss: 0.023 Epoch 59 Batch 123/538 - Train Accuracy: 0.970, Validation Accuracy: 0.977, Loss: 0.020 Epoch 59 Batch 124/538 - Train Accuracy: 0.971, Validation Accuracy: 0.975, Loss: 0.020 Epoch 59 Batch 125/538 - Train Accuracy: 0.970, Validation Accuracy: 0.976, Loss: 0.026 Epoch 59 Batch 126/538 - Train Accuracy: 0.965, Validation Accuracy: 0.975, Loss: 0.022 Epoch 59 Batch 127/538 - Train Accuracy: 0.958, Validation Accuracy: 0.972, Loss: 0.026 Epoch 59 Batch 128/538 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.021 Epoch 59 Batch 129/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.012 Epoch 59 Batch 130/538 - Train Accuracy: 0.966, Validation Accuracy: 0.975, Loss: 0.019 Epoch 59 Batch 131/538 - Train Accuracy: 0.976, Validation Accuracy: 0.975, Loss: 0.020 Epoch 59 Batch 132/538 - Train Accuracy: 0.972, Validation Accuracy: 0.977, Loss: 0.021 Epoch 59 Batch 133/538 - Train Accuracy: 0.964, Validation Accuracy: 0.975, Loss: 0.022 Epoch 59 Batch 134/538 - Train Accuracy: 0.978, Validation Accuracy: 0.975, Loss: 0.030 Epoch 59 Batch 135/538 - Train Accuracy: 0.971, Validation Accuracy: 0.975, Loss: 0.032 Epoch 59 Batch 136/538 - Train Accuracy: 0.967, Validation Accuracy: 0.975, Loss: 0.019 Epoch 59 Batch 137/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.027 Epoch 59 Batch 138/538 - Train Accuracy: 0.964, Validation Accuracy: 0.973, Loss: 0.020 Epoch 59 Batch 139/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.027 Epoch 59 Batch 140/538 - Train Accuracy: 0.966, Validation Accuracy: 0.971, Loss: 0.032 Epoch 59 Batch 141/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.026 Epoch 59 Batch 142/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.021 Epoch 59 Batch 143/538 - Train Accuracy: 0.967, Validation Accuracy: 0.971, Loss: 0.024 Epoch 59 Batch 144/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.027 Epoch 59 Batch 145/538 - Train Accuracy: 0.966, Validation Accuracy: 0.976, Loss: 0.031 Epoch 59 Batch 146/538 - Train Accuracy: 0.965, Validation Accuracy: 0.976, Loss: 0.015 Epoch 59 Batch 147/538 - Train Accuracy: 0.977, Validation Accuracy: 0.975, Loss: 0.021 Epoch 59 Batch 148/538 - Train Accuracy: 0.965, Validation Accuracy: 0.977, Loss: 0.026 Epoch 59 Batch 149/538 - Train Accuracy: 0.978, Validation Accuracy: 0.977, Loss: 0.017 Epoch 59 Batch 150/538 - Train Accuracy: 0.975, Validation Accuracy: 0.975, Loss: 0.018 Epoch 59 Batch 151/538 - Train Accuracy: 0.968, Validation Accuracy: 0.974, Loss: 0.022 Epoch 59 Batch 152/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.023 Epoch 59 Batch 153/538 - Train Accuracy: 0.974, Validation Accuracy: 0.974, Loss: 0.023 Epoch 59 Batch 154/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.016 Epoch 59 Batch 155/538 - Train Accuracy: 0.975, Validation Accuracy: 0.977, Loss: 0.021 Epoch 59 Batch 156/538 - Train Accuracy: 0.970, Validation Accuracy: 0.976, Loss: 0.021 Epoch 59 Batch 157/538 - Train Accuracy: 0.974, Validation Accuracy: 0.978, Loss: 0.018 Epoch 59 Batch 158/538 - Train Accuracy: 0.980, Validation Accuracy: 0.978, Loss: 0.019 Epoch 59 Batch 159/538 - Train Accuracy: 0.960, Validation Accuracy: 0.978, Loss: 0.028 Epoch 59 Batch 160/538 - Train Accuracy: 0.964, Validation Accuracy: 0.977, Loss: 0.016 Epoch 59 Batch 161/538 - Train Accuracy: 0.967, Validation Accuracy: 0.976, Loss: 0.025 Epoch 59 Batch 162/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.023 Epoch 59 Batch 163/538 - Train Accuracy: 0.968, Validation Accuracy: 0.971, Loss: 0.030 Epoch 59 Batch 164/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.020 Epoch 59 Batch 165/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.015 Epoch 59 Batch 166/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.018 Epoch 59 Batch 167/538 - Train Accuracy: 0.965, Validation Accuracy: 0.971, Loss: 0.036 Epoch 59 Batch 168/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.026 Epoch 59 Batch 169/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.017 Epoch 59 Batch 170/538 - Train Accuracy: 0.966, Validation Accuracy: 0.972, Loss: 0.023 Epoch 59 Batch 171/538 - Train Accuracy: 0.962, Validation Accuracy: 0.972, Loss: 0.028 Epoch 59 Batch 172/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.017 Epoch 59 Batch 173/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.015 Epoch 59 Batch 174/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.020 Epoch 59 Batch 175/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.016 Epoch 59 Batch 176/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.021 Epoch 59 Batch 177/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.018 Epoch 59 Batch 178/538 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.018 Epoch 59 Batch 179/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.026 Epoch 59 Batch 180/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.024 Epoch 59 Batch 181/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.032 Epoch 59 Batch 182/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.018 Epoch 59 Batch 183/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.017 Epoch 59 Batch 184/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.023 Epoch 59 Batch 185/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.015 Epoch 59 Batch 186/538 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.015 Epoch 59 Batch 187/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.021 Epoch 59 Batch 188/538 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.019 Epoch 59 Batch 189/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.029 Epoch 59 Batch 190/538 - Train Accuracy: 0.961, Validation Accuracy: 0.968, Loss: 0.024 Epoch 59 Batch 191/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.021 Epoch 59 Batch 192/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.023 Epoch 59 Batch 193/538 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.016 Epoch 59 Batch 194/538 - Train Accuracy: 0.966, Validation Accuracy: 0.970, Loss: 0.027 Epoch 59 Batch 195/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.032 Epoch 59 Batch 196/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.020 Epoch 59 Batch 197/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.021 Epoch 59 Batch 198/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.019 Epoch 59 Batch 199/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.024 Epoch 59 Batch 200/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.017 Epoch 59 Batch 201/538 - Train Accuracy: 0.966, Validation Accuracy: 0.972, Loss: 0.024 Epoch 59 Batch 202/538 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.017 Epoch 59 Batch 203/538 - Train Accuracy: 0.968, Validation Accuracy: 0.972, Loss: 0.023 Epoch 59 Batch 204/538 - Train Accuracy: 0.964, Validation Accuracy: 0.972, Loss: 0.034 Epoch 59 Batch 205/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.020 Epoch 59 Batch 206/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.017 Epoch 59 Batch 207/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.025 Epoch 59 Batch 208/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.024 Epoch 59 Batch 209/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.026 Epoch 59 Batch 210/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.024 Epoch 59 Batch 211/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.024 Epoch 59 Batch 212/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.016 Epoch 59 Batch 213/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.019 Epoch 59 Batch 214/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.018 Epoch 59 Batch 215/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.019 Epoch 59 Batch 216/538 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.021 Epoch 59 Batch 217/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.027 Epoch 59 Batch 218/538 - Train Accuracy: 0.967, Validation Accuracy: 0.972, Loss: 0.022 Epoch 59 Batch 219/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.028 Epoch 59 Batch 220/538 - Train Accuracy: 0.966, Validation Accuracy: 0.974, Loss: 0.025 Epoch 59 Batch 221/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.022 Epoch 59 Batch 222/538 - Train Accuracy: 0.981, Validation Accuracy: 0.974, Loss: 0.017 Epoch 59 Batch 223/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.026 Epoch 59 Batch 224/538 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.023 Epoch 59 Batch 225/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.018 Epoch 59 Batch 226/538 - Train Accuracy: 0.959, Validation Accuracy: 0.966, Loss: 0.028 Epoch 59 Batch 227/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.023 Epoch 59 Batch 228/538 - Train Accuracy: 0.962, Validation Accuracy: 0.971, Loss: 0.023 Epoch 59 Batch 229/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.026 Epoch 59 Batch 230/538 - Train Accuracy: 0.964, Validation Accuracy: 0.972, Loss: 0.021 Epoch 59 Batch 231/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.022 Epoch 59 Batch 232/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.024 Epoch 59 Batch 233/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.022 Epoch 59 Batch 234/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.023 Epoch 59 Batch 235/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.019 Epoch 59 Batch 236/538 - Train Accuracy: 0.970, Validation Accuracy: 0.973, Loss: 0.020 Epoch 59 Batch 237/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.019 Epoch 59 Batch 238/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.021 Epoch 59 Batch 239/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.021 Epoch 59 Batch 240/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.020 Epoch 59 Batch 241/538 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.019 Epoch 59 Batch 242/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.025 Epoch 59 Batch 243/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.026 Epoch 59 Batch 244/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.020 Epoch 59 Batch 245/538 - Train Accuracy: 0.967, Validation Accuracy: 0.967, Loss: 0.028 Epoch 59 Batch 246/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.016 Epoch 59 Batch 247/538 - Train Accuracy: 0.966, Validation Accuracy: 0.970, Loss: 0.018 Epoch 59 Batch 248/538 - Train Accuracy: 0.962, Validation Accuracy: 0.967, Loss: 0.022 Epoch 59 Batch 249/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.013 Epoch 59 Batch 250/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.021 Epoch 59 Batch 251/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.017 Epoch 59 Batch 252/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.017 Epoch 59 Batch 253/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.016 Epoch 59 Batch 254/538 - Train Accuracy: 0.966, Validation Accuracy: 0.970, Loss: 0.025 Epoch 59 Batch 255/538 - Train Accuracy: 0.983, Validation Accuracy: 0.969, Loss: 0.016 Epoch 59 Batch 256/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.017 Epoch 59 Batch 257/538 - Train Accuracy: 0.982, Validation Accuracy: 0.967, Loss: 0.017 Epoch 59 Batch 258/538 - Train Accuracy: 0.978, Validation Accuracy: 0.967, Loss: 0.019 Epoch 59 Batch 259/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.019 Epoch 59 Batch 260/538 - Train Accuracy: 0.967, Validation Accuracy: 0.967, Loss: 0.024 Epoch 59 Batch 261/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.024 Epoch 59 Batch 262/538 - Train Accuracy: 0.979, Validation Accuracy: 0.966, Loss: 0.022 Epoch 59 Batch 263/538 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.017 Epoch 59 Batch 264/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.024 Epoch 59 Batch 265/538 - Train Accuracy: 0.958, Validation Accuracy: 0.967, Loss: 0.025 Epoch 59 Batch 266/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.024 Epoch 59 Batch 267/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.026 Epoch 59 Batch 268/538 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.016 Epoch 59 Batch 269/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.017 Epoch 59 Batch 270/538 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.017 Epoch 59 Batch 271/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.018 Epoch 59 Batch 272/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.023 Epoch 59 Batch 273/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.018 Epoch 59 Batch 274/538 - Train Accuracy: 0.967, Validation Accuracy: 0.972, Loss: 0.018 Epoch 59 Batch 275/538 - Train Accuracy: 0.965, Validation Accuracy: 0.972, Loss: 0.027 Epoch 59 Batch 276/538 - Train Accuracy: 0.967, Validation Accuracy: 0.972, Loss: 0.023 Epoch 59 Batch 277/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.016 Epoch 59 Batch 278/538 - Train Accuracy: 0.966, Validation Accuracy: 0.971, Loss: 0.021 Epoch 59 Batch 279/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.021 Epoch 59 Batch 280/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.016 Epoch 59 Batch 281/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.029 Epoch 59 Batch 282/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.020 Epoch 59 Batch 283/538 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.022 Epoch 59 Batch 284/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.025 Epoch 59 Batch 285/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.017 Epoch 59 Batch 286/538 - Train Accuracy: 0.968, Validation Accuracy: 0.972, Loss: 0.033 Epoch 59 Batch 287/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.015 Epoch 59 Batch 288/538 - Train Accuracy: 0.967, Validation Accuracy: 0.972, Loss: 0.025 Epoch 59 Batch 289/538 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.014 Epoch 59 Batch 290/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.019 Epoch 59 Batch 291/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.023 Epoch 59 Batch 292/538 - Train Accuracy: 0.984, Validation Accuracy: 0.972, Loss: 0.016 Epoch 59 Batch 293/538 - Train Accuracy: 0.964, Validation Accuracy: 0.972, Loss: 0.020 Epoch 59 Batch 294/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.019 Epoch 59 Batch 295/538 - Train Accuracy: 0.977, Validation Accuracy: 0.977, Loss: 0.021 Epoch 59 Batch 296/538 - Train Accuracy: 0.968, Validation Accuracy: 0.977, Loss: 0.031 Epoch 59 Batch 297/538 - Train Accuracy: 0.979, Validation Accuracy: 0.977, Loss: 0.018 Epoch 59 Batch 298/538 - Train Accuracy: 0.972, Validation Accuracy: 0.979, Loss: 0.022 Epoch 59 Batch 299/538 - Train Accuracy: 0.966, Validation Accuracy: 0.979, Loss: 0.030 Epoch 59 Batch 300/538 - Train Accuracy: 0.977, Validation Accuracy: 0.977, Loss: 0.021 Epoch 59 Batch 301/538 - Train Accuracy: 0.974, Validation Accuracy: 0.977, Loss: 0.023 Epoch 59 Batch 302/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.024 Epoch 59 Batch 303/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.021 Epoch 59 Batch 304/538 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.027 Epoch 59 Batch 305/538 - Train Accuracy: 0.980, Validation Accuracy: 0.964, Loss: 0.017 Epoch 59 Batch 306/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.021 Epoch 59 Batch 307/538 - Train Accuracy: 0.981, Validation Accuracy: 0.963, Loss: 0.020 Epoch 59 Batch 308/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.022 Epoch 59 Batch 309/538 - Train Accuracy: 0.964, Validation Accuracy: 0.971, Loss: 0.019 Epoch 59 Batch 310/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.027 Epoch 59 Batch 311/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.018 Epoch 59 Batch 312/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.016 Epoch 59 Batch 313/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.022 Epoch 59 Batch 314/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.022 Epoch 59 Batch 315/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.016 Epoch 59 Batch 316/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.021 Epoch 59 Batch 317/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.021 Epoch 59 Batch 318/538 - Train Accuracy: 0.967, Validation Accuracy: 0.970, Loss: 0.019 Epoch 59 Batch 319/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.023 Epoch 59 Batch 320/538 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.019 Epoch 59 Batch 321/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.015 Epoch 59 Batch 322/538 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.020 Epoch 59 Batch 323/538 - Train Accuracy: 0.976, Validation Accuracy: 0.964, Loss: 0.021 Epoch 59 Batch 324/538 - Train Accuracy: 0.976, Validation Accuracy: 0.963, Loss: 0.017 Epoch 59 Batch 325/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.021 Epoch 59 Batch 326/538 - Train Accuracy: 0.967, Validation Accuracy: 0.967, Loss: 0.023 Epoch 59 Batch 327/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.020 Epoch 59 Batch 328/538 - Train Accuracy: 0.978, Validation Accuracy: 0.967, Loss: 0.024 Epoch 59 Batch 329/538 - Train Accuracy: 0.978, Validation Accuracy: 0.965, Loss: 0.018 Epoch 59 Batch 330/538 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.021 Epoch 59 Batch 331/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.023 Epoch 59 Batch 332/538 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.027 Epoch 59 Batch 333/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.021 Epoch 59 Batch 334/538 - Train Accuracy: 0.978, Validation Accuracy: 0.965, Loss: 0.018 Epoch 59 Batch 335/538 - Train Accuracy: 0.976, Validation Accuracy: 0.965, Loss: 0.019 Epoch 59 Batch 336/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.018 Epoch 59 Batch 337/538 - Train Accuracy: 0.977, Validation Accuracy: 0.962, Loss: 0.023 Epoch 59 Batch 338/538 - Train Accuracy: 0.978, Validation Accuracy: 0.962, Loss: 0.024 Epoch 59 Batch 339/538 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.016 Epoch 59 Batch 340/538 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.027 Epoch 59 Batch 341/538 - Train Accuracy: 0.962, Validation Accuracy: 0.964, Loss: 0.018 Epoch 59 Batch 342/538 - Train Accuracy: 0.970, Validation Accuracy: 0.964, Loss: 0.023 Epoch 59 Batch 343/538 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.023 Epoch 59 Batch 344/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.019 Epoch 59 Batch 345/538 - Train Accuracy: 0.978, Validation Accuracy: 0.964, Loss: 0.019 Epoch 59 Batch 346/538 - Train Accuracy: 0.974, Validation Accuracy: 0.963, Loss: 0.022 Epoch 59 Batch 347/538 - Train Accuracy: 0.973, Validation Accuracy: 0.963, Loss: 0.020 Epoch 59 Batch 348/538 - Train Accuracy: 0.970, Validation Accuracy: 0.964, Loss: 0.017 Epoch 59 Batch 349/538 - Train Accuracy: 0.979, Validation Accuracy: 0.961, Loss: 0.015 Epoch 59 Batch 350/538 - Train Accuracy: 0.971, Validation Accuracy: 0.961, Loss: 0.024 Epoch 59 Batch 351/538 - Train Accuracy: 0.963, Validation Accuracy: 0.961, Loss: 0.027 Epoch 59 Batch 352/538 - Train Accuracy: 0.967, Validation Accuracy: 0.961, Loss: 0.039 Epoch 59 Batch 353/538 - Train Accuracy: 0.979, Validation Accuracy: 0.961, Loss: 0.024 Epoch 59 Batch 354/538 - Train Accuracy: 0.970, Validation Accuracy: 0.961, Loss: 0.022 Epoch 59 Batch 355/538 - Train Accuracy: 0.980, Validation Accuracy: 0.963, Loss: 0.019 Epoch 59 Batch 356/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.017 Epoch 59 Batch 357/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.019 Epoch 59 Batch 358/538 - Train Accuracy: 0.979, Validation Accuracy: 0.963, Loss: 0.015 Epoch 59 Batch 359/538 - Train Accuracy: 0.981, Validation Accuracy: 0.963, Loss: 0.018 Epoch 59 Batch 360/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.016 Epoch 59 Batch 361/538 - Train Accuracy: 0.976, Validation Accuracy: 0.963, Loss: 0.023 Epoch 59 Batch 362/538 - Train Accuracy: 0.978, Validation Accuracy: 0.963, Loss: 0.014 Epoch 59 Batch 363/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.018 Epoch 59 Batch 364/538 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.029 Epoch 59 Batch 365/538 - Train Accuracy: 0.980, Validation Accuracy: 0.965, Loss: 0.017 Epoch 59 Batch 366/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.020 Epoch 59 Batch 367/538 - Train Accuracy: 0.978, Validation Accuracy: 0.966, Loss: 0.012 Epoch 59 Batch 368/538 - Train Accuracy: 0.978, Validation Accuracy: 0.966, Loss: 0.018 Epoch 59 Batch 369/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.020 Epoch 59 Batch 370/538 - Train Accuracy: 0.969, Validation Accuracy: 0.971, Loss: 0.022 Epoch 59 Batch 371/538 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.020 Epoch 59 Batch 372/538 - Train Accuracy: 0.970, Validation Accuracy: 0.971, Loss: 0.018 Epoch 59 Batch 373/538 - Train Accuracy: 0.970, Validation Accuracy: 0.971, Loss: 0.020 Epoch 59 Batch 374/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.016 Epoch 59 Batch 375/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.022 Epoch 59 Batch 376/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.021 Epoch 59 Batch 377/538 - Train Accuracy: 0.981, Validation Accuracy: 0.968, Loss: 0.025 Epoch 59 Batch 378/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.015 Epoch 59 Batch 379/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.025 Epoch 59 Batch 380/538 - Train Accuracy: 0.982, Validation Accuracy: 0.965, Loss: 0.016 Epoch 59 Batch 381/538 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.019 Epoch 59 Batch 382/538 - Train Accuracy: 0.962, Validation Accuracy: 0.967, Loss: 0.023 Epoch 59 Batch 383/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.017 Epoch 59 Batch 384/538 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.019 Epoch 59 Batch 385/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.019 Epoch 59 Batch 386/538 - Train Accuracy: 0.980, Validation Accuracy: 0.968, Loss: 0.018 Epoch 59 Batch 387/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.018 Epoch 59 Batch 388/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.018 Epoch 59 Batch 389/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.024 Epoch 59 Batch 390/538 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.016 Epoch 59 Batch 391/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.021 Epoch 59 Batch 392/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.020 Epoch 59 Batch 393/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.022 Epoch 59 Batch 394/538 - Train Accuracy: 0.965, Validation Accuracy: 0.966, Loss: 0.023 Epoch 59 Batch 395/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.022 Epoch 59 Batch 396/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.015 Epoch 59 Batch 397/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.023 Epoch 59 Batch 398/538 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.014 Epoch 59 Batch 399/538 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.020 Epoch 59 Batch 400/538 - Train Accuracy: 0.980, Validation Accuracy: 0.966, Loss: 0.024 Epoch 59 Batch 401/538 - Train Accuracy: 0.984, Validation Accuracy: 0.966, Loss: 0.018 Epoch 59 Batch 402/538 - Train Accuracy: 0.983, Validation Accuracy: 0.964, Loss: 0.023 Epoch 59 Batch 403/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.027 Epoch 59 Batch 404/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.021 Epoch 59 Batch 405/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.019 Epoch 59 Batch 406/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.020 Epoch 59 Batch 407/538 - Train Accuracy: 0.982, Validation Accuracy: 0.966, Loss: 0.019 Epoch 59 Batch 408/538 - Train Accuracy: 0.950, Validation Accuracy: 0.966, Loss: 0.029 Epoch 59 Batch 409/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.014 Epoch 59 Batch 410/538 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.018 Epoch 59 Batch 411/538 - Train Accuracy: 0.978, Validation Accuracy: 0.962, Loss: 0.027 Epoch 59 Batch 412/538 - Train Accuracy: 0.975, Validation Accuracy: 0.962, Loss: 0.019 Epoch 59 Batch 413/538 - Train Accuracy: 0.979, Validation Accuracy: 0.962, Loss: 0.017 Epoch 59 Batch 414/538 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.031 Epoch 59 Batch 415/538 - Train Accuracy: 0.961, Validation Accuracy: 0.962, Loss: 0.020 Epoch 59 Batch 416/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.025 Epoch 59 Batch 417/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.022 Epoch 59 Batch 418/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.024 Epoch 59 Batch 419/538 - Train Accuracy: 0.974, Validation Accuracy: 0.963, Loss: 0.020 Epoch 59 Batch 420/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.019 Epoch 59 Batch 421/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.018 Epoch 59 Batch 422/538 - Train Accuracy: 0.978, Validation Accuracy: 0.965, Loss: 0.020 Epoch 59 Batch 423/538 - Train Accuracy: 0.977, Validation Accuracy: 0.963, Loss: 0.018 Epoch 59 Batch 424/538 - Train Accuracy: 0.978, Validation Accuracy: 0.964, Loss: 0.028 Epoch 59 Batch 425/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.034 Epoch 59 Batch 426/538 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.027 Epoch 59 Batch 427/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.021 Epoch 59 Batch 428/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.022 Epoch 59 Batch 429/538 - Train Accuracy: 0.985, Validation Accuracy: 0.966, Loss: 0.025 Epoch 59 Batch 430/538 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.019 Epoch 59 Batch 431/538 - Train Accuracy: 0.965, Validation Accuracy: 0.965, Loss: 0.022 Epoch 59 Batch 432/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.023 Epoch 59 Batch 433/538 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.041 Epoch 59 Batch 434/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.022 Epoch 59 Batch 435/538 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.020 Epoch 59 Batch 436/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.024 Epoch 59 Batch 437/538 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.021 Epoch 59 Batch 438/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.016 Epoch 59 Batch 439/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.022 Epoch 59 Batch 440/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.019 Epoch 59 Batch 441/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.030 Epoch 59 Batch 442/538 - Train Accuracy: 0.967, Validation Accuracy: 0.971, Loss: 0.019 Epoch 59 Batch 443/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.025 Epoch 59 Batch 444/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.025 Epoch 59 Batch 445/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.023 Epoch 59 Batch 446/538 - Train Accuracy: 0.979, Validation Accuracy: 0.967, Loss: 0.019 Epoch 59 Batch 447/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.019 Epoch 59 Batch 448/538 - Train Accuracy: 0.979, Validation Accuracy: 0.967, Loss: 0.017 Epoch 59 Batch 449/538 - Train Accuracy: 0.978, Validation Accuracy: 0.966, Loss: 0.025 Epoch 59 Batch 450/538 - Train Accuracy: 0.965, Validation Accuracy: 0.969, Loss: 0.031 Epoch 59 Batch 451/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.021 Epoch 59 Batch 452/538 - Train Accuracy: 0.970, Validation Accuracy: 0.973, Loss: 0.016 Epoch 59 Batch 453/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.021 Epoch 59 Batch 454/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.026 Epoch 59 Batch 455/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.020 Epoch 59 Batch 456/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.045 Epoch 59 Batch 457/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.018 Epoch 59 Batch 458/538 - Train Accuracy: 0.969, Validation Accuracy: 0.974, Loss: 0.021 Epoch 59 Batch 459/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.019 Epoch 59 Batch 460/538 - Train Accuracy: 0.967, Validation Accuracy: 0.974, Loss: 0.023 Epoch 59 Batch 461/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.021 Epoch 59 Batch 462/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.020 Epoch 59 Batch 463/538 - Train Accuracy: 0.965, Validation Accuracy: 0.969, Loss: 0.023 Epoch 59 Batch 464/538 - Train Accuracy: 0.985, Validation Accuracy: 0.969, Loss: 0.017 Epoch 59 Batch 465/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.021 Epoch 59 Batch 466/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.017 Epoch 59 Batch 467/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.023 Epoch 59 Batch 468/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.029 Epoch 59 Batch 469/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.022 Epoch 59 Batch 470/538 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.020 Epoch 59 Batch 471/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.015 Epoch 59 Batch 472/538 - Train Accuracy: 0.983, Validation Accuracy: 0.966, Loss: 0.013 Epoch 59 Batch 473/538 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.021 Epoch 59 Batch 474/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.017 Epoch 59 Batch 475/538 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.016 Epoch 59 Batch 476/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.017 Epoch 59 Batch 477/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.023 Epoch 59 Batch 478/538 - Train Accuracy: 0.981, Validation Accuracy: 0.968, Loss: 0.018 Epoch 59 Batch 479/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.019 Epoch 59 Batch 480/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.023 Epoch 59 Batch 481/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.020 Epoch 59 Batch 482/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.019 Epoch 59 Batch 483/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.023 Epoch 59 Batch 484/538 - Train Accuracy: 0.967, Validation Accuracy: 0.958, Loss: 0.027 Epoch 59 Batch 485/538 - Train Accuracy: 0.972, Validation Accuracy: 0.960, Loss: 0.028 Epoch 59 Batch 486/538 - Train Accuracy: 0.972, Validation Accuracy: 0.960, Loss: 0.015 Epoch 59 Batch 487/538 - Train Accuracy: 0.974, Validation Accuracy: 0.960, Loss: 0.022 Epoch 59 Batch 488/538 - Train Accuracy: 0.985, Validation Accuracy: 0.961, Loss: 0.018 Epoch 59 Batch 489/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.022 Epoch 59 Batch 490/538 - Train Accuracy: 0.965, Validation Accuracy: 0.970, Loss: 0.029 Epoch 59 Batch 491/538 - Train Accuracy: 0.969, Validation Accuracy: 0.977, Loss: 0.022 Epoch 59 Batch 492/538 - Train Accuracy: 0.973, Validation Accuracy: 0.977, Loss: 0.019 Epoch 59 Batch 493/538 - Train Accuracy: 0.961, Validation Accuracy: 0.972, Loss: 0.021 Epoch 59 Batch 494/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.024 Epoch 59 Batch 495/538 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.021 Epoch 59 Batch 496/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.018 Epoch 59 Batch 497/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.020 Epoch 59 Batch 498/538 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.020 Epoch 59 Batch 499/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.023 Epoch 59 Batch 500/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.017 Epoch 59 Batch 501/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.026 Epoch 59 Batch 502/538 - Train Accuracy: 0.969, Validation Accuracy: 0.974, Loss: 0.015 Epoch 59 Batch 503/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.018 Epoch 59 Batch 504/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.016 Epoch 59 Batch 505/538 - Train Accuracy: 0.969, Validation Accuracy: 0.974, Loss: 0.015 Epoch 59 Batch 506/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.018 Epoch 59 Batch 507/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.019 Epoch 59 Batch 508/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.021 Epoch 59 Batch 509/538 - Train Accuracy: 0.968, Validation Accuracy: 0.975, Loss: 0.023 Epoch 59 Batch 510/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.016 Epoch 59 Batch 511/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.025 Epoch 59 Batch 512/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.020 Epoch 59 Batch 513/538 - Train Accuracy: 0.967, Validation Accuracy: 0.973, Loss: 0.018 Epoch 59 Batch 514/538 - Train Accuracy: 0.970, Validation Accuracy: 0.975, Loss: 0.021 Epoch 59 Batch 515/538 - Train Accuracy: 0.968, Validation Accuracy: 0.974, Loss: 0.025 Epoch 59 Batch 516/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.019 Epoch 59 Batch 517/538 - Train Accuracy: 0.973, Validation Accuracy: 0.956, Loss: 0.018 Epoch 59 Batch 518/538 - Train Accuracy: 0.960, Validation Accuracy: 0.956, Loss: 0.028 Epoch 59 Batch 519/538 - Train Accuracy: 0.977, Validation Accuracy: 0.958, Loss: 0.023 Epoch 59 Batch 520/538 - Train Accuracy: 0.961, Validation Accuracy: 0.962, Loss: 0.030 Epoch 59 Batch 521/538 - Train Accuracy: 0.976, Validation Accuracy: 0.962, Loss: 0.029 Epoch 59 Batch 522/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.023 Epoch 59 Batch 523/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.020 Epoch 59 Batch 524/538 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.022 Epoch 59 Batch 525/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.025 Epoch 59 Batch 526/538 - Train Accuracy: 0.967, Validation Accuracy: 0.974, Loss: 0.021 Epoch 59 Batch 527/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.022 Epoch 59 Batch 528/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.028 Epoch 59 Batch 529/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.019 Epoch 59 Batch 530/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.024 Epoch 59 Batch 531/538 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.030 Epoch 59 Batch 532/538 - Train Accuracy: 0.962, Validation Accuracy: 0.966, Loss: 0.018 Epoch 59 Batch 533/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.021 Epoch 59 Batch 534/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.013 Epoch 59 Batch 535/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.022 Epoch 59 Batch 536/538 - Train Accuracy: 0.973, Validation Accuracy: 0.962, Loss: 0.025 Epoch 60 Batch 0/538 - Train Accuracy: 0.977, Validation Accuracy: 0.960, Loss: 0.019 Epoch 60 Batch 1/538 - Train Accuracy: 0.974, Validation Accuracy: 0.960, Loss: 0.026 Epoch 60 Batch 2/538 - Train Accuracy: 0.973, Validation Accuracy: 0.960, Loss: 0.023 Epoch 60 Batch 3/538 - Train Accuracy: 0.969, Validation Accuracy: 0.960, Loss: 0.022 Epoch 60 Batch 4/538 - Train Accuracy: 0.981, Validation Accuracy: 0.960, Loss: 0.019 Epoch 60 Batch 5/538 - Train Accuracy: 0.972, Validation Accuracy: 0.961, Loss: 0.021 Epoch 60 Batch 6/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.018 Epoch 60 Batch 7/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.025 Epoch 60 Batch 8/538 - Train Accuracy: 0.977, Validation Accuracy: 0.963, Loss: 0.016 Epoch 60 Batch 9/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.017 Epoch 60 Batch 10/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.022 Epoch 60 Batch 11/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.019 Epoch 60 Batch 12/538 - Train Accuracy: 0.967, Validation Accuracy: 0.967, Loss: 0.018 Epoch 60 Batch 13/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.017 Epoch 60 Batch 14/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.021 Epoch 60 Batch 15/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.021 Epoch 60 Batch 16/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.022 Epoch 60 Batch 17/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.026 Epoch 60 Batch 18/538 - Train Accuracy: 0.978, Validation Accuracy: 0.965, Loss: 0.026 Epoch 60 Batch 19/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.025 Epoch 60 Batch 20/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.022 Epoch 60 Batch 21/538 - Train Accuracy: 0.984, Validation Accuracy: 0.968, Loss: 0.011 Epoch 60 Batch 22/538 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.024 Epoch 60 Batch 23/538 - Train Accuracy: 0.978, Validation Accuracy: 0.966, Loss: 0.026 Epoch 60 Batch 24/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.024 Epoch 60 Batch 25/538 - Train Accuracy: 0.964, Validation Accuracy: 0.966, Loss: 0.027 Epoch 60 Batch 26/538 - Train Accuracy: 0.975, Validation Accuracy: 0.965, Loss: 0.031 Epoch 60 Batch 27/538 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.017 Epoch 60 Batch 28/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.025 Epoch 60 Batch 29/538 - Train Accuracy: 0.976, Validation Accuracy: 0.965, Loss: 0.016 Epoch 60 Batch 30/538 - Train Accuracy: 0.961, Validation Accuracy: 0.970, Loss: 0.029 Epoch 60 Batch 31/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.016 Epoch 60 Batch 32/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.010 Epoch 60 Batch 33/538 - Train Accuracy: 0.966, Validation Accuracy: 0.972, Loss: 0.026 Epoch 60 Batch 34/538 - Train Accuracy: 0.961, Validation Accuracy: 0.972, Loss: 0.028 Epoch 60 Batch 35/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.017 Epoch 60 Batch 36/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.019 Epoch 60 Batch 37/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.026 Epoch 60 Batch 38/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.021 Epoch 60 Batch 39/538 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.018 Epoch 60 Batch 40/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.017 Epoch 60 Batch 41/538 - Train Accuracy: 0.983, Validation Accuracy: 0.968, Loss: 0.017 Epoch 60 Batch 42/538 - Train Accuracy: 0.983, Validation Accuracy: 0.971, Loss: 0.023 Epoch 60 Batch 43/538 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.027 Epoch 60 Batch 44/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.015 Epoch 60 Batch 45/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.017 Epoch 60 Batch 46/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.018 Epoch 60 Batch 47/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.028 Epoch 60 Batch 48/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.018 Epoch 60 Batch 49/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.022 Epoch 60 Batch 50/538 - Train Accuracy: 0.977, Validation Accuracy: 0.975, Loss: 0.016 Epoch 60 Batch 51/538 - Train Accuracy: 0.966, Validation Accuracy: 0.975, Loss: 0.026 Epoch 60 Batch 52/538 - Train Accuracy: 0.969, Validation Accuracy: 0.976, Loss: 0.019 Epoch 60 Batch 53/538 - Train Accuracy: 0.966, Validation Accuracy: 0.976, Loss: 0.023 Epoch 60 Batch 54/538 - Train Accuracy: 0.977, Validation Accuracy: 0.976, Loss: 0.016 Epoch 60 Batch 55/538 - Train Accuracy: 0.964, Validation Accuracy: 0.976, Loss: 0.019 Epoch 60 Batch 56/538 - Train Accuracy: 0.977, Validation Accuracy: 0.975, Loss: 0.023 Epoch 60 Batch 57/538 - Train Accuracy: 0.964, Validation Accuracy: 0.975, Loss: 0.026 Epoch 60 Batch 58/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.018 Epoch 60 Batch 59/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.017 Epoch 60 Batch 60/538 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.022 Epoch 60 Batch 61/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.020 Epoch 60 Batch 62/538 - Train Accuracy: 0.958, Validation Accuracy: 0.973, Loss: 0.023 Epoch 60 Batch 63/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.020 Epoch 60 Batch 64/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.023 Epoch 60 Batch 65/538 - Train Accuracy: 0.963, Validation Accuracy: 0.967, Loss: 0.026 Epoch 60 Batch 66/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.019 Epoch 60 Batch 67/538 - Train Accuracy: 0.985, Validation Accuracy: 0.969, Loss: 0.023 Epoch 60 Batch 68/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.018 Epoch 60 Batch 69/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.020 Epoch 60 Batch 70/538 - Train Accuracy: 0.966, Validation Accuracy: 0.972, Loss: 0.019 Epoch 60 Batch 71/538 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.023 Epoch 60 Batch 72/538 - Train Accuracy: 0.966, Validation Accuracy: 0.974, Loss: 0.042 Epoch 60 Batch 73/538 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.021 Epoch 60 Batch 74/538 - Train Accuracy: 0.983, Validation Accuracy: 0.969, Loss: 0.018 Epoch 60 Batch 75/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.019 Epoch 60 Batch 76/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.020 Epoch 60 Batch 77/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.017 Epoch 60 Batch 78/538 - Train Accuracy: 0.964, Validation Accuracy: 0.971, Loss: 0.022 Epoch 60 Batch 79/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.015 Epoch 60 Batch 80/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.019 Epoch 60 Batch 81/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.025 Epoch 60 Batch 82/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.024 Epoch 60 Batch 83/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.019 Epoch 60 Batch 84/538 - Train Accuracy: 0.965, Validation Accuracy: 0.965, Loss: 0.024 Epoch 60 Batch 85/538 - Train Accuracy: 0.979, Validation Accuracy: 0.965, Loss: 0.021 Epoch 60 Batch 86/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.016 Epoch 60 Batch 87/538 - Train Accuracy: 0.962, Validation Accuracy: 0.971, Loss: 0.025 Epoch 60 Batch 88/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.019 Epoch 60 Batch 89/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.023 Epoch 60 Batch 90/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.025 Epoch 60 Batch 91/538 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.020 Epoch 60 Batch 92/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.023 Epoch 60 Batch 93/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.021 Epoch 60 Batch 94/538 - Train Accuracy: 0.963, Validation Accuracy: 0.972, Loss: 0.019 Epoch 60 Batch 95/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.021 Epoch 60 Batch 96/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.020 Epoch 60 Batch 97/538 - Train Accuracy: 0.960, Validation Accuracy: 0.972, Loss: 0.018 Epoch 60 Batch 98/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.023 Epoch 60 Batch 99/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.017 Epoch 60 Batch 100/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.014 Epoch 60 Batch 101/538 - Train Accuracy: 0.964, Validation Accuracy: 0.966, Loss: 0.022 Epoch 60 Batch 102/538 - Train Accuracy: 0.963, Validation Accuracy: 0.968, Loss: 0.025 Epoch 60 Batch 103/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.024 Epoch 60 Batch 104/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.018 Epoch 60 Batch 105/538 - Train Accuracy: 0.968, Validation Accuracy: 0.971, Loss: 0.015 Epoch 60 Batch 106/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.014 Epoch 60 Batch 107/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.021 Epoch 60 Batch 108/538 - Train Accuracy: 0.982, Validation Accuracy: 0.968, Loss: 0.022 Epoch 60 Batch 109/538 - Train Accuracy: 0.978, Validation Accuracy: 0.966, Loss: 0.018 Epoch 60 Batch 110/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.017 Epoch 60 Batch 111/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.022 Epoch 60 Batch 112/538 - Train Accuracy: 0.967, Validation Accuracy: 0.971, Loss: 0.022 Epoch 60 Batch 113/538 - Train Accuracy: 0.967, Validation Accuracy: 0.971, Loss: 0.025 Epoch 60 Batch 114/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.019 Epoch 60 Batch 115/538 - Train Accuracy: 0.980, Validation Accuracy: 0.968, Loss: 0.025 Epoch 60 Batch 116/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.024 Epoch 60 Batch 117/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.026 Epoch 60 Batch 118/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.019 Epoch 60 Batch 119/538 - Train Accuracy: 0.983, Validation Accuracy: 0.969, Loss: 0.022 Epoch 60 Batch 120/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.021 Epoch 60 Batch 121/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.026 Epoch 60 Batch 122/538 - Train Accuracy: 0.969, Validation Accuracy: 0.974, Loss: 0.020 Epoch 60 Batch 123/538 - Train Accuracy: 0.962, Validation Accuracy: 0.974, Loss: 0.020 Epoch 60 Batch 124/538 - Train Accuracy: 0.968, Validation Accuracy: 0.974, Loss: 0.016 Epoch 60 Batch 125/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.025 Epoch 60 Batch 126/538 - Train Accuracy: 0.965, Validation Accuracy: 0.972, Loss: 0.024 Epoch 60 Batch 127/538 - Train Accuracy: 0.963, Validation Accuracy: 0.971, Loss: 0.026 Epoch 60 Batch 128/538 - Train Accuracy: 0.967, Validation Accuracy: 0.971, Loss: 0.021 Epoch 60 Batch 129/538 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.014 Epoch 60 Batch 130/538 - Train Accuracy: 0.969, Validation Accuracy: 0.971, Loss: 0.021 Epoch 60 Batch 131/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.019 Epoch 60 Batch 132/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.017 Epoch 60 Batch 133/538 - Train Accuracy: 0.964, Validation Accuracy: 0.968, Loss: 0.018 Epoch 60 Batch 134/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.027 Epoch 60 Batch 135/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.039 Epoch 60 Batch 136/538 - Train Accuracy: 0.968, Validation Accuracy: 0.967, Loss: 0.018 Epoch 60 Batch 137/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.023 Epoch 60 Batch 138/538 - Train Accuracy: 0.964, Validation Accuracy: 0.961, Loss: 0.026 Epoch 60 Batch 139/538 - Train Accuracy: 0.978, Validation Accuracy: 0.963, Loss: 0.021 Epoch 60 Batch 140/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.029 Epoch 60 Batch 141/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.030 Epoch 60 Batch 142/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.020 Epoch 60 Batch 143/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.033 Epoch 60 Batch 144/538 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.027 Epoch 60 Batch 145/538 - Train Accuracy: 0.967, Validation Accuracy: 0.973, Loss: 0.027 Epoch 60 Batch 146/538 - Train Accuracy: 0.974, Validation Accuracy: 0.974, Loss: 0.020 Epoch 60 Batch 147/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.022 Epoch 60 Batch 148/538 - Train Accuracy: 0.962, Validation Accuracy: 0.974, Loss: 0.027 Epoch 60 Batch 149/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.023 Epoch 60 Batch 150/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.017 Epoch 60 Batch 151/538 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.021 Epoch 60 Batch 152/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.021 Epoch 60 Batch 153/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.021 Epoch 60 Batch 154/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.017 Epoch 60 Batch 155/538 - Train Accuracy: 0.979, Validation Accuracy: 0.966, Loss: 0.020 Epoch 60 Batch 156/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.023 Epoch 60 Batch 157/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.018 Epoch 60 Batch 158/538 - Train Accuracy: 0.983, Validation Accuracy: 0.965, Loss: 0.019 Epoch 60 Batch 159/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.022 Epoch 60 Batch 160/538 - Train Accuracy: 0.970, Validation Accuracy: 0.964, Loss: 0.018 Epoch 60 Batch 161/538 - Train Accuracy: 0.967, Validation Accuracy: 0.964, Loss: 0.018 Epoch 60 Batch 162/538 - Train Accuracy: 0.980, Validation Accuracy: 0.963, Loss: 0.019 Epoch 60 Batch 163/538 - Train Accuracy: 0.962, Validation Accuracy: 0.963, Loss: 0.027 Epoch 60 Batch 164/538 - Train Accuracy: 0.981, Validation Accuracy: 0.962, Loss: 0.017 Epoch 60 Batch 165/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.019 Epoch 60 Batch 166/538 - Train Accuracy: 0.981, Validation Accuracy: 0.966, Loss: 0.015 Epoch 60 Batch 167/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.035 Epoch 60 Batch 168/538 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.027 Epoch 60 Batch 169/538 - Train Accuracy: 0.978, Validation Accuracy: 0.959, Loss: 0.015 Epoch 60 Batch 170/538 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.018 Epoch 60 Batch 171/538 - Train Accuracy: 0.961, Validation Accuracy: 0.964, Loss: 0.026 Epoch 60 Batch 172/538 - Train Accuracy: 0.977, Validation Accuracy: 0.964, Loss: 0.019 Epoch 60 Batch 173/538 - Train Accuracy: 0.980, Validation Accuracy: 0.964, Loss: 0.015 Epoch 60 Batch 174/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.022 Epoch 60 Batch 175/538 - Train Accuracy: 0.980, Validation Accuracy: 0.966, Loss: 0.020 Epoch 60 Batch 176/538 - Train Accuracy: 0.976, Validation Accuracy: 0.965, Loss: 0.019 Epoch 60 Batch 177/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.017 Epoch 60 Batch 178/538 - Train Accuracy: 0.977, Validation Accuracy: 0.964, Loss: 0.017 Epoch 60 Batch 179/538 - Train Accuracy: 0.980, Validation Accuracy: 0.966, Loss: 0.021 Epoch 60 Batch 180/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.021 Epoch 60 Batch 181/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.030 Epoch 60 Batch 182/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.014 Epoch 60 Batch 183/538 - Train Accuracy: 0.976, Validation Accuracy: 0.965, Loss: 0.015 Epoch 60 Batch 184/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.019 Epoch 60 Batch 185/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.013 Epoch 60 Batch 186/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.016 Epoch 60 Batch 187/538 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.019 Epoch 60 Batch 188/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.016 Epoch 60 Batch 189/538 - Train Accuracy: 0.977, Validation Accuracy: 0.963, Loss: 0.030 Epoch 60 Batch 190/538 - Train Accuracy: 0.964, Validation Accuracy: 0.961, Loss: 0.027 Epoch 60 Batch 191/538 - Train Accuracy: 0.982, Validation Accuracy: 0.964, Loss: 0.015 Epoch 60 Batch 192/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.016 Epoch 60 Batch 193/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.019 Epoch 60 Batch 194/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.026 Epoch 60 Batch 195/538 - Train Accuracy: 0.978, Validation Accuracy: 0.963, Loss: 0.025 Epoch 60 Batch 196/538 - Train Accuracy: 0.969, Validation Accuracy: 0.962, Loss: 0.021 Epoch 60 Batch 197/538 - Train Accuracy: 0.972, Validation Accuracy: 0.962, Loss: 0.018 Epoch 60 Batch 198/538 - Train Accuracy: 0.974, Validation Accuracy: 0.960, Loss: 0.019 Epoch 60 Batch 199/538 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.026 Epoch 60 Batch 200/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.017 Epoch 60 Batch 201/538 - Train Accuracy: 0.966, Validation Accuracy: 0.961, Loss: 0.026 Epoch 60 Batch 202/538 - Train Accuracy: 0.972, Validation Accuracy: 0.961, Loss: 0.018 Epoch 60 Batch 203/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.024 Epoch 60 Batch 204/538 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.034 Epoch 60 Batch 205/538 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.021 Epoch 60 Batch 206/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.022 Epoch 60 Batch 207/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.024 Epoch 60 Batch 208/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.024 Epoch 60 Batch 209/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.016 Epoch 60 Batch 210/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.024 Epoch 60 Batch 211/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.019 Epoch 60 Batch 212/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.016 Epoch 60 Batch 213/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.023 Epoch 60 Batch 214/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.016 Epoch 60 Batch 215/538 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.019 Epoch 60 Batch 216/538 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.020 Epoch 60 Batch 217/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.027 Epoch 60 Batch 218/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.015 Epoch 60 Batch 219/538 - Train Accuracy: 0.966, Validation Accuracy: 0.968, Loss: 0.019 Epoch 60 Batch 220/538 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.020 Epoch 60 Batch 221/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.017 Epoch 60 Batch 222/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.016 Epoch 60 Batch 223/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.023 Epoch 60 Batch 224/538 - Train Accuracy: 0.963, Validation Accuracy: 0.967, Loss: 0.021 Epoch 60 Batch 225/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.018 Epoch 60 Batch 226/538 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.024 Epoch 60 Batch 227/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.023 Epoch 60 Batch 228/538 - Train Accuracy: 0.959, Validation Accuracy: 0.967, Loss: 0.026 Epoch 60 Batch 229/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.022 Epoch 60 Batch 230/538 - Train Accuracy: 0.960, Validation Accuracy: 0.968, Loss: 0.023 Epoch 60 Batch 231/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.017 Epoch 60 Batch 232/538 - Train Accuracy: 0.968, Validation Accuracy: 0.970, Loss: 0.024 Epoch 60 Batch 233/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.018 Epoch 60 Batch 234/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.021 Epoch 60 Batch 235/538 - Train Accuracy: 0.976, Validation Accuracy: 0.964, Loss: 0.017 Epoch 60 Batch 236/538 - Train Accuracy: 0.971, Validation Accuracy: 0.959, Loss: 0.018 Epoch 60 Batch 237/538 - Train Accuracy: 0.970, Validation Accuracy: 0.961, Loss: 0.015 Epoch 60 Batch 238/538 - Train Accuracy: 0.977, Validation Accuracy: 0.961, Loss: 0.017 Epoch 60 Batch 239/538 - Train Accuracy: 0.967, Validation Accuracy: 0.961, Loss: 0.025 Epoch 60 Batch 240/538 - Train Accuracy: 0.976, Validation Accuracy: 0.961, Loss: 0.019 Epoch 60 Batch 241/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.022 Epoch 60 Batch 242/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.021 Epoch 60 Batch 243/538 - Train Accuracy: 0.976, Validation Accuracy: 0.963, Loss: 0.016 Epoch 60 Batch 244/538 - Train Accuracy: 0.967, Validation Accuracy: 0.962, Loss: 0.016 Epoch 60 Batch 245/538 - Train Accuracy: 0.960, Validation Accuracy: 0.962, Loss: 0.024 Epoch 60 Batch 246/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.017 Epoch 60 Batch 247/538 - Train Accuracy: 0.960, Validation Accuracy: 0.966, Loss: 0.023 Epoch 60 Batch 248/538 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.025 Epoch 60 Batch 249/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.018 Epoch 60 Batch 250/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.021 Epoch 60 Batch 251/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.017 Epoch 60 Batch 252/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.019 Epoch 60 Batch 253/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.014 Epoch 60 Batch 254/538 - Train Accuracy: 0.966, Validation Accuracy: 0.970, Loss: 0.021 Epoch 60 Batch 255/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.023 Epoch 60 Batch 256/538 - Train Accuracy: 0.966, Validation Accuracy: 0.970, Loss: 0.024 Epoch 60 Batch 257/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.018 Epoch 60 Batch 258/538 - Train Accuracy: 0.983, Validation Accuracy: 0.970, Loss: 0.023 Epoch 60 Batch 259/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.013 Epoch 60 Batch 260/538 - Train Accuracy: 0.964, Validation Accuracy: 0.972, Loss: 0.024 Epoch 60 Batch 261/538 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.021 Epoch 60 Batch 262/538 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.024 Epoch 60 Batch 263/538 - Train Accuracy: 0.968, Validation Accuracy: 0.971, Loss: 0.022 Epoch 60 Batch 264/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.023 Epoch 60 Batch 265/538 - Train Accuracy: 0.959, Validation Accuracy: 0.968, Loss: 0.024 Epoch 60 Batch 266/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.019 Epoch 60 Batch 267/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.023 Epoch 60 Batch 268/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.015 Epoch 60 Batch 269/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.023 Epoch 60 Batch 270/538 - Train Accuracy: 0.967, Validation Accuracy: 0.970, Loss: 0.021 Epoch 60 Batch 271/538 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.014 Epoch 60 Batch 272/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.021 Epoch 60 Batch 273/538 - Train Accuracy: 0.970, Validation Accuracy: 0.971, Loss: 0.023 Epoch 60 Batch 274/538 - Train Accuracy: 0.967, Validation Accuracy: 0.968, Loss: 0.015 Epoch 60 Batch 275/538 - Train Accuracy: 0.968, Validation Accuracy: 0.972, Loss: 0.028 Epoch 60 Batch 276/538 - Train Accuracy: 0.963, Validation Accuracy: 0.974, Loss: 0.028 Epoch 60 Batch 277/538 - Train Accuracy: 0.976, Validation Accuracy: 0.977, Loss: 0.016 Epoch 60 Batch 278/538 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.016 Epoch 60 Batch 279/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.017 Epoch 60 Batch 280/538 - Train Accuracy: 0.981, Validation Accuracy: 0.974, Loss: 0.015 Epoch 60 Batch 281/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.025 Epoch 60 Batch 282/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.020 Epoch 60 Batch 283/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.019 Epoch 60 Batch 284/538 - Train Accuracy: 0.968, Validation Accuracy: 0.970, Loss: 0.026 Epoch 60 Batch 285/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.014 Epoch 60 Batch 286/538 - Train Accuracy: 0.966, Validation Accuracy: 0.971, Loss: 0.028 Epoch 60 Batch 287/538 - Train Accuracy: 0.969, Validation Accuracy: 0.974, Loss: 0.017 Epoch 60 Batch 288/538 - Train Accuracy: 0.963, Validation Accuracy: 0.974, Loss: 0.017 Epoch 60 Batch 289/538 - Train Accuracy: 0.981, Validation Accuracy: 0.974, Loss: 0.018 Epoch 60 Batch 290/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.015 Epoch 60 Batch 291/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.022 Epoch 60 Batch 292/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.016 Epoch 60 Batch 293/538 - Train Accuracy: 0.964, Validation Accuracy: 0.973, Loss: 0.018 Epoch 60 Batch 294/538 - Train Accuracy: 0.976, Validation Accuracy: 0.975, Loss: 0.015 Epoch 60 Batch 295/538 - Train Accuracy: 0.984, Validation Accuracy: 0.976, Loss: 0.020 Epoch 60 Batch 296/538 - Train Accuracy: 0.973, Validation Accuracy: 0.976, Loss: 0.028 Epoch 60 Batch 297/538 - Train Accuracy: 0.982, Validation Accuracy: 0.977, Loss: 0.020 Epoch 60 Batch 298/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.017 Epoch 60 Batch 299/538 - Train Accuracy: 0.973, Validation Accuracy: 0.978, Loss: 0.028 Epoch 60 Batch 300/538 - Train Accuracy: 0.983, Validation Accuracy: 0.977, Loss: 0.016 Epoch 60 Batch 301/538 - Train Accuracy: 0.971, Validation Accuracy: 0.975, Loss: 0.024 Epoch 60 Batch 302/538 - Train Accuracy: 0.974, Validation Accuracy: 0.975, Loss: 0.023 Epoch 60 Batch 303/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.022 Epoch 60 Batch 304/538 - Train Accuracy: 0.968, Validation Accuracy: 0.972, Loss: 0.028 Epoch 60 Batch 305/538 - Train Accuracy: 0.974, Validation Accuracy: 0.974, Loss: 0.020 Epoch 60 Batch 306/538 - Train Accuracy: 0.970, Validation Accuracy: 0.975, Loss: 0.023 Epoch 60 Batch 307/538 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.019 Epoch 60 Batch 308/538 - Train Accuracy: 0.977, Validation Accuracy: 0.976, Loss: 0.017 Epoch 60 Batch 309/538 - Train Accuracy: 0.973, Validation Accuracy: 0.976, Loss: 0.016 Epoch 60 Batch 310/538 - Train Accuracy: 0.976, Validation Accuracy: 0.977, Loss: 0.030 Epoch 60 Batch 311/538 - Train Accuracy: 0.970, Validation Accuracy: 0.977, Loss: 0.021 Epoch 60 Batch 312/538 - Train Accuracy: 0.975, Validation Accuracy: 0.975, Loss: 0.015 Epoch 60 Batch 313/538 - Train Accuracy: 0.973, Validation Accuracy: 0.975, Loss: 0.020 Epoch 60 Batch 314/538 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.017 Epoch 60 Batch 315/538 - Train Accuracy: 0.982, Validation Accuracy: 0.974, Loss: 0.016 Epoch 60 Batch 316/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.017 Epoch 60 Batch 317/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.017 Epoch 60 Batch 318/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.023 Epoch 60 Batch 319/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.020 Epoch 60 Batch 320/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.018 Epoch 60 Batch 321/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.017 Epoch 60 Batch 322/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.019 Epoch 60 Batch 323/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.021 Epoch 60 Batch 324/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.018 Epoch 60 Batch 325/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.017 Epoch 60 Batch 326/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.018 Epoch 60 Batch 327/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.026 Epoch 60 Batch 328/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.017 Epoch 60 Batch 329/538 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.023 Epoch 60 Batch 330/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.015 Epoch 60 Batch 331/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.022 Epoch 60 Batch 332/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.020 Epoch 60 Batch 333/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.021 Epoch 60 Batch 334/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.017 Epoch 60 Batch 335/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.017 Epoch 60 Batch 336/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.017 Epoch 60 Batch 337/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.019 Epoch 60 Batch 338/538 - Train Accuracy: 0.979, Validation Accuracy: 0.967, Loss: 0.020 Epoch 60 Batch 339/538 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.018 Epoch 60 Batch 340/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.024 Epoch 60 Batch 341/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.019 Epoch 60 Batch 342/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.021 Epoch 60 Batch 343/538 - Train Accuracy: 0.981, Validation Accuracy: 0.968, Loss: 0.024 Epoch 60 Batch 344/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.017 Epoch 60 Batch 345/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.018 Epoch 60 Batch 346/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.024 Epoch 60 Batch 347/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.019 Epoch 60 Batch 348/538 - Train Accuracy: 0.968, Validation Accuracy: 0.970, Loss: 0.023 Epoch 60 Batch 349/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.018 Epoch 60 Batch 350/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.024 Epoch 60 Batch 351/538 - Train Accuracy: 0.962, Validation Accuracy: 0.967, Loss: 0.025 Epoch 60 Batch 352/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.032 Epoch 60 Batch 353/538 - Train Accuracy: 0.980, Validation Accuracy: 0.967, Loss: 0.024 Epoch 60 Batch 354/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.021 Epoch 60 Batch 355/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.022 Epoch 60 Batch 356/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.017 Epoch 60 Batch 357/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.019 Epoch 60 Batch 358/538 - Train Accuracy: 0.983, Validation Accuracy: 0.969, Loss: 0.016 Epoch 60 Batch 359/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.019 Epoch 60 Batch 360/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.017 Epoch 60 Batch 361/538 - Train Accuracy: 0.979, Validation Accuracy: 0.964, Loss: 0.018 Epoch 60 Batch 362/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.017 Epoch 60 Batch 363/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.022 Epoch 60 Batch 364/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.028 Epoch 60 Batch 365/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.017 Epoch 60 Batch 366/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.019 Epoch 60 Batch 367/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.017 Epoch 60 Batch 368/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.019 Epoch 60 Batch 369/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.020 Epoch 60 Batch 370/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.020 Epoch 60 Batch 371/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.021 Epoch 60 Batch 372/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.022 Epoch 60 Batch 373/538 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.018 Epoch 60 Batch 374/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.019 Epoch 60 Batch 375/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.020 Epoch 60 Batch 376/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.019 Epoch 60 Batch 377/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.023 Epoch 60 Batch 378/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.014 Epoch 60 Batch 379/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.019 Epoch 60 Batch 380/538 - Train Accuracy: 0.984, Validation Accuracy: 0.971, Loss: 0.015 Epoch 60 Batch 381/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.017 Epoch 60 Batch 382/538 - Train Accuracy: 0.967, Validation Accuracy: 0.967, Loss: 0.023 Epoch 60 Batch 383/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.016 Epoch 60 Batch 384/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.019 Epoch 60 Batch 385/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.024 Epoch 60 Batch 386/538 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.016 Epoch 60 Batch 387/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.017 Epoch 60 Batch 388/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.021 Epoch 60 Batch 389/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.021 Epoch 60 Batch 390/538 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.017 Epoch 60 Batch 391/538 - Train Accuracy: 0.968, Validation Accuracy: 0.967, Loss: 0.019 Epoch 60 Batch 392/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.014 Epoch 60 Batch 393/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.021 Epoch 60 Batch 394/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.026 Epoch 60 Batch 395/538 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.022 Epoch 60 Batch 396/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.018 Epoch 60 Batch 397/538 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.020 Epoch 60 Batch 398/538 - Train Accuracy: 0.969, Validation Accuracy: 0.971, Loss: 0.020 Epoch 60 Batch 399/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.017 Epoch 60 Batch 400/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.024 Epoch 60 Batch 401/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.016 Epoch 60 Batch 402/538 - Train Accuracy: 0.984, Validation Accuracy: 0.970, Loss: 0.019 Epoch 60 Batch 403/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.022 Epoch 60 Batch 404/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.026 Epoch 60 Batch 405/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.019 Epoch 60 Batch 406/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.024 Epoch 60 Batch 407/538 - Train Accuracy: 0.978, Validation Accuracy: 0.966, Loss: 0.023 Epoch 60 Batch 408/538 - Train Accuracy: 0.965, Validation Accuracy: 0.966, Loss: 0.021 Epoch 60 Batch 409/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.019 Epoch 60 Batch 410/538 - Train Accuracy: 0.978, Validation Accuracy: 0.966, Loss: 0.021 Epoch 60 Batch 411/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.022 Epoch 60 Batch 412/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.015 Epoch 60 Batch 413/538 - Train Accuracy: 0.978, Validation Accuracy: 0.966, Loss: 0.016 Epoch 60 Batch 414/538 - Train Accuracy: 0.965, Validation Accuracy: 0.966, Loss: 0.028 Epoch 60 Batch 415/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.014 Epoch 60 Batch 416/538 - Train Accuracy: 0.978, Validation Accuracy: 0.966, Loss: 0.019 Epoch 60 Batch 417/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.017 Epoch 60 Batch 418/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.028 Epoch 60 Batch 419/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.020 Epoch 60 Batch 420/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.020 Epoch 60 Batch 421/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.017 Epoch 60 Batch 422/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.016 Epoch 60 Batch 423/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.025 Epoch 60 Batch 424/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.021 Epoch 60 Batch 425/538 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.030 Epoch 60 Batch 426/538 - Train Accuracy: 0.981, Validation Accuracy: 0.968, Loss: 0.020 Epoch 60 Batch 427/538 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.020 Epoch 60 Batch 428/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.020 Epoch 60 Batch 429/538 - Train Accuracy: 0.981, Validation Accuracy: 0.974, Loss: 0.022 Epoch 60 Batch 430/538 - Train Accuracy: 0.974, Validation Accuracy: 0.974, Loss: 0.021 Epoch 60 Batch 431/538 - Train Accuracy: 0.968, Validation Accuracy: 0.973, Loss: 0.020 Epoch 60 Batch 432/538 - Train Accuracy: 0.967, Validation Accuracy: 0.973, Loss: 0.022 Epoch 60 Batch 433/538 - Train Accuracy: 0.964, Validation Accuracy: 0.971, Loss: 0.035 Epoch 60 Batch 434/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.018 Epoch 60 Batch 435/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.024 Epoch 60 Batch 436/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.018 Epoch 60 Batch 437/538 - Train Accuracy: 0.983, Validation Accuracy: 0.965, Loss: 0.016 Epoch 60 Batch 438/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.019 Epoch 60 Batch 439/538 - Train Accuracy: 0.980, Validation Accuracy: 0.964, Loss: 0.023 Epoch 60 Batch 440/538 - Train Accuracy: 0.976, Validation Accuracy: 0.964, Loss: 0.017 Epoch 60 Batch 441/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.023 Epoch 60 Batch 442/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.019 Epoch 60 Batch 443/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.020 Epoch 60 Batch 444/538 - Train Accuracy: 0.978, Validation Accuracy: 0.967, Loss: 0.020 Epoch 60 Batch 445/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.021 Epoch 60 Batch 446/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.020 Epoch 60 Batch 447/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.014 Epoch 60 Batch 448/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.014 Epoch 60 Batch 449/538 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.024 Epoch 60 Batch 450/538 - Train Accuracy: 0.962, Validation Accuracy: 0.968, Loss: 0.029 Epoch 60 Batch 451/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.020 Epoch 60 Batch 452/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.026 Epoch 60 Batch 453/538 - Train Accuracy: 0.963, Validation Accuracy: 0.968, Loss: 0.022 Epoch 60 Batch 454/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.025 Epoch 60 Batch 455/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.023 Epoch 60 Batch 456/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.037 Epoch 60 Batch 457/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.015 Epoch 60 Batch 458/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.018 Epoch 60 Batch 459/538 - Train Accuracy: 0.982, Validation Accuracy: 0.968, Loss: 0.016 Epoch 60 Batch 460/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.022 Epoch 60 Batch 461/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.025 Epoch 60 Batch 462/538 - Train Accuracy: 0.972, Validation Accuracy: 0.977, Loss: 0.024 Epoch 60 Batch 463/538 - Train Accuracy: 0.965, Validation Accuracy: 0.977, Loss: 0.023 Epoch 60 Batch 464/538 - Train Accuracy: 0.987, Validation Accuracy: 0.974, Loss: 0.014 Epoch 60 Batch 465/538 - Train Accuracy: 0.971, Validation Accuracy: 0.974, Loss: 0.019 Epoch 60 Batch 466/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.023 Epoch 60 Batch 467/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.020 Epoch 60 Batch 468/538 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.028 Epoch 60 Batch 469/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.021 Epoch 60 Batch 470/538 - Train Accuracy: 0.961, Validation Accuracy: 0.969, Loss: 0.021 Epoch 60 Batch 471/538 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.017 Epoch 60 Batch 472/538 - Train Accuracy: 0.982, Validation Accuracy: 0.969, Loss: 0.015 Epoch 60 Batch 473/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.019 Epoch 60 Batch 474/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.016 Epoch 60 Batch 475/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.018 Epoch 60 Batch 476/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.018 Epoch 60 Batch 477/538 - Train Accuracy: 0.967, Validation Accuracy: 0.967, Loss: 0.023 Epoch 60 Batch 478/538 - Train Accuracy: 0.982, Validation Accuracy: 0.970, Loss: 0.019 Epoch 60 Batch 479/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.019 Epoch 60 Batch 480/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.020 Epoch 60 Batch 481/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.023 Epoch 60 Batch 482/538 - Train Accuracy: 0.965, Validation Accuracy: 0.972, Loss: 0.021 Epoch 60 Batch 483/538 - Train Accuracy: 0.968, Validation Accuracy: 0.972, Loss: 0.025 Epoch 60 Batch 484/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.025 Epoch 60 Batch 485/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.024 Epoch 60 Batch 486/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.013 Epoch 60 Batch 487/538 - Train Accuracy: 0.982, Validation Accuracy: 0.971, Loss: 0.021 Epoch 60 Batch 488/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.018 Epoch 60 Batch 489/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.019 Epoch 60 Batch 490/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.023 Epoch 60 Batch 491/538 - Train Accuracy: 0.977, Validation Accuracy: 0.975, Loss: 0.019 Epoch 60 Batch 492/538 - Train Accuracy: 0.974, Validation Accuracy: 0.974, Loss: 0.019 Epoch 60 Batch 493/538 - Train Accuracy: 0.964, Validation Accuracy: 0.976, Loss: 0.021 Epoch 60 Batch 494/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.023 Epoch 60 Batch 495/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.020 Epoch 60 Batch 496/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.017 Epoch 60 Batch 497/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.023 Epoch 60 Batch 498/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.016 Epoch 60 Batch 499/538 - Train Accuracy: 0.967, Validation Accuracy: 0.968, Loss: 0.021 Epoch 60 Batch 500/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.018 Epoch 60 Batch 501/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.022 Epoch 60 Batch 502/538 - Train Accuracy: 0.968, Validation Accuracy: 0.970, Loss: 0.017 Epoch 60 Batch 503/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.023 Epoch 60 Batch 504/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.018 Epoch 60 Batch 505/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.017 Epoch 60 Batch 506/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.015 Epoch 60 Batch 507/538 - Train Accuracy: 0.965, Validation Accuracy: 0.970, Loss: 0.021 Epoch 60 Batch 508/538 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.024 Epoch 60 Batch 509/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.024 Epoch 60 Batch 510/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.018 Epoch 60 Batch 511/538 - Train Accuracy: 0.971, Validation Accuracy: 0.976, Loss: 0.025 Epoch 60 Batch 512/538 - Train Accuracy: 0.976, Validation Accuracy: 0.976, Loss: 0.022 Epoch 60 Batch 513/538 - Train Accuracy: 0.974, Validation Accuracy: 0.974, Loss: 0.018 Epoch 60 Batch 514/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.017 Epoch 60 Batch 515/538 - Train Accuracy: 0.964, Validation Accuracy: 0.974, Loss: 0.027 Epoch 60 Batch 516/538 - Train Accuracy: 0.970, Validation Accuracy: 0.973, Loss: 0.022 Epoch 60 Batch 517/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.023 Epoch 60 Batch 518/538 - Train Accuracy: 0.965, Validation Accuracy: 0.971, Loss: 0.028 Epoch 60 Batch 519/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.017 Epoch 60 Batch 520/538 - Train Accuracy: 0.970, Validation Accuracy: 0.964, Loss: 0.020 Epoch 60 Batch 521/538 - Train Accuracy: 0.976, Validation Accuracy: 0.961, Loss: 0.028 Epoch 60 Batch 522/538 - Train Accuracy: 0.974, Validation Accuracy: 0.961, Loss: 0.018 Epoch 60 Batch 523/538 - Train Accuracy: 0.970, Validation Accuracy: 0.964, Loss: 0.023 Epoch 60 Batch 524/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.022 Epoch 60 Batch 525/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.025 Epoch 60 Batch 526/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.024 Epoch 60 Batch 527/538 - Train Accuracy: 0.983, Validation Accuracy: 0.968, Loss: 0.021 Epoch 60 Batch 528/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.021 Epoch 60 Batch 529/538 - Train Accuracy: 0.966, Validation Accuracy: 0.971, Loss: 0.020 Epoch 60 Batch 530/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.021 Epoch 60 Batch 531/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.023 Epoch 60 Batch 532/538 - Train Accuracy: 0.968, Validation Accuracy: 0.970, Loss: 0.017 Epoch 60 Batch 533/538 - Train Accuracy: 0.970, Validation Accuracy: 0.973, Loss: 0.020 Epoch 60 Batch 534/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.015 Epoch 60 Batch 535/538 - Train Accuracy: 0.968, Validation Accuracy: 0.970, Loss: 0.024 Epoch 60 Batch 536/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.023 Epoch 61 Batch 0/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.018 Epoch 61 Batch 1/538 - Train Accuracy: 0.982, Validation Accuracy: 0.973, Loss: 0.026 Epoch 61 Batch 2/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.023 Epoch 61 Batch 3/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.019 Epoch 61 Batch 4/538 - Train Accuracy: 0.982, Validation Accuracy: 0.969, Loss: 0.017 Epoch 61 Batch 5/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.026 Epoch 61 Batch 6/538 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.016 Epoch 61 Batch 7/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.021 Epoch 61 Batch 8/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.021 Epoch 61 Batch 9/538 - Train Accuracy: 0.975, Validation Accuracy: 0.962, Loss: 0.014 Epoch 61 Batch 10/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.023 Epoch 61 Batch 11/538 - Train Accuracy: 0.973, Validation Accuracy: 0.963, Loss: 0.021 Epoch 61 Batch 12/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.018 Epoch 61 Batch 13/538 - Train Accuracy: 0.970, Validation Accuracy: 0.961, Loss: 0.019 Epoch 61 Batch 14/538 - Train Accuracy: 0.971, Validation Accuracy: 0.961, Loss: 0.020 Epoch 61 Batch 15/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.021 Epoch 61 Batch 16/538 - Train Accuracy: 0.977, Validation Accuracy: 0.963, Loss: 0.029 Epoch 61 Batch 17/538 - Train Accuracy: 0.975, Validation Accuracy: 0.961, Loss: 0.028 Epoch 61 Batch 18/538 - Train Accuracy: 0.974, Validation Accuracy: 0.961, Loss: 0.027 Epoch 61 Batch 19/538 - Train Accuracy: 0.975, Validation Accuracy: 0.961, Loss: 0.022 Epoch 61 Batch 20/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.027 Epoch 61 Batch 21/538 - Train Accuracy: 0.978, Validation Accuracy: 0.964, Loss: 0.014 Epoch 61 Batch 22/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.027 Epoch 61 Batch 23/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.026 Epoch 61 Batch 24/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.030 Epoch 61 Batch 25/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.020 Epoch 61 Batch 26/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.030 Epoch 61 Batch 27/538 - Train Accuracy: 0.984, Validation Accuracy: 0.966, Loss: 0.014 Epoch 61 Batch 28/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.016 Epoch 61 Batch 29/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.016 Epoch 61 Batch 30/538 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.024 Epoch 61 Batch 31/538 - Train Accuracy: 0.978, Validation Accuracy: 0.960, Loss: 0.017 Epoch 61 Batch 32/538 - Train Accuracy: 0.973, Validation Accuracy: 0.960, Loss: 0.017 Epoch 61 Batch 33/538 - Train Accuracy: 0.966, Validation Accuracy: 0.957, Loss: 0.023 Epoch 61 Batch 34/538 - Train Accuracy: 0.964, Validation Accuracy: 0.959, Loss: 0.030 Epoch 61 Batch 35/538 - Train Accuracy: 0.969, Validation Accuracy: 0.959, Loss: 0.018 Epoch 61 Batch 36/538 - Train Accuracy: 0.974, Validation Accuracy: 0.961, Loss: 0.025 Epoch 61 Batch 37/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.030 Epoch 61 Batch 38/538 - Train Accuracy: 0.975, Validation Accuracy: 0.961, Loss: 0.019 Epoch 61 Batch 39/538 - Train Accuracy: 0.979, Validation Accuracy: 0.961, Loss: 0.018 Epoch 61 Batch 40/538 - Train Accuracy: 0.977, Validation Accuracy: 0.963, Loss: 0.017 Epoch 61 Batch 41/538 - Train Accuracy: 0.975, Validation Accuracy: 0.965, Loss: 0.015 Epoch 61 Batch 42/538 - Train Accuracy: 0.979, Validation Accuracy: 0.963, Loss: 0.016 Epoch 61 Batch 43/538 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.026 Epoch 61 Batch 44/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.018 Epoch 61 Batch 45/538 - Train Accuracy: 0.967, Validation Accuracy: 0.960, Loss: 0.021 Epoch 61 Batch 46/538 - Train Accuracy: 0.979, Validation Accuracy: 0.965, Loss: 0.016 Epoch 61 Batch 47/538 - Train Accuracy: 0.976, Validation Accuracy: 0.965, Loss: 0.022 Epoch 61 Batch 48/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.027 Epoch 61 Batch 49/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.021 Epoch 61 Batch 50/538 - Train Accuracy: 0.976, Validation Accuracy: 0.961, Loss: 0.016 Epoch 61 Batch 51/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.029 Epoch 61 Batch 52/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.020 Epoch 61 Batch 53/538 - Train Accuracy: 0.961, Validation Accuracy: 0.966, Loss: 0.023 Epoch 61 Batch 54/538 - Train Accuracy: 0.976, Validation Accuracy: 0.965, Loss: 0.015 Epoch 61 Batch 55/538 - Train Accuracy: 0.967, Validation Accuracy: 0.965, Loss: 0.021 Epoch 61 Batch 56/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.021 Epoch 61 Batch 57/538 - Train Accuracy: 0.962, Validation Accuracy: 0.963, Loss: 0.021 Epoch 61 Batch 58/538 - Train Accuracy: 0.974, Validation Accuracy: 0.963, Loss: 0.015 Epoch 61 Batch 59/538 - Train Accuracy: 0.975, Validation Accuracy: 0.965, Loss: 0.020 Epoch 61 Batch 60/538 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.022 Epoch 61 Batch 61/538 - Train Accuracy: 0.967, Validation Accuracy: 0.967, Loss: 0.021 Epoch 61 Batch 62/538 - Train Accuracy: 0.968, Validation Accuracy: 0.967, Loss: 0.024 Epoch 61 Batch 63/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.016 Epoch 61 Batch 64/538 - Train Accuracy: 0.968, Validation Accuracy: 0.970, Loss: 0.021 Epoch 61 Batch 65/538 - Train Accuracy: 0.965, Validation Accuracy: 0.972, Loss: 0.019 Epoch 61 Batch 66/538 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.015 Epoch 61 Batch 67/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.015 Epoch 61 Batch 68/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.018 Epoch 61 Batch 69/538 - Train Accuracy: 0.974, Validation Accuracy: 0.975, Loss: 0.019 Epoch 61 Batch 70/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.019 Epoch 61 Batch 71/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.026 Epoch 61 Batch 72/538 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.043 Epoch 61 Batch 73/538 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.023 Epoch 61 Batch 74/538 - Train Accuracy: 0.984, Validation Accuracy: 0.972, Loss: 0.020 Epoch 61 Batch 75/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.019 Epoch 61 Batch 76/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.019 Epoch 61 Batch 77/538 - Train Accuracy: 0.961, Validation Accuracy: 0.970, Loss: 0.020 Epoch 61 Batch 78/538 - Train Accuracy: 0.968, Validation Accuracy: 0.970, Loss: 0.020 Epoch 61 Batch 79/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.019 Epoch 61 Batch 80/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.023 Epoch 61 Batch 81/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.023 Epoch 61 Batch 82/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.018 Epoch 61 Batch 83/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.020 Epoch 61 Batch 84/538 - Train Accuracy: 0.964, Validation Accuracy: 0.968, Loss: 0.021 Epoch 61 Batch 85/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.020 Epoch 61 Batch 86/538 - Train Accuracy: 0.984, Validation Accuracy: 0.968, Loss: 0.018 Epoch 61 Batch 87/538 - Train Accuracy: 0.959, Validation Accuracy: 0.970, Loss: 0.020 Epoch 61 Batch 88/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.019 Epoch 61 Batch 89/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.018 Epoch 61 Batch 90/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.020 Epoch 61 Batch 91/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.025 Epoch 61 Batch 92/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.025 Epoch 61 Batch 93/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.020 Epoch 61 Batch 94/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.016 Epoch 61 Batch 95/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.016 Epoch 61 Batch 96/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.020 Epoch 61 Batch 97/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.018 Epoch 61 Batch 98/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.021 Epoch 61 Batch 99/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.017 Epoch 61 Batch 100/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.016 Epoch 61 Batch 101/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.024 Epoch 61 Batch 102/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.023 Epoch 61 Batch 103/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.020 Epoch 61 Batch 104/538 - Train Accuracy: 0.984, Validation Accuracy: 0.972, Loss: 0.015 Epoch 61 Batch 105/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.017 Epoch 61 Batch 106/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.015 Epoch 61 Batch 107/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.025 Epoch 61 Batch 108/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.021 Epoch 61 Batch 109/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.016 Epoch 61 Batch 110/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.018 Epoch 61 Batch 111/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.018 Epoch 61 Batch 112/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.029 Epoch 61 Batch 113/538 - Train Accuracy: 0.959, Validation Accuracy: 0.971, Loss: 0.020 Epoch 61 Batch 114/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.017 Epoch 61 Batch 115/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.024 Epoch 61 Batch 116/538 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.029 Epoch 61 Batch 117/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.022 Epoch 61 Batch 118/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.016 Epoch 61 Batch 119/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.016 Epoch 61 Batch 120/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.015 Epoch 61 Batch 121/538 - Train Accuracy: 0.970, Validation Accuracy: 0.975, Loss: 0.024 Epoch 61 Batch 122/538 - Train Accuracy: 0.969, Validation Accuracy: 0.975, Loss: 0.023 Epoch 61 Batch 123/538 - Train Accuracy: 0.966, Validation Accuracy: 0.975, Loss: 0.022 Epoch 61 Batch 124/538 - Train Accuracy: 0.967, Validation Accuracy: 0.975, Loss: 0.019 Epoch 61 Batch 125/538 - Train Accuracy: 0.970, Validation Accuracy: 0.975, Loss: 0.027 Epoch 61 Batch 126/538 - Train Accuracy: 0.968, Validation Accuracy: 0.975, Loss: 0.020 Epoch 61 Batch 127/538 - Train Accuracy: 0.966, Validation Accuracy: 0.975, Loss: 0.028 Epoch 61 Batch 128/538 - Train Accuracy: 0.971, Validation Accuracy: 0.976, Loss: 0.017 Epoch 61 Batch 129/538 - Train Accuracy: 0.981, Validation Accuracy: 0.976, Loss: 0.012 Epoch 61 Batch 130/538 - Train Accuracy: 0.976, Validation Accuracy: 0.976, Loss: 0.016 Epoch 61 Batch 131/538 - Train Accuracy: 0.982, Validation Accuracy: 0.976, Loss: 0.016 Epoch 61 Batch 132/538 - Train Accuracy: 0.971, Validation Accuracy: 0.975, Loss: 0.020 Epoch 61 Batch 133/538 - Train Accuracy: 0.969, Validation Accuracy: 0.975, Loss: 0.019 Epoch 61 Batch 134/538 - Train Accuracy: 0.973, Validation Accuracy: 0.975, Loss: 0.024 Epoch 61 Batch 135/538 - Train Accuracy: 0.967, Validation Accuracy: 0.975, Loss: 0.035 Epoch 61 Batch 136/538 - Train Accuracy: 0.969, Validation Accuracy: 0.975, Loss: 0.020 Epoch 61 Batch 137/538 - Train Accuracy: 0.973, Validation Accuracy: 0.975, Loss: 0.024 Epoch 61 Batch 138/538 - Train Accuracy: 0.973, Validation Accuracy: 0.977, Loss: 0.024 Epoch 61 Batch 139/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.026 Epoch 61 Batch 140/538 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.028 Epoch 61 Batch 141/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.027 Epoch 61 Batch 142/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.018 Epoch 61 Batch 143/538 - Train Accuracy: 0.973, Validation Accuracy: 0.975, Loss: 0.026 Epoch 61 Batch 144/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.026 Epoch 61 Batch 145/538 - Train Accuracy: 0.962, Validation Accuracy: 0.974, Loss: 0.030 Epoch 61 Batch 146/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.014 Epoch 61 Batch 147/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.021 Epoch 61 Batch 148/538 - Train Accuracy: 0.961, Validation Accuracy: 0.976, Loss: 0.026 Epoch 61 Batch 149/538 - Train Accuracy: 0.973, Validation Accuracy: 0.976, Loss: 0.019 Epoch 61 Batch 150/538 - Train Accuracy: 0.974, Validation Accuracy: 0.975, Loss: 0.022 Epoch 61 Batch 151/538 - Train Accuracy: 0.967, Validation Accuracy: 0.978, Loss: 0.021 Epoch 61 Batch 152/538 - Train Accuracy: 0.970, Validation Accuracy: 0.978, Loss: 0.024 Epoch 61 Batch 153/538 - Train Accuracy: 0.972, Validation Accuracy: 0.976, Loss: 0.018 Epoch 61 Batch 154/538 - Train Accuracy: 0.969, Validation Accuracy: 0.976, Loss: 0.015 Epoch 61 Batch 155/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.023 Epoch 61 Batch 156/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.020 Epoch 61 Batch 157/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.017 Epoch 61 Batch 158/538 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.018 Epoch 61 Batch 159/538 - Train Accuracy: 0.961, Validation Accuracy: 0.973, Loss: 0.024 Epoch 61 Batch 160/538 - Train Accuracy: 0.964, Validation Accuracy: 0.975, Loss: 0.015 Epoch 61 Batch 161/538 - Train Accuracy: 0.966, Validation Accuracy: 0.974, Loss: 0.021 Epoch 61 Batch 162/538 - Train Accuracy: 0.979, Validation Accuracy: 0.976, Loss: 0.022 Epoch 61 Batch 163/538 - Train Accuracy: 0.972, Validation Accuracy: 0.976, Loss: 0.027 Epoch 61 Batch 164/538 - Train Accuracy: 0.976, Validation Accuracy: 0.975, Loss: 0.017 Epoch 61 Batch 165/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.014 Epoch 61 Batch 166/538 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.017 Epoch 61 Batch 167/538 - Train Accuracy: 0.982, Validation Accuracy: 0.975, Loss: 0.033 Epoch 61 Batch 168/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.022 Epoch 61 Batch 169/538 - Train Accuracy: 0.982, Validation Accuracy: 0.973, Loss: 0.017 Epoch 61 Batch 170/538 - Train Accuracy: 0.969, Validation Accuracy: 0.975, Loss: 0.022 Epoch 61 Batch 171/538 - Train Accuracy: 0.965, Validation Accuracy: 0.975, Loss: 0.024 Epoch 61 Batch 172/538 - Train Accuracy: 0.978, Validation Accuracy: 0.977, Loss: 0.016 Epoch 61 Batch 173/538 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.018 Epoch 61 Batch 174/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.018 Epoch 61 Batch 175/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.019 Epoch 61 Batch 176/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.024 Epoch 61 Batch 177/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.021 Epoch 61 Batch 178/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.021 Epoch 61 Batch 179/538 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.021 Epoch 61 Batch 180/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.024 Epoch 61 Batch 181/538 - Train Accuracy: 0.963, Validation Accuracy: 0.969, Loss: 0.026 Epoch 61 Batch 182/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.018 Epoch 61 Batch 183/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.020 Epoch 61 Batch 184/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.018 Epoch 61 Batch 185/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.017 Epoch 61 Batch 186/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.018 Epoch 61 Batch 187/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.021 Epoch 61 Batch 188/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.022 Epoch 61 Batch 189/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.024 Epoch 61 Batch 190/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.025 Epoch 61 Batch 191/538 - Train Accuracy: 0.982, Validation Accuracy: 0.970, Loss: 0.016 Epoch 61 Batch 192/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.018 Epoch 61 Batch 193/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.019 Epoch 61 Batch 194/538 - Train Accuracy: 0.964, Validation Accuracy: 0.968, Loss: 0.025 Epoch 61 Batch 195/538 - Train Accuracy: 0.979, Validation Accuracy: 0.966, Loss: 0.038 Epoch 61 Batch 196/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.017 Epoch 61 Batch 197/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.019 Epoch 61 Batch 198/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.025 Epoch 61 Batch 199/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.018 Epoch 61 Batch 200/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.019 Epoch 61 Batch 201/538 - Train Accuracy: 0.966, Validation Accuracy: 0.970, Loss: 0.026 Epoch 61 Batch 202/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.021 Epoch 61 Batch 203/538 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.023 Epoch 61 Batch 204/538 - Train Accuracy: 0.965, Validation Accuracy: 0.966, Loss: 0.034 Epoch 61 Batch 205/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.021 Epoch 61 Batch 206/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.022 Epoch 61 Batch 207/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.022 Epoch 61 Batch 208/538 - Train Accuracy: 0.970, Validation Accuracy: 0.964, Loss: 0.024 Epoch 61 Batch 209/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.025 Epoch 61 Batch 210/538 - Train Accuracy: 0.978, Validation Accuracy: 0.967, Loss: 0.030 Epoch 61 Batch 211/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.024 Epoch 61 Batch 212/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.021 Epoch 61 Batch 213/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.021 Epoch 61 Batch 214/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.018 Epoch 61 Batch 215/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.018 Epoch 61 Batch 216/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.018 Epoch 61 Batch 217/538 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.023 Epoch 61 Batch 218/538 - Train Accuracy: 0.976, Validation Accuracy: 0.965, Loss: 0.024 Epoch 61 Batch 219/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.023 Epoch 61 Batch 220/538 - Train Accuracy: 0.966, Validation Accuracy: 0.961, Loss: 0.025 Epoch 61 Batch 221/538 - Train Accuracy: 0.979, Validation Accuracy: 0.961, Loss: 0.016 Epoch 61 Batch 222/538 - Train Accuracy: 0.981, Validation Accuracy: 0.961, Loss: 0.018 Epoch 61 Batch 223/538 - Train Accuracy: 0.978, Validation Accuracy: 0.961, Loss: 0.020 Epoch 61 Batch 224/538 - Train Accuracy: 0.961, Validation Accuracy: 0.962, Loss: 0.029 Epoch 61 Batch 225/538 - Train Accuracy: 0.974, Validation Accuracy: 0.962, Loss: 0.020 Epoch 61 Batch 226/538 - Train Accuracy: 0.972, Validation Accuracy: 0.962, Loss: 0.025 Epoch 61 Batch 227/538 - Train Accuracy: 0.967, Validation Accuracy: 0.965, Loss: 0.022 Epoch 61 Batch 228/538 - Train Accuracy: 0.964, Validation Accuracy: 0.965, Loss: 0.021 Epoch 61 Batch 229/538 - Train Accuracy: 0.975, Validation Accuracy: 0.965, Loss: 0.027 Epoch 61 Batch 230/538 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.019 Epoch 61 Batch 231/538 - Train Accuracy: 0.970, Validation Accuracy: 0.961, Loss: 0.025 Epoch 61 Batch 232/538 - Train Accuracy: 0.971, Validation Accuracy: 0.961, Loss: 0.021 Epoch 61 Batch 233/538 - Train Accuracy: 0.973, Validation Accuracy: 0.958, Loss: 0.019 Epoch 61 Batch 234/538 - Train Accuracy: 0.976, Validation Accuracy: 0.960, Loss: 0.016 Epoch 61 Batch 235/538 - Train Accuracy: 0.969, Validation Accuracy: 0.957, Loss: 0.018 Epoch 61 Batch 236/538 - Train Accuracy: 0.969, Validation Accuracy: 0.960, Loss: 0.021 Epoch 61 Batch 237/538 - Train Accuracy: 0.966, Validation Accuracy: 0.959, Loss: 0.016 Epoch 61 Batch 238/538 - Train Accuracy: 0.979, Validation Accuracy: 0.961, Loss: 0.024 Epoch 61 Batch 239/538 - Train Accuracy: 0.970, Validation Accuracy: 0.959, Loss: 0.019 Epoch 61 Batch 240/538 - Train Accuracy: 0.973, Validation Accuracy: 0.963, Loss: 0.019 Epoch 61 Batch 241/538 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.026 Epoch 61 Batch 242/538 - Train Accuracy: 0.973, Validation Accuracy: 0.962, Loss: 0.022 Epoch 61 Batch 243/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.015 Epoch 61 Batch 244/538 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.017 Epoch 61 Batch 245/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.026 Epoch 61 Batch 246/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.016 Epoch 61 Batch 247/538 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.026 Epoch 61 Batch 248/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.020 Epoch 61 Batch 249/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.017 Epoch 61 Batch 250/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.024 Epoch 61 Batch 251/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.017 Epoch 61 Batch 252/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.020 Epoch 61 Batch 253/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.016 Epoch 61 Batch 254/538 - Train Accuracy: 0.968, Validation Accuracy: 0.973, Loss: 0.028 Epoch 61 Batch 255/538 - Train Accuracy: 0.986, Validation Accuracy: 0.974, Loss: 0.020 Epoch 61 Batch 256/538 - Train Accuracy: 0.971, Validation Accuracy: 0.974, Loss: 0.021 Epoch 61 Batch 257/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.018 Epoch 61 Batch 258/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.022 Epoch 61 Batch 259/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.016 Epoch 61 Batch 260/538 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.023 Epoch 61 Batch 261/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.024 Epoch 61 Batch 262/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.021 Epoch 61 Batch 263/538 - Train Accuracy: 0.959, Validation Accuracy: 0.973, Loss: 0.021 Epoch 61 Batch 264/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.020 Epoch 61 Batch 265/538 - Train Accuracy: 0.960, Validation Accuracy: 0.971, Loss: 0.024 Epoch 61 Batch 266/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.022 Epoch 61 Batch 267/538 - Train Accuracy: 0.967, Validation Accuracy: 0.974, Loss: 0.021 Epoch 61 Batch 268/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.016 Epoch 61 Batch 269/538 - Train Accuracy: 0.973, Validation Accuracy: 0.976, Loss: 0.015 Epoch 61 Batch 270/538 - Train Accuracy: 0.970, Validation Accuracy: 0.976, Loss: 0.018 Epoch 61 Batch 271/538 - Train Accuracy: 0.979, Validation Accuracy: 0.977, Loss: 0.019 Epoch 61 Batch 272/538 - Train Accuracy: 0.979, Validation Accuracy: 0.977, Loss: 0.024 Epoch 61 Batch 273/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.020 Epoch 61 Batch 274/538 - Train Accuracy: 0.966, Validation Accuracy: 0.974, Loss: 0.020 Epoch 61 Batch 275/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.024 Epoch 61 Batch 276/538 - Train Accuracy: 0.962, Validation Accuracy: 0.970, Loss: 0.029 Epoch 61 Batch 277/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.015 Epoch 61 Batch 278/538 - Train Accuracy: 0.971, Validation Accuracy: 0.977, Loss: 0.020 Epoch 61 Batch 279/538 - Train Accuracy: 0.973, Validation Accuracy: 0.977, Loss: 0.020 Epoch 61 Batch 280/538 - Train Accuracy: 0.983, Validation Accuracy: 0.974, Loss: 0.017 Epoch 61 Batch 281/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.021 Epoch 61 Batch 282/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.020 Epoch 61 Batch 283/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.021 Epoch 61 Batch 284/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.026 Epoch 61 Batch 285/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.021 Epoch 61 Batch 286/538 - Train Accuracy: 0.961, Validation Accuracy: 0.969, Loss: 0.025 Epoch 61 Batch 287/538 - Train Accuracy: 0.975, Validation Accuracy: 0.976, Loss: 0.023 Epoch 61 Batch 288/538 - Train Accuracy: 0.965, Validation Accuracy: 0.976, Loss: 0.023 Epoch 61 Batch 289/538 - Train Accuracy: 0.978, Validation Accuracy: 0.976, Loss: 0.015 Epoch 61 Batch 290/538 - Train Accuracy: 0.978, Validation Accuracy: 0.976, Loss: 0.015 Epoch 61 Batch 291/538 - Train Accuracy: 0.975, Validation Accuracy: 0.976, Loss: 0.021 Epoch 61 Batch 292/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.013 Epoch 61 Batch 293/538 - Train Accuracy: 0.961, Validation Accuracy: 0.973, Loss: 0.022 Epoch 61 Batch 294/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.019 Epoch 61 Batch 295/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.018 Epoch 61 Batch 296/538 - Train Accuracy: 0.970, Validation Accuracy: 0.973, Loss: 0.027 Epoch 61 Batch 297/538 - Train Accuracy: 0.978, Validation Accuracy: 0.976, Loss: 0.020 Epoch 61 Batch 298/538 - Train Accuracy: 0.972, Validation Accuracy: 0.976, Loss: 0.020 Epoch 61 Batch 299/538 - Train Accuracy: 0.973, Validation Accuracy: 0.977, Loss: 0.025 Epoch 61 Batch 300/538 - Train Accuracy: 0.980, Validation Accuracy: 0.976, Loss: 0.018 Epoch 61 Batch 301/538 - Train Accuracy: 0.965, Validation Accuracy: 0.974, Loss: 0.026 Epoch 61 Batch 302/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.027 Epoch 61 Batch 303/538 - Train Accuracy: 0.983, Validation Accuracy: 0.971, Loss: 0.021 Epoch 61 Batch 304/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.025 Epoch 61 Batch 305/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.020 Epoch 61 Batch 306/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.020 Epoch 61 Batch 307/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.019 Epoch 61 Batch 308/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.020 Epoch 61 Batch 309/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.022 Epoch 61 Batch 310/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.021 Epoch 61 Batch 311/538 - Train Accuracy: 0.969, Validation Accuracy: 0.977, Loss: 0.024 Epoch 61 Batch 312/538 - Train Accuracy: 0.969, Validation Accuracy: 0.977, Loss: 0.016 Epoch 61 Batch 313/538 - Train Accuracy: 0.971, Validation Accuracy: 0.979, Loss: 0.024 Epoch 61 Batch 314/538 - Train Accuracy: 0.981, Validation Accuracy: 0.975, Loss: 0.022 Epoch 61 Batch 315/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.021 Epoch 61 Batch 316/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.018 Epoch 61 Batch 317/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.020 Epoch 61 Batch 318/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.024 Epoch 61 Batch 319/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.020 Epoch 61 Batch 320/538 - Train Accuracy: 0.976, Validation Accuracy: 0.975, Loss: 0.021 Epoch 61 Batch 321/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.018 Epoch 61 Batch 322/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.022 Epoch 61 Batch 323/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.018 Epoch 61 Batch 324/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.017 Epoch 61 Batch 325/538 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.018 Epoch 61 Batch 326/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.018 Epoch 61 Batch 327/538 - Train Accuracy: 0.969, Validation Accuracy: 0.975, Loss: 0.021 Epoch 61 Batch 328/538 - Train Accuracy: 0.976, Validation Accuracy: 0.975, Loss: 0.013 Epoch 61 Batch 329/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.020 Epoch 61 Batch 330/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.018 Epoch 61 Batch 331/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.022 Epoch 61 Batch 332/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.021 Epoch 61 Batch 333/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.028 Epoch 61 Batch 334/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.020 Epoch 61 Batch 335/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.022 Epoch 61 Batch 336/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.017 Epoch 61 Batch 337/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.018 Epoch 61 Batch 338/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.017 Epoch 61 Batch 339/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.018 Epoch 61 Batch 340/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.019 Epoch 61 Batch 341/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.023 Epoch 61 Batch 342/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.023 Epoch 61 Batch 343/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.022 Epoch 61 Batch 344/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.019 Epoch 61 Batch 345/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.019 Epoch 61 Batch 346/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.020 Epoch 61 Batch 347/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.019 Epoch 61 Batch 348/538 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.016 Epoch 61 Batch 349/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.016 Epoch 61 Batch 350/538 - Train Accuracy: 0.969, Validation Accuracy: 0.971, Loss: 0.020 Epoch 61 Batch 351/538 - Train Accuracy: 0.969, Validation Accuracy: 0.971, Loss: 0.026 Epoch 61 Batch 352/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.036 Epoch 61 Batch 353/538 - Train Accuracy: 0.974, Validation Accuracy: 0.975, Loss: 0.025 Epoch 61 Batch 354/538 - Train Accuracy: 0.975, Validation Accuracy: 0.975, Loss: 0.020 Epoch 61 Batch 355/538 - Train Accuracy: 0.975, Validation Accuracy: 0.976, Loss: 0.023 Epoch 61 Batch 356/538 - Train Accuracy: 0.970, Validation Accuracy: 0.977, Loss: 0.017 Epoch 61 Batch 357/538 - Train Accuracy: 0.973, Validation Accuracy: 0.977, Loss: 0.017 Epoch 61 Batch 358/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.017 Epoch 61 Batch 359/538 - Train Accuracy: 0.983, Validation Accuracy: 0.972, Loss: 0.021 Epoch 61 Batch 360/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.020 Epoch 61 Batch 361/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.019 Epoch 61 Batch 362/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.016 Epoch 61 Batch 363/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.020 Epoch 61 Batch 364/538 - Train Accuracy: 0.968, Validation Accuracy: 0.971, Loss: 0.027 Epoch 61 Batch 365/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.020 Epoch 61 Batch 366/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.022 Epoch 61 Batch 367/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.015 Epoch 61 Batch 368/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.018 Epoch 61 Batch 369/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.017 Epoch 61 Batch 370/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.020 Epoch 61 Batch 371/538 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.027 Epoch 61 Batch 372/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.024 Epoch 61 Batch 373/538 - Train Accuracy: 0.967, Validation Accuracy: 0.975, Loss: 0.013 Epoch 61 Batch 374/538 - Train Accuracy: 0.973, Validation Accuracy: 0.977, Loss: 0.015 Epoch 61 Batch 375/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.016 Epoch 61 Batch 376/538 - Train Accuracy: 0.984, Validation Accuracy: 0.974, Loss: 0.016 Epoch 61 Batch 377/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.026 Epoch 61 Batch 378/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.015 Epoch 61 Batch 379/538 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.020 Epoch 61 Batch 380/538 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.016 Epoch 61 Batch 381/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.021 Epoch 61 Batch 382/538 - Train Accuracy: 0.965, Validation Accuracy: 0.972, Loss: 0.021 Epoch 61 Batch 383/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.012 Epoch 61 Batch 384/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.015 Epoch 61 Batch 385/538 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.018 Epoch 61 Batch 386/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.019 Epoch 61 Batch 387/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.015 Epoch 61 Batch 388/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.022 Epoch 61 Batch 389/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.024 Epoch 61 Batch 390/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.016 Epoch 61 Batch 391/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.020 Epoch 61 Batch 392/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.015 Epoch 61 Batch 393/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.017 Epoch 61 Batch 394/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.022 Epoch 61 Batch 395/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.022 Epoch 61 Batch 396/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.019 Epoch 61 Batch 397/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.020 Epoch 61 Batch 398/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.019 Epoch 61 Batch 399/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.017 Epoch 61 Batch 400/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.022 Epoch 61 Batch 401/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.018 Epoch 61 Batch 402/538 - Train Accuracy: 0.984, Validation Accuracy: 0.967, Loss: 0.019 Epoch 61 Batch 403/538 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.023 Epoch 61 Batch 404/538 - Train Accuracy: 0.977, Validation Accuracy: 0.964, Loss: 0.023 Epoch 61 Batch 405/538 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.020 Epoch 61 Batch 406/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.022 Epoch 61 Batch 407/538 - Train Accuracy: 0.979, Validation Accuracy: 0.967, Loss: 0.025 Epoch 61 Batch 408/538 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.022 Epoch 61 Batch 409/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.017 Epoch 61 Batch 410/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.017 Epoch 61 Batch 411/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.021 Epoch 61 Batch 412/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.015 Epoch 61 Batch 413/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.018 Epoch 61 Batch 414/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.027 Epoch 61 Batch 415/538 - Train Accuracy: 0.969, Validation Accuracy: 0.971, Loss: 0.020 Epoch 61 Batch 416/538 - Train Accuracy: 0.983, Validation Accuracy: 0.971, Loss: 0.016 Epoch 61 Batch 417/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.016 Epoch 61 Batch 418/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.026 Epoch 61 Batch 419/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.023 Epoch 61 Batch 420/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.020 Epoch 61 Batch 421/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.016 Epoch 61 Batch 422/538 - Train Accuracy: 0.981, Validation Accuracy: 0.967, Loss: 0.020 Epoch 61 Batch 423/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.021 Epoch 61 Batch 424/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.021 Epoch 61 Batch 425/538 - Train Accuracy: 0.961, Validation Accuracy: 0.970, Loss: 0.030 Epoch 61 Batch 426/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.019 Epoch 61 Batch 427/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.021 Epoch 61 Batch 428/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.017 Epoch 61 Batch 429/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.018 Epoch 61 Batch 430/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.018 Epoch 61 Batch 431/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.016 Epoch 61 Batch 432/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.019 Epoch 61 Batch 433/538 - Train Accuracy: 0.965, Validation Accuracy: 0.972, Loss: 0.037 Epoch 61 Batch 434/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.016 Epoch 61 Batch 435/538 - Train Accuracy: 0.966, Validation Accuracy: 0.972, Loss: 0.021 Epoch 61 Batch 436/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.020 Epoch 61 Batch 437/538 - Train Accuracy: 0.982, Validation Accuracy: 0.970, Loss: 0.018 Epoch 61 Batch 438/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.016 Epoch 61 Batch 439/538 - Train Accuracy: 0.982, Validation Accuracy: 0.970, Loss: 0.019 Epoch 61 Batch 440/538 - Train Accuracy: 0.982, Validation Accuracy: 0.971, Loss: 0.020 Epoch 61 Batch 441/538 - Train Accuracy: 0.964, Validation Accuracy: 0.971, Loss: 0.020 Epoch 61 Batch 442/538 - Train Accuracy: 0.966, Validation Accuracy: 0.972, Loss: 0.019 Epoch 61 Batch 443/538 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.019 Epoch 61 Batch 444/538 - Train Accuracy: 0.982, Validation Accuracy: 0.969, Loss: 0.021 Epoch 61 Batch 445/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.018 Epoch 61 Batch 446/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.018 Epoch 61 Batch 447/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.016 Epoch 61 Batch 448/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.014 Epoch 61 Batch 449/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.019 Epoch 61 Batch 450/538 - Train Accuracy: 0.967, Validation Accuracy: 0.968, Loss: 0.028 Epoch 61 Batch 451/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.019 Epoch 61 Batch 452/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.016 Epoch 61 Batch 453/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.024 Epoch 61 Batch 454/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.026 Epoch 61 Batch 455/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.021 Epoch 61 Batch 456/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.039 Epoch 61 Batch 457/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.020 Epoch 61 Batch 458/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.017 Epoch 61 Batch 459/538 - Train Accuracy: 0.982, Validation Accuracy: 0.967, Loss: 0.019 Epoch 61 Batch 460/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.020 Epoch 61 Batch 461/538 - Train Accuracy: 0.977, Validation Accuracy: 0.964, Loss: 0.023 Epoch 61 Batch 462/538 - Train Accuracy: 0.966, Validation Accuracy: 0.965, Loss: 0.020 Epoch 61 Batch 463/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.026 Epoch 61 Batch 464/538 - Train Accuracy: 0.979, Validation Accuracy: 0.961, Loss: 0.018 Epoch 61 Batch 465/538 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.017 Epoch 61 Batch 466/538 - Train Accuracy: 0.970, Validation Accuracy: 0.961, Loss: 0.016 Epoch 61 Batch 467/538 - Train Accuracy: 0.977, Validation Accuracy: 0.961, Loss: 0.021 Epoch 61 Batch 468/538 - Train Accuracy: 0.982, Validation Accuracy: 0.961, Loss: 0.032 Epoch 61 Batch 469/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.020 Epoch 61 Batch 470/538 - Train Accuracy: 0.967, Validation Accuracy: 0.967, Loss: 0.022 Epoch 61 Batch 471/538 - Train Accuracy: 0.980, Validation Accuracy: 0.967, Loss: 0.012 Epoch 61 Batch 472/538 - Train Accuracy: 0.985, Validation Accuracy: 0.965, Loss: 0.017 Epoch 61 Batch 473/538 - Train Accuracy: 0.976, Validation Accuracy: 0.965, Loss: 0.022 Epoch 61 Batch 474/538 - Train Accuracy: 0.979, Validation Accuracy: 0.966, Loss: 0.015 Epoch 61 Batch 475/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.014 Epoch 61 Batch 476/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.018 Epoch 61 Batch 477/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.022 Epoch 61 Batch 478/538 - Train Accuracy: 0.984, Validation Accuracy: 0.970, Loss: 0.018 Epoch 61 Batch 479/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.015 Epoch 61 Batch 480/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.020 Epoch 61 Batch 481/538 - Train Accuracy: 0.977, Validation Accuracy: 0.961, Loss: 0.017 Epoch 61 Batch 482/538 - Train Accuracy: 0.968, Validation Accuracy: 0.962, Loss: 0.019 Epoch 61 Batch 483/538 - Train Accuracy: 0.967, Validation Accuracy: 0.962, Loss: 0.022 Epoch 61 Batch 484/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.026 Epoch 61 Batch 485/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.023 Epoch 61 Batch 486/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.015 Epoch 61 Batch 487/538 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.017 Epoch 61 Batch 488/538 - Train Accuracy: 0.985, Validation Accuracy: 0.971, Loss: 0.022 Epoch 61 Batch 489/538 - Train Accuracy: 0.964, Validation Accuracy: 0.973, Loss: 0.023 Epoch 61 Batch 490/538 - Train Accuracy: 0.968, Validation Accuracy: 0.973, Loss: 0.019 Epoch 61 Batch 491/538 - Train Accuracy: 0.968, Validation Accuracy: 0.976, Loss: 0.023 Epoch 61 Batch 492/538 - Train Accuracy: 0.971, Validation Accuracy: 0.976, Loss: 0.016 Epoch 61 Batch 493/538 - Train Accuracy: 0.969, Validation Accuracy: 0.971, Loss: 0.023 Epoch 61 Batch 494/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.023 Epoch 61 Batch 495/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.020 Epoch 61 Batch 496/538 - Train Accuracy: 0.979, Validation Accuracy: 0.967, Loss: 0.016 Epoch 61 Batch 497/538 - Train Accuracy: 0.979, Validation Accuracy: 0.967, Loss: 0.024 Epoch 61 Batch 498/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.018 Epoch 61 Batch 499/538 - Train Accuracy: 0.961, Validation Accuracy: 0.966, Loss: 0.022 Epoch 61 Batch 500/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.017 Epoch 61 Batch 501/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.022 Epoch 61 Batch 502/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.018 Epoch 61 Batch 503/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.018 Epoch 61 Batch 504/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.014 Epoch 61 Batch 505/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.016 Epoch 61 Batch 506/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.018 Epoch 61 Batch 507/538 - Train Accuracy: 0.969, Validation Accuracy: 0.971, Loss: 0.017 Epoch 61 Batch 508/538 - Train Accuracy: 0.984, Validation Accuracy: 0.971, Loss: 0.020 Epoch 61 Batch 509/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.022 Epoch 61 Batch 510/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.019 Epoch 61 Batch 511/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.025 Epoch 61 Batch 512/538 - Train Accuracy: 0.977, Validation Accuracy: 0.975, Loss: 0.023 Epoch 61 Batch 513/538 - Train Accuracy: 0.975, Validation Accuracy: 0.975, Loss: 0.016 Epoch 61 Batch 514/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.021 Epoch 61 Batch 515/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.017 Epoch 61 Batch 516/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.022 Epoch 61 Batch 517/538 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.018 Epoch 61 Batch 518/538 - Train Accuracy: 0.962, Validation Accuracy: 0.959, Loss: 0.025 Epoch 61 Batch 519/538 - Train Accuracy: 0.976, Validation Accuracy: 0.956, Loss: 0.016 Epoch 61 Batch 520/538 - Train Accuracy: 0.960, Validation Accuracy: 0.961, Loss: 0.030 Epoch 61 Batch 521/538 - Train Accuracy: 0.975, Validation Accuracy: 0.962, Loss: 0.020 Epoch 61 Batch 522/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.019 Epoch 61 Batch 523/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.020 Epoch 61 Batch 524/538 - Train Accuracy: 0.975, Validation Accuracy: 0.965, Loss: 0.019 Epoch 61 Batch 525/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.023 Epoch 61 Batch 526/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.020 Epoch 61 Batch 527/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.017 Epoch 61 Batch 528/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.021 Epoch 61 Batch 529/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.018 Epoch 61 Batch 530/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.021 Epoch 61 Batch 531/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.026 Epoch 61 Batch 532/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.019 Epoch 61 Batch 533/538 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.018 Epoch 61 Batch 534/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.015 Epoch 61 Batch 535/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.018 Epoch 61 Batch 536/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.024 Epoch 62 Batch 0/538 - Train Accuracy: 0.973, Validation Accuracy: 0.963, Loss: 0.017 Epoch 62 Batch 1/538 - Train Accuracy: 0.977, Validation Accuracy: 0.963, Loss: 0.023 Epoch 62 Batch 2/538 - Train Accuracy: 0.975, Validation Accuracy: 0.961, Loss: 0.026 Epoch 62 Batch 3/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.018 Epoch 62 Batch 4/538 - Train Accuracy: 0.982, Validation Accuracy: 0.962, Loss: 0.024 Epoch 62 Batch 5/538 - Train Accuracy: 0.975, Validation Accuracy: 0.962, Loss: 0.022 Epoch 62 Batch 6/538 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.018 Epoch 62 Batch 7/538 - Train Accuracy: 0.977, Validation Accuracy: 0.964, Loss: 0.017 Epoch 62 Batch 8/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.019 Epoch 62 Batch 9/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.020 Epoch 62 Batch 10/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.021 Epoch 62 Batch 11/538 - Train Accuracy: 0.978, Validation Accuracy: 0.964, Loss: 0.019 Epoch 62 Batch 12/538 - Train Accuracy: 0.970, Validation Accuracy: 0.964, Loss: 0.021 Epoch 62 Batch 13/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.019 Epoch 62 Batch 14/538 - Train Accuracy: 0.976, Validation Accuracy: 0.964, Loss: 0.019 Epoch 62 Batch 15/538 - Train Accuracy: 0.967, Validation Accuracy: 0.959, Loss: 0.022 Epoch 62 Batch 16/538 - Train Accuracy: 0.973, Validation Accuracy: 0.962, Loss: 0.020 Epoch 62 Batch 17/538 - Train Accuracy: 0.979, Validation Accuracy: 0.961, Loss: 0.023 Epoch 62 Batch 18/538 - Train Accuracy: 0.980, Validation Accuracy: 0.961, Loss: 0.025 Epoch 62 Batch 19/538 - Train Accuracy: 0.973, Validation Accuracy: 0.963, Loss: 0.023 Epoch 62 Batch 20/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.023 Epoch 62 Batch 21/538 - Train Accuracy: 0.985, Validation Accuracy: 0.965, Loss: 0.013 Epoch 62 Batch 22/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.022 Epoch 62 Batch 23/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.020 Epoch 62 Batch 24/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.029 Epoch 62 Batch 25/538 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.021 Epoch 62 Batch 26/538 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.028 Epoch 62 Batch 27/538 - Train Accuracy: 0.981, Validation Accuracy: 0.968, Loss: 0.015 Epoch 62 Batch 28/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.019 Epoch 62 Batch 29/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.013 Epoch 62 Batch 30/538 - Train Accuracy: 0.960, Validation Accuracy: 0.967, Loss: 0.023 Epoch 62 Batch 31/538 - Train Accuracy: 0.976, Validation Accuracy: 0.964, Loss: 0.017 Epoch 62 Batch 32/538 - Train Accuracy: 0.977, Validation Accuracy: 0.964, Loss: 0.015 Epoch 62 Batch 33/538 - Train Accuracy: 0.967, Validation Accuracy: 0.964, Loss: 0.029 Epoch 62 Batch 34/538 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.024 Epoch 62 Batch 35/538 - Train Accuracy: 0.976, Validation Accuracy: 0.961, Loss: 0.016 Epoch 62 Batch 36/538 - Train Accuracy: 0.978, Validation Accuracy: 0.959, Loss: 0.017 Epoch 62 Batch 37/538 - Train Accuracy: 0.969, Validation Accuracy: 0.957, Loss: 0.021 Epoch 62 Batch 38/538 - Train Accuracy: 0.966, Validation Accuracy: 0.959, Loss: 0.018 Epoch 62 Batch 39/538 - Train Accuracy: 0.977, Validation Accuracy: 0.959, Loss: 0.020 Epoch 62 Batch 40/538 - Train Accuracy: 0.979, Validation Accuracy: 0.959, Loss: 0.016 Epoch 62 Batch 41/538 - Train Accuracy: 0.975, Validation Accuracy: 0.961, Loss: 0.019 Epoch 62 Batch 42/538 - Train Accuracy: 0.976, Validation Accuracy: 0.960, Loss: 0.024 Epoch 62 Batch 43/538 - Train Accuracy: 0.966, Validation Accuracy: 0.958, Loss: 0.020 Epoch 62 Batch 44/538 - Train Accuracy: 0.977, Validation Accuracy: 0.958, Loss: 0.019 Epoch 62 Batch 45/538 - Train Accuracy: 0.972, Validation Accuracy: 0.959, Loss: 0.019 Epoch 62 Batch 46/538 - Train Accuracy: 0.977, Validation Accuracy: 0.960, Loss: 0.019 Epoch 62 Batch 47/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.023 Epoch 62 Batch 48/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.025 Epoch 62 Batch 49/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.019 Epoch 62 Batch 50/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.019 Epoch 62 Batch 51/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.022 Epoch 62 Batch 52/538 - Train Accuracy: 0.968, Validation Accuracy: 0.967, Loss: 0.022 Epoch 62 Batch 53/538 - Train Accuracy: 0.966, Validation Accuracy: 0.962, Loss: 0.020 Epoch 62 Batch 54/538 - Train Accuracy: 0.976, Validation Accuracy: 0.964, Loss: 0.014 Epoch 62 Batch 55/538 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.022 Epoch 62 Batch 56/538 - Train Accuracy: 0.969, Validation Accuracy: 0.962, Loss: 0.024 Epoch 62 Batch 57/538 - Train Accuracy: 0.964, Validation Accuracy: 0.962, Loss: 0.018 Epoch 62 Batch 58/538 - Train Accuracy: 0.973, Validation Accuracy: 0.962, Loss: 0.017 Epoch 62 Batch 59/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.021 Epoch 62 Batch 60/538 - Train Accuracy: 0.978, Validation Accuracy: 0.964, Loss: 0.023 Epoch 62 Batch 61/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.017 Epoch 62 Batch 62/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.026 Epoch 62 Batch 63/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.017 Epoch 62 Batch 64/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.018 Epoch 62 Batch 65/538 - Train Accuracy: 0.964, Validation Accuracy: 0.969, Loss: 0.019 Epoch 62 Batch 66/538 - Train Accuracy: 0.980, Validation Accuracy: 0.967, Loss: 0.016 Epoch 62 Batch 67/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.016 Epoch 62 Batch 68/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.018 Epoch 62 Batch 69/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.017 Epoch 62 Batch 70/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.019 Epoch 62 Batch 71/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.029 Epoch 62 Batch 72/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.038 Epoch 62 Batch 73/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.019 Epoch 62 Batch 74/538 - Train Accuracy: 0.983, Validation Accuracy: 0.970, Loss: 0.015 Epoch 62 Batch 75/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.019 Epoch 62 Batch 76/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.018 Epoch 62 Batch 77/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.019 Epoch 62 Batch 78/538 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.020 Epoch 62 Batch 79/538 - Train Accuracy: 0.977, Validation Accuracy: 0.960, Loss: 0.015 Epoch 62 Batch 80/538 - Train Accuracy: 0.976, Validation Accuracy: 0.961, Loss: 0.024 Epoch 62 Batch 81/538 - Train Accuracy: 0.975, Validation Accuracy: 0.961, Loss: 0.019 Epoch 62 Batch 82/538 - Train Accuracy: 0.974, Validation Accuracy: 0.961, Loss: 0.019 Epoch 62 Batch 83/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.018 Epoch 62 Batch 84/538 - Train Accuracy: 0.965, Validation Accuracy: 0.969, Loss: 0.019 Epoch 62 Batch 85/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.024 Epoch 62 Batch 86/538 - Train Accuracy: 0.984, Validation Accuracy: 0.969, Loss: 0.015 Epoch 62 Batch 87/538 - Train Accuracy: 0.961, Validation Accuracy: 0.969, Loss: 0.020 Epoch 62 Batch 88/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.016 Epoch 62 Batch 89/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.017 Epoch 62 Batch 90/538 - Train Accuracy: 0.970, Validation Accuracy: 0.971, Loss: 0.022 Epoch 62 Batch 91/538 - Train Accuracy: 0.969, Validation Accuracy: 0.974, Loss: 0.016 Epoch 62 Batch 92/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.020 Epoch 62 Batch 93/538 - Train Accuracy: 0.983, Validation Accuracy: 0.971, Loss: 0.013 Epoch 62 Batch 94/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.019 Epoch 62 Batch 95/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.017 Epoch 62 Batch 96/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.016 Epoch 62 Batch 97/538 - Train Accuracy: 0.969, Validation Accuracy: 0.971, Loss: 0.016 Epoch 62 Batch 98/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.020 Epoch 62 Batch 99/538 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.015 Epoch 62 Batch 100/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.014 Epoch 62 Batch 101/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.027 Epoch 62 Batch 102/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.021 Epoch 62 Batch 103/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.021 Epoch 62 Batch 104/538 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.017 Epoch 62 Batch 105/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.016 Epoch 62 Batch 106/538 - Train Accuracy: 0.973, Validation Accuracy: 0.975, Loss: 0.013 Epoch 62 Batch 107/538 - Train Accuracy: 0.973, Validation Accuracy: 0.975, Loss: 0.023 Epoch 62 Batch 108/538 - Train Accuracy: 0.981, Validation Accuracy: 0.975, Loss: 0.019 Epoch 62 Batch 109/538 - Train Accuracy: 0.969, Validation Accuracy: 0.973, Loss: 0.013 Epoch 62 Batch 110/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.016 Epoch 62 Batch 111/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.017 Epoch 62 Batch 112/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.018 Epoch 62 Batch 113/538 - Train Accuracy: 0.966, Validation Accuracy: 0.971, Loss: 0.021 Epoch 62 Batch 114/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.017 Epoch 62 Batch 115/538 - Train Accuracy: 0.981, Validation Accuracy: 0.973, Loss: 0.017 Epoch 62 Batch 116/538 - Train Accuracy: 0.970, Validation Accuracy: 0.973, Loss: 0.029 Epoch 62 Batch 117/538 - Train Accuracy: 0.978, Validation Accuracy: 0.975, Loss: 0.017 Epoch 62 Batch 118/538 - Train Accuracy: 0.971, Validation Accuracy: 0.975, Loss: 0.018 Epoch 62 Batch 119/538 - Train Accuracy: 0.982, Validation Accuracy: 0.977, Loss: 0.015 Epoch 62 Batch 120/538 - Train Accuracy: 0.974, Validation Accuracy: 0.977, Loss: 0.019 Epoch 62 Batch 121/538 - Train Accuracy: 0.972, Validation Accuracy: 0.977, Loss: 0.020 Epoch 62 Batch 122/538 - Train Accuracy: 0.968, Validation Accuracy: 0.976, Loss: 0.021 Epoch 62 Batch 123/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.018 Epoch 62 Batch 124/538 - Train Accuracy: 0.969, Validation Accuracy: 0.975, Loss: 0.021 Epoch 62 Batch 125/538 - Train Accuracy: 0.977, Validation Accuracy: 0.975, Loss: 0.020 Epoch 62 Batch 126/538 - Train Accuracy: 0.967, Validation Accuracy: 0.975, Loss: 0.024 Epoch 62 Batch 127/538 - Train Accuracy: 0.961, Validation Accuracy: 0.976, Loss: 0.025 Epoch 62 Batch 128/538 - Train Accuracy: 0.969, Validation Accuracy: 0.974, Loss: 0.021 Epoch 62 Batch 129/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.015 Epoch 62 Batch 130/538 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.015 Epoch 62 Batch 131/538 - Train Accuracy: 0.981, Validation Accuracy: 0.968, Loss: 0.021 Epoch 62 Batch 132/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.019 Epoch 62 Batch 133/538 - Train Accuracy: 0.963, Validation Accuracy: 0.967, Loss: 0.023 Epoch 62 Batch 134/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.024 Epoch 62 Batch 135/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.035 Epoch 62 Batch 136/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.017 Epoch 62 Batch 137/538 - Train Accuracy: 0.975, Validation Accuracy: 0.965, Loss: 0.024 Epoch 62 Batch 138/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.021 Epoch 62 Batch 139/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.019 Epoch 62 Batch 140/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.028 Epoch 62 Batch 141/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.023 Epoch 62 Batch 142/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.021 Epoch 62 Batch 143/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.027 Epoch 62 Batch 144/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.027 Epoch 62 Batch 145/538 - Train Accuracy: 0.966, Validation Accuracy: 0.972, Loss: 0.027 Epoch 62 Batch 146/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.016 Epoch 62 Batch 147/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.020 Epoch 62 Batch 148/538 - Train Accuracy: 0.965, Validation Accuracy: 0.972, Loss: 0.024 Epoch 62 Batch 149/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.020 Epoch 62 Batch 150/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.018 Epoch 62 Batch 151/538 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.024 Epoch 62 Batch 152/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.024 Epoch 62 Batch 153/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.018 Epoch 62 Batch 154/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.020 Epoch 62 Batch 155/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.025 Epoch 62 Batch 156/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.019 Epoch 62 Batch 157/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.021 Epoch 62 Batch 158/538 - Train Accuracy: 0.981, Validation Accuracy: 0.966, Loss: 0.021 Epoch 62 Batch 159/538 - Train Accuracy: 0.965, Validation Accuracy: 0.964, Loss: 0.027 Epoch 62 Batch 160/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.021 Epoch 62 Batch 161/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.019 Epoch 62 Batch 162/538 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.020 Epoch 62 Batch 163/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.027 Epoch 62 Batch 164/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.021 Epoch 62 Batch 165/538 - Train Accuracy: 0.981, Validation Accuracy: 0.966, Loss: 0.020 Epoch 62 Batch 166/538 - Train Accuracy: 0.983, Validation Accuracy: 0.966, Loss: 0.020 Epoch 62 Batch 167/538 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.035 Epoch 62 Batch 168/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.023 Epoch 62 Batch 169/538 - Train Accuracy: 0.984, Validation Accuracy: 0.964, Loss: 0.015 Epoch 62 Batch 170/538 - Train Accuracy: 0.968, Validation Accuracy: 0.960, Loss: 0.020 Epoch 62 Batch 171/538 - Train Accuracy: 0.957, Validation Accuracy: 0.960, Loss: 0.025 Epoch 62 Batch 172/538 - Train Accuracy: 0.980, Validation Accuracy: 0.960, Loss: 0.018 Epoch 62 Batch 173/538 - Train Accuracy: 0.976, Validation Accuracy: 0.963, Loss: 0.014 Epoch 62 Batch 174/538 - Train Accuracy: 0.977, Validation Accuracy: 0.963, Loss: 0.016 Epoch 62 Batch 175/538 - Train Accuracy: 0.976, Validation Accuracy: 0.963, Loss: 0.018 Epoch 62 Batch 176/538 - Train Accuracy: 0.978, Validation Accuracy: 0.963, Loss: 0.019 Epoch 62 Batch 177/538 - Train Accuracy: 0.976, Validation Accuracy: 0.963, Loss: 0.019 Epoch 62 Batch 178/538 - Train Accuracy: 0.978, Validation Accuracy: 0.961, Loss: 0.020 Epoch 62 Batch 179/538 - Train Accuracy: 0.979, Validation Accuracy: 0.961, Loss: 0.018 Epoch 62 Batch 180/538 - Train Accuracy: 0.974, Validation Accuracy: 0.963, Loss: 0.024 Epoch 62 Batch 181/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.028 Epoch 62 Batch 182/538 - Train Accuracy: 0.978, Validation Accuracy: 0.963, Loss: 0.015 Epoch 62 Batch 183/538 - Train Accuracy: 0.980, Validation Accuracy: 0.962, Loss: 0.015 Epoch 62 Batch 184/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.025 Epoch 62 Batch 185/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.010 Epoch 62 Batch 186/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.018 Epoch 62 Batch 187/538 - Train Accuracy: 0.970, Validation Accuracy: 0.964, Loss: 0.018 Epoch 62 Batch 188/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.018 Epoch 62 Batch 189/538 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.022 Epoch 62 Batch 190/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.031 Epoch 62 Batch 191/538 - Train Accuracy: 0.979, Validation Accuracy: 0.966, Loss: 0.019 Epoch 62 Batch 192/538 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.022 Epoch 62 Batch 193/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.017 Epoch 62 Batch 194/538 - Train Accuracy: 0.963, Validation Accuracy: 0.972, Loss: 0.028 Epoch 62 Batch 195/538 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.032 Epoch 62 Batch 196/538 - Train Accuracy: 0.966, Validation Accuracy: 0.972, Loss: 0.017 Epoch 62 Batch 197/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.020 Epoch 62 Batch 198/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.022 Epoch 62 Batch 199/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.019 Epoch 62 Batch 200/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.018 Epoch 62 Batch 201/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.028 Epoch 62 Batch 202/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.017 Epoch 62 Batch 203/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.021 Epoch 62 Batch 204/538 - Train Accuracy: 0.964, Validation Accuracy: 0.969, Loss: 0.034 Epoch 62 Batch 205/538 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.017 Epoch 62 Batch 206/538 - Train Accuracy: 0.973, Validation Accuracy: 0.975, Loss: 0.016 Epoch 62 Batch 207/538 - Train Accuracy: 0.971, Validation Accuracy: 0.974, Loss: 0.019 Epoch 62 Batch 208/538 - Train Accuracy: 0.974, Validation Accuracy: 0.977, Loss: 0.024 Epoch 62 Batch 209/538 - Train Accuracy: 0.977, Validation Accuracy: 0.977, Loss: 0.020 Epoch 62 Batch 210/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.023 Epoch 62 Batch 211/538 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.021 Epoch 62 Batch 212/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.017 Epoch 62 Batch 213/538 - Train Accuracy: 0.971, Validation Accuracy: 0.974, Loss: 0.020 Epoch 62 Batch 214/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.017 Epoch 62 Batch 215/538 - Train Accuracy: 0.968, Validation Accuracy: 0.975, Loss: 0.022 Epoch 62 Batch 216/538 - Train Accuracy: 0.968, Validation Accuracy: 0.975, Loss: 0.020 Epoch 62 Batch 217/538 - Train Accuracy: 0.975, Validation Accuracy: 0.976, Loss: 0.020 Epoch 62 Batch 218/538 - Train Accuracy: 0.975, Validation Accuracy: 0.976, Loss: 0.013 Epoch 62 Batch 219/538 - Train Accuracy: 0.971, Validation Accuracy: 0.976, Loss: 0.025 Epoch 62 Batch 220/538 - Train Accuracy: 0.962, Validation Accuracy: 0.974, Loss: 0.022 Epoch 62 Batch 221/538 - Train Accuracy: 0.978, Validation Accuracy: 0.976, Loss: 0.016 Epoch 62 Batch 222/538 - Train Accuracy: 0.982, Validation Accuracy: 0.974, Loss: 0.013 Epoch 62 Batch 223/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.024 Epoch 62 Batch 224/538 - Train Accuracy: 0.966, Validation Accuracy: 0.970, Loss: 0.028 Epoch 62 Batch 225/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.019 Epoch 62 Batch 226/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.023 Epoch 62 Batch 227/538 - Train Accuracy: 0.970, Validation Accuracy: 0.971, Loss: 0.019 Epoch 62 Batch 228/538 - Train Accuracy: 0.966, Validation Accuracy: 0.971, Loss: 0.021 Epoch 62 Batch 229/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.026 Epoch 62 Batch 230/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.016 Epoch 62 Batch 231/538 - Train Accuracy: 0.964, Validation Accuracy: 0.968, Loss: 0.024 Epoch 62 Batch 232/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.025 Epoch 62 Batch 233/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.027 Epoch 62 Batch 234/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.022 Epoch 62 Batch 235/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.018 Epoch 62 Batch 236/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.014 Epoch 62 Batch 237/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.013 Epoch 62 Batch 238/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.021 Epoch 62 Batch 239/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.016 Epoch 62 Batch 240/538 - Train Accuracy: 0.964, Validation Accuracy: 0.972, Loss: 0.021 Epoch 62 Batch 241/538 - Train Accuracy: 0.967, Validation Accuracy: 0.972, Loss: 0.019 Epoch 62 Batch 242/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.021 Epoch 62 Batch 243/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.016 Epoch 62 Batch 244/538 - Train Accuracy: 0.967, Validation Accuracy: 0.972, Loss: 0.013 Epoch 62 Batch 245/538 - Train Accuracy: 0.965, Validation Accuracy: 0.971, Loss: 0.027 Epoch 62 Batch 246/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.014 Epoch 62 Batch 247/538 - Train Accuracy: 0.965, Validation Accuracy: 0.971, Loss: 0.021 Epoch 62 Batch 248/538 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.030 Epoch 62 Batch 249/538 - Train Accuracy: 0.977, Validation Accuracy: 0.964, Loss: 0.013 Epoch 62 Batch 250/538 - Train Accuracy: 0.975, Validation Accuracy: 0.960, Loss: 0.022 Epoch 62 Batch 251/538 - Train Accuracy: 0.969, Validation Accuracy: 0.958, Loss: 0.016 Epoch 62 Batch 252/538 - Train Accuracy: 0.968, Validation Accuracy: 0.965, Loss: 0.020 Epoch 62 Batch 253/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.017 Epoch 62 Batch 254/538 - Train Accuracy: 0.962, Validation Accuracy: 0.974, Loss: 0.026 Epoch 62 Batch 255/538 - Train Accuracy: 0.980, Validation Accuracy: 0.975, Loss: 0.018 Epoch 62 Batch 256/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.023 Epoch 62 Batch 257/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.019 Epoch 62 Batch 258/538 - Train Accuracy: 0.987, Validation Accuracy: 0.973, Loss: 0.018 Epoch 62 Batch 259/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.013 Epoch 62 Batch 260/538 - Train Accuracy: 0.956, Validation Accuracy: 0.970, Loss: 0.027 Epoch 62 Batch 261/538 - Train Accuracy: 0.963, Validation Accuracy: 0.971, Loss: 0.026 Epoch 62 Batch 262/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.025 Epoch 62 Batch 263/538 - Train Accuracy: 0.959, Validation Accuracy: 0.969, Loss: 0.019 Epoch 62 Batch 264/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.021 Epoch 62 Batch 265/538 - Train Accuracy: 0.957, Validation Accuracy: 0.965, Loss: 0.020 Epoch 62 Batch 266/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.021 Epoch 62 Batch 267/538 - Train Accuracy: 0.968, Validation Accuracy: 0.967, Loss: 0.020 Epoch 62 Batch 268/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.017 Epoch 62 Batch 269/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.017 Epoch 62 Batch 270/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.017 Epoch 62 Batch 271/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.014 Epoch 62 Batch 272/538 - Train Accuracy: 0.969, Validation Accuracy: 0.975, Loss: 0.022 Epoch 62 Batch 273/538 - Train Accuracy: 0.974, Validation Accuracy: 0.974, Loss: 0.017 Epoch 62 Batch 274/538 - Train Accuracy: 0.962, Validation Accuracy: 0.973, Loss: 0.024 Epoch 62 Batch 275/538 - Train Accuracy: 0.967, Validation Accuracy: 0.971, Loss: 0.024 Epoch 62 Batch 276/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.026 Epoch 62 Batch 277/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.013 Epoch 62 Batch 278/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.016 Epoch 62 Batch 279/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.013 Epoch 62 Batch 280/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.019 Epoch 62 Batch 281/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.028 Epoch 62 Batch 282/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.022 Epoch 62 Batch 283/538 - Train Accuracy: 0.974, Validation Accuracy: 0.974, Loss: 0.019 Epoch 62 Batch 284/538 - Train Accuracy: 0.971, Validation Accuracy: 0.974, Loss: 0.026 Epoch 62 Batch 285/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.022 Epoch 62 Batch 286/538 - Train Accuracy: 0.964, Validation Accuracy: 0.978, Loss: 0.023 Epoch 62 Batch 287/538 - Train Accuracy: 0.972, Validation Accuracy: 0.976, Loss: 0.015 Epoch 62 Batch 288/538 - Train Accuracy: 0.967, Validation Accuracy: 0.976, Loss: 0.025 Epoch 62 Batch 289/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.018 Epoch 62 Batch 290/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.013 Epoch 62 Batch 291/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.019 Epoch 62 Batch 292/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.015 Epoch 62 Batch 293/538 - Train Accuracy: 0.961, Validation Accuracy: 0.972, Loss: 0.019 Epoch 62 Batch 294/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.015 Epoch 62 Batch 295/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.015 Epoch 62 Batch 296/538 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.031 Epoch 62 Batch 297/538 - Train Accuracy: 0.982, Validation Accuracy: 0.970, Loss: 0.019 Epoch 62 Batch 298/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.018 Epoch 62 Batch 299/538 - Train Accuracy: 0.967, Validation Accuracy: 0.970, Loss: 0.025 Epoch 62 Batch 300/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.013 Epoch 62 Batch 301/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.022 Epoch 62 Batch 302/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.021 Epoch 62 Batch 303/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.019 Epoch 62 Batch 304/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.028 Epoch 62 Batch 305/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.018 Epoch 62 Batch 306/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.021 Epoch 62 Batch 307/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.017 Epoch 62 Batch 308/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.022 Epoch 62 Batch 309/538 - Train Accuracy: 0.970, Validation Accuracy: 0.973, Loss: 0.016 Epoch 62 Batch 310/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.020 Epoch 62 Batch 311/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.020 Epoch 62 Batch 312/538 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.019 Epoch 62 Batch 313/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.019 Epoch 62 Batch 314/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.026 Epoch 62 Batch 315/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.012 Epoch 62 Batch 316/538 - Train Accuracy: 0.967, Validation Accuracy: 0.973, Loss: 0.016 Epoch 62 Batch 317/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.017 Epoch 62 Batch 318/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.020 Epoch 62 Batch 319/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.021 Epoch 62 Batch 320/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.018 Epoch 62 Batch 321/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.015 Epoch 62 Batch 322/538 - Train Accuracy: 0.982, Validation Accuracy: 0.973, Loss: 0.017 Epoch 62 Batch 323/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.018 Epoch 62 Batch 324/538 - Train Accuracy: 0.984, Validation Accuracy: 0.971, Loss: 0.018 Epoch 62 Batch 325/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.016 Epoch 62 Batch 326/538 - Train Accuracy: 0.967, Validation Accuracy: 0.971, Loss: 0.019 Epoch 62 Batch 327/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.020 Epoch 62 Batch 328/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.016 Epoch 62 Batch 329/538 - Train Accuracy: 0.981, Validation Accuracy: 0.977, Loss: 0.019 Epoch 62 Batch 330/538 - Train Accuracy: 0.973, Validation Accuracy: 0.977, Loss: 0.019 Epoch 62 Batch 331/538 - Train Accuracy: 0.975, Validation Accuracy: 0.977, Loss: 0.018 Epoch 62 Batch 332/538 - Train Accuracy: 0.973, Validation Accuracy: 0.975, Loss: 0.024 Epoch 62 Batch 333/538 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.020 Epoch 62 Batch 334/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.018 Epoch 62 Batch 335/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.014 Epoch 62 Batch 336/538 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.018 Epoch 62 Batch 337/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.023 Epoch 62 Batch 338/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.022 Epoch 62 Batch 339/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.020 Epoch 62 Batch 340/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.018 Epoch 62 Batch 341/538 - Train Accuracy: 0.967, Validation Accuracy: 0.968, Loss: 0.019 Epoch 62 Batch 342/538 - Train Accuracy: 0.976, Validation Accuracy: 0.965, Loss: 0.017 Epoch 62 Batch 343/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.018 Epoch 62 Batch 344/538 - Train Accuracy: 0.967, Validation Accuracy: 0.970, Loss: 0.017 Epoch 62 Batch 345/538 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.017 Epoch 62 Batch 346/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.022 Epoch 62 Batch 347/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.016 Epoch 62 Batch 348/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.014 Epoch 62 Batch 349/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.020 Epoch 62 Batch 350/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.019 Epoch 62 Batch 351/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.024 Epoch 62 Batch 352/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.033 Epoch 62 Batch 353/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.022 Epoch 62 Batch 354/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.018 Epoch 62 Batch 355/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.022 Epoch 62 Batch 356/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.017 Epoch 62 Batch 357/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.014 Epoch 62 Batch 358/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.016 Epoch 62 Batch 359/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.017 Epoch 62 Batch 360/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.022 Epoch 62 Batch 361/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.022 Epoch 62 Batch 362/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.015 Epoch 62 Batch 363/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.022 Epoch 62 Batch 364/538 - Train Accuracy: 0.967, Validation Accuracy: 0.971, Loss: 0.028 Epoch 62 Batch 365/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.019 Epoch 62 Batch 366/538 - Train Accuracy: 0.980, Validation Accuracy: 0.968, Loss: 0.021 Epoch 62 Batch 367/538 - Train Accuracy: 0.980, Validation Accuracy: 0.966, Loss: 0.015 Epoch 62 Batch 368/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.019 Epoch 62 Batch 369/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.016 Epoch 62 Batch 370/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.025 Epoch 62 Batch 371/538 - Train Accuracy: 0.980, Validation Accuracy: 0.966, Loss: 0.021 Epoch 62 Batch 372/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.019 Epoch 62 Batch 373/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.015 Epoch 62 Batch 374/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.017 Epoch 62 Batch 375/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.018 Epoch 62 Batch 376/538 - Train Accuracy: 0.980, Validation Accuracy: 0.968, Loss: 0.016 Epoch 62 Batch 377/538 - Train Accuracy: 0.981, Validation Accuracy: 0.968, Loss: 0.022 Epoch 62 Batch 378/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.013 Epoch 62 Batch 379/538 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.021 Epoch 62 Batch 380/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.015 Epoch 62 Batch 381/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.021 Epoch 62 Batch 382/538 - Train Accuracy: 0.963, Validation Accuracy: 0.972, Loss: 0.022 Epoch 62 Batch 383/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.014 Epoch 62 Batch 384/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.016 Epoch 62 Batch 385/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.016 Epoch 62 Batch 386/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.017 Epoch 62 Batch 387/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.014 Epoch 62 Batch 388/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.017 Epoch 62 Batch 389/538 - Train Accuracy: 0.968, Validation Accuracy: 0.967, Loss: 0.020 Epoch 62 Batch 390/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.018 Epoch 62 Batch 391/538 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.017 Epoch 62 Batch 392/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.016 Epoch 62 Batch 393/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.022 Epoch 62 Batch 394/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.023 Epoch 62 Batch 395/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.025 Epoch 62 Batch 396/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.014 Epoch 62 Batch 397/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.025 Epoch 62 Batch 398/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.022 Epoch 62 Batch 399/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.017 Epoch 62 Batch 400/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.018 Epoch 62 Batch 401/538 - Train Accuracy: 0.985, Validation Accuracy: 0.971, Loss: 0.016 Epoch 62 Batch 402/538 - Train Accuracy: 0.983, Validation Accuracy: 0.971, Loss: 0.015 Epoch 62 Batch 403/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.022 Epoch 62 Batch 404/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.024 Epoch 62 Batch 405/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.016 Epoch 62 Batch 406/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.019 Epoch 62 Batch 407/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.019 Epoch 62 Batch 408/538 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.023 Epoch 62 Batch 409/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.015 Epoch 62 Batch 410/538 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.022 Epoch 62 Batch 411/538 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.020 Epoch 62 Batch 412/538 - Train Accuracy: 0.978, Validation Accuracy: 0.966, Loss: 0.015 Epoch 62 Batch 413/538 - Train Accuracy: 0.981, Validation Accuracy: 0.966, Loss: 0.017 Epoch 62 Batch 414/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.026 Epoch 62 Batch 415/538 - Train Accuracy: 0.966, Validation Accuracy: 0.973, Loss: 0.019 Epoch 62 Batch 416/538 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.020 Epoch 62 Batch 417/538 - Train Accuracy: 0.980, Validation Accuracy: 0.975, Loss: 0.018 Epoch 62 Batch 418/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.024 Epoch 62 Batch 419/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.017 Epoch 62 Batch 420/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.019 Epoch 62 Batch 421/538 - Train Accuracy: 0.981, Validation Accuracy: 0.968, Loss: 0.012 Epoch 62 Batch 422/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.017 Epoch 62 Batch 423/538 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.022 Epoch 62 Batch 424/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.025 Epoch 62 Batch 425/538 - Train Accuracy: 0.969, Validation Accuracy: 0.971, Loss: 0.034 Epoch 62 Batch 426/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.017 Epoch 62 Batch 427/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.019 Epoch 62 Batch 428/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.017 Epoch 62 Batch 429/538 - Train Accuracy: 0.986, Validation Accuracy: 0.970, Loss: 0.016 Epoch 62 Batch 430/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.021 Epoch 62 Batch 431/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.018 Epoch 62 Batch 432/538 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.023 Epoch 62 Batch 433/538 - Train Accuracy: 0.958, Validation Accuracy: 0.966, Loss: 0.045 Epoch 62 Batch 434/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.017 Epoch 62 Batch 435/538 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.016 Epoch 62 Batch 436/538 - Train Accuracy: 0.976, Validation Accuracy: 0.961, Loss: 0.022 Epoch 62 Batch 437/538 - Train Accuracy: 0.980, Validation Accuracy: 0.965, Loss: 0.019 Epoch 62 Batch 438/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.017 Epoch 62 Batch 439/538 - Train Accuracy: 0.984, Validation Accuracy: 0.967, Loss: 0.017 Epoch 62 Batch 440/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.017 Epoch 62 Batch 441/538 - Train Accuracy: 0.962, Validation Accuracy: 0.969, Loss: 0.023 Epoch 62 Batch 442/538 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.019 Epoch 62 Batch 443/538 - Train Accuracy: 0.962, Validation Accuracy: 0.966, Loss: 0.022 Epoch 62 Batch 444/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.025 Epoch 62 Batch 445/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.016 Epoch 62 Batch 446/538 - Train Accuracy: 0.980, Validation Accuracy: 0.964, Loss: 0.015 Epoch 62 Batch 447/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.018 Epoch 62 Batch 448/538 - Train Accuracy: 0.981, Validation Accuracy: 0.967, Loss: 0.017 Epoch 62 Batch 449/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.023 Epoch 62 Batch 450/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.028 Epoch 62 Batch 451/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.018 Epoch 62 Batch 452/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.017 Epoch 62 Batch 453/538 - Train Accuracy: 0.970, Validation Accuracy: 0.964, Loss: 0.016 Epoch 62 Batch 454/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.025 Epoch 62 Batch 455/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.021 Epoch 62 Batch 456/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.035 Epoch 62 Batch 457/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.017 Epoch 62 Batch 458/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.020 Epoch 62 Batch 459/538 - Train Accuracy: 0.984, Validation Accuracy: 0.971, Loss: 0.014 Epoch 62 Batch 460/538 - Train Accuracy: 0.968, Validation Accuracy: 0.971, Loss: 0.024 Epoch 62 Batch 461/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.025 Epoch 62 Batch 462/538 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.021 Epoch 62 Batch 463/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.025 Epoch 62 Batch 464/538 - Train Accuracy: 0.981, Validation Accuracy: 0.964, Loss: 0.016 Epoch 62 Batch 465/538 - Train Accuracy: 0.978, Validation Accuracy: 0.967, Loss: 0.017 Epoch 62 Batch 466/538 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.020 Epoch 62 Batch 467/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.023 Epoch 62 Batch 468/538 - Train Accuracy: 0.982, Validation Accuracy: 0.973, Loss: 0.022 Epoch 62 Batch 469/538 - Train Accuracy: 0.970, Validation Accuracy: 0.974, Loss: 0.021 Epoch 62 Batch 470/538 - Train Accuracy: 0.967, Validation Accuracy: 0.972, Loss: 0.018 Epoch 62 Batch 471/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.014 Epoch 62 Batch 472/538 - Train Accuracy: 0.986, Validation Accuracy: 0.963, Loss: 0.017 Epoch 62 Batch 473/538 - Train Accuracy: 0.984, Validation Accuracy: 0.965, Loss: 0.022 Epoch 62 Batch 474/538 - Train Accuracy: 0.977, Validation Accuracy: 0.963, Loss: 0.016 Epoch 62 Batch 475/538 - Train Accuracy: 0.976, Validation Accuracy: 0.963, Loss: 0.019 Epoch 62 Batch 476/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.018 Epoch 62 Batch 477/538 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.022 Epoch 62 Batch 478/538 - Train Accuracy: 0.981, Validation Accuracy: 0.956, Loss: 0.012 Epoch 62 Batch 479/538 - Train Accuracy: 0.976, Validation Accuracy: 0.954, Loss: 0.018 Epoch 62 Batch 480/538 - Train Accuracy: 0.975, Validation Accuracy: 0.956, Loss: 0.021 Epoch 62 Batch 481/538 - Train Accuracy: 0.973, Validation Accuracy: 0.956, Loss: 0.021 Epoch 62 Batch 482/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.015 Epoch 62 Batch 483/538 - Train Accuracy: 0.972, Validation Accuracy: 0.962, Loss: 0.024 Epoch 62 Batch 484/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.022 Epoch 62 Batch 485/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.023 Epoch 62 Batch 486/538 - Train Accuracy: 0.983, Validation Accuracy: 0.970, Loss: 0.014 Epoch 62 Batch 487/538 - Train Accuracy: 0.984, Validation Accuracy: 0.970, Loss: 0.013 Epoch 62 Batch 488/538 - Train Accuracy: 0.985, Validation Accuracy: 0.970, Loss: 0.015 Epoch 62 Batch 489/538 - Train Accuracy: 0.969, Validation Accuracy: 0.971, Loss: 0.022 Epoch 62 Batch 490/538 - Train Accuracy: 0.962, Validation Accuracy: 0.971, Loss: 0.024 Epoch 62 Batch 491/538 - Train Accuracy: 0.963, Validation Accuracy: 0.971, Loss: 0.023 Epoch 62 Batch 492/538 - Train Accuracy: 0.967, Validation Accuracy: 0.971, Loss: 0.017 Epoch 62 Batch 493/538 - Train Accuracy: 0.967, Validation Accuracy: 0.971, Loss: 0.023 Epoch 62 Batch 494/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.026 Epoch 62 Batch 495/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.023 Epoch 62 Batch 496/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.021 Epoch 62 Batch 497/538 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.017 Epoch 62 Batch 498/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.019 Epoch 62 Batch 499/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.026 Epoch 62 Batch 500/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.016 Epoch 62 Batch 501/538 - Train Accuracy: 0.974, Validation Accuracy: 0.974, Loss: 0.023 Epoch 62 Batch 502/538 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.013 Epoch 62 Batch 503/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.019 Epoch 62 Batch 504/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.014 Epoch 62 Batch 505/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.016 Epoch 62 Batch 506/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.018 Epoch 62 Batch 507/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.016 Epoch 62 Batch 508/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.017 Epoch 62 Batch 509/538 - Train Accuracy: 0.978, Validation Accuracy: 0.975, Loss: 0.024 Epoch 62 Batch 510/538 - Train Accuracy: 0.975, Validation Accuracy: 0.975, Loss: 0.016 Epoch 62 Batch 511/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.027 Epoch 62 Batch 512/538 - Train Accuracy: 0.968, Validation Accuracy: 0.973, Loss: 0.024 Epoch 62 Batch 513/538 - Train Accuracy: 0.968, Validation Accuracy: 0.973, Loss: 0.018 Epoch 62 Batch 514/538 - Train Accuracy: 0.969, Validation Accuracy: 0.973, Loss: 0.017 Epoch 62 Batch 515/538 - Train Accuracy: 0.970, Validation Accuracy: 0.975, Loss: 0.024 Epoch 62 Batch 516/538 - Train Accuracy: 0.962, Validation Accuracy: 0.974, Loss: 0.019 Epoch 62 Batch 517/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.016 Epoch 62 Batch 518/538 - Train Accuracy: 0.961, Validation Accuracy: 0.966, Loss: 0.023 Epoch 62 Batch 519/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.026 Epoch 62 Batch 520/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.025 Epoch 62 Batch 521/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.018 Epoch 62 Batch 522/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.020 Epoch 62 Batch 523/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.020 Epoch 62 Batch 524/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.017 Epoch 62 Batch 525/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.030 Epoch 62 Batch 526/538 - Train Accuracy: 0.968, Validation Accuracy: 0.975, Loss: 0.017 Epoch 62 Batch 527/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.018 Epoch 62 Batch 528/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.017 Epoch 62 Batch 529/538 - Train Accuracy: 0.970, Validation Accuracy: 0.973, Loss: 0.022 Epoch 62 Batch 530/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.019 Epoch 62 Batch 531/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.023 Epoch 62 Batch 532/538 - Train Accuracy: 0.966, Validation Accuracy: 0.971, Loss: 0.017 Epoch 62 Batch 533/538 - Train Accuracy: 0.967, Validation Accuracy: 0.971, Loss: 0.021 Epoch 62 Batch 534/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.015 Epoch 62 Batch 535/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.021 Epoch 62 Batch 536/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.024 Epoch 63 Batch 0/538 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.021 Epoch 63 Batch 1/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.023 Epoch 63 Batch 2/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.021 Epoch 63 Batch 3/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.018 Epoch 63 Batch 4/538 - Train Accuracy: 0.982, Validation Accuracy: 0.971, Loss: 0.024 Epoch 63 Batch 5/538 - Train Accuracy: 0.970, Validation Accuracy: 0.971, Loss: 0.021 Epoch 63 Batch 6/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.020 Epoch 63 Batch 7/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.024 Epoch 63 Batch 8/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.021 Epoch 63 Batch 9/538 - Train Accuracy: 0.965, Validation Accuracy: 0.972, Loss: 0.020 Epoch 63 Batch 10/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.023 Epoch 63 Batch 11/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.022 Epoch 63 Batch 12/538 - Train Accuracy: 0.967, Validation Accuracy: 0.970, Loss: 0.020 Epoch 63 Batch 13/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.018 Epoch 63 Batch 14/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.016 Epoch 63 Batch 15/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.022 Epoch 63 Batch 16/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.022 Epoch 63 Batch 17/538 - Train Accuracy: 0.976, Validation Accuracy: 0.962, Loss: 0.023 Epoch 63 Batch 18/538 - Train Accuracy: 0.977, Validation Accuracy: 0.962, Loss: 0.022 Epoch 63 Batch 19/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.024 Epoch 63 Batch 20/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.020 Epoch 63 Batch 21/538 - Train Accuracy: 0.985, Validation Accuracy: 0.973, Loss: 0.011 Epoch 63 Batch 22/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.023 Epoch 63 Batch 23/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.025 Epoch 63 Batch 24/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.022 Epoch 63 Batch 25/538 - Train Accuracy: 0.968, Validation Accuracy: 0.971, Loss: 0.023 Epoch 63 Batch 26/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.031 Epoch 63 Batch 27/538 - Train Accuracy: 0.980, Validation Accuracy: 0.967, Loss: 0.015 Epoch 63 Batch 28/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.020 Epoch 63 Batch 29/538 - Train Accuracy: 0.967, Validation Accuracy: 0.964, Loss: 0.016 Epoch 63 Batch 30/538 - Train Accuracy: 0.965, Validation Accuracy: 0.967, Loss: 0.024 Epoch 63 Batch 31/538 - Train Accuracy: 0.980, Validation Accuracy: 0.968, Loss: 0.014 Epoch 63 Batch 32/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.015 Epoch 63 Batch 33/538 - Train Accuracy: 0.968, Validation Accuracy: 0.971, Loss: 0.029 Epoch 63 Batch 34/538 - Train Accuracy: 0.959, Validation Accuracy: 0.972, Loss: 0.025 Epoch 63 Batch 35/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.015 Epoch 63 Batch 36/538 - Train Accuracy: 0.969, Validation Accuracy: 0.971, Loss: 0.019 Epoch 63 Batch 37/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.022 Epoch 63 Batch 38/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.018 Epoch 63 Batch 39/538 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.018 Epoch 63 Batch 40/538 - Train Accuracy: 0.984, Validation Accuracy: 0.973, Loss: 0.013 Epoch 63 Batch 41/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.017 Epoch 63 Batch 42/538 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.016 Epoch 63 Batch 43/538 - Train Accuracy: 0.967, Validation Accuracy: 0.973, Loss: 0.025 Epoch 63 Batch 44/538 - Train Accuracy: 0.981, Validation Accuracy: 0.966, Loss: 0.015 Epoch 63 Batch 45/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.019 Epoch 63 Batch 46/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.014 Epoch 63 Batch 47/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.019 Epoch 63 Batch 48/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.022 Epoch 63 Batch 49/538 - Train Accuracy: 0.963, Validation Accuracy: 0.968, Loss: 0.024 Epoch 63 Batch 50/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.020 Epoch 63 Batch 51/538 - Train Accuracy: 0.966, Validation Accuracy: 0.972, Loss: 0.025 Epoch 63 Batch 52/538 - Train Accuracy: 0.973, Validation Accuracy: 0.975, Loss: 0.020 Epoch 63 Batch 53/538 - Train Accuracy: 0.967, Validation Accuracy: 0.972, Loss: 0.020 Epoch 63 Batch 54/538 - Train Accuracy: 0.982, Validation Accuracy: 0.970, Loss: 0.015 Epoch 63 Batch 55/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.021 Epoch 63 Batch 56/538 - Train Accuracy: 0.968, Validation Accuracy: 0.970, Loss: 0.017 Epoch 63 Batch 57/538 - Train Accuracy: 0.965, Validation Accuracy: 0.971, Loss: 0.029 Epoch 63 Batch 58/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.016 Epoch 63 Batch 59/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.021 Epoch 63 Batch 60/538 - Train Accuracy: 0.983, Validation Accuracy: 0.974, Loss: 0.018 Epoch 63 Batch 61/538 - Train Accuracy: 0.969, Validation Accuracy: 0.974, Loss: 0.019 Epoch 63 Batch 62/538 - Train Accuracy: 0.969, Validation Accuracy: 0.974, Loss: 0.022 Epoch 63 Batch 63/538 - Train Accuracy: 0.975, Validation Accuracy: 0.976, Loss: 0.017 Epoch 63 Batch 64/538 - Train Accuracy: 0.963, Validation Accuracy: 0.976, Loss: 0.018 Epoch 63 Batch 65/538 - Train Accuracy: 0.967, Validation Accuracy: 0.975, Loss: 0.024 Epoch 63 Batch 66/538 - Train Accuracy: 0.977, Validation Accuracy: 0.975, Loss: 0.015 Epoch 63 Batch 67/538 - Train Accuracy: 0.985, Validation Accuracy: 0.975, Loss: 0.017 Epoch 63 Batch 68/538 - Train Accuracy: 0.968, Validation Accuracy: 0.972, Loss: 0.017 Epoch 63 Batch 69/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.018 Epoch 63 Batch 70/538 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.021 Epoch 63 Batch 71/538 - Train Accuracy: 0.983, Validation Accuracy: 0.970, Loss: 0.025 Epoch 63 Batch 72/538 - Train Accuracy: 0.967, Validation Accuracy: 0.967, Loss: 0.037 Epoch 63 Batch 73/538 - Train Accuracy: 0.967, Validation Accuracy: 0.967, Loss: 0.019 Epoch 63 Batch 74/538 - Train Accuracy: 0.979, Validation Accuracy: 0.967, Loss: 0.018 Epoch 63 Batch 75/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.018 Epoch 63 Batch 76/538 - Train Accuracy: 0.978, Validation Accuracy: 0.965, Loss: 0.021 Epoch 63 Batch 77/538 - Train Accuracy: 0.960, Validation Accuracy: 0.965, Loss: 0.018 Epoch 63 Batch 78/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.020 Epoch 63 Batch 79/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.018 Epoch 63 Batch 80/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.018 Epoch 63 Batch 81/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.024 Epoch 63 Batch 82/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.020 Epoch 63 Batch 83/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.015 Epoch 63 Batch 84/538 - Train Accuracy: 0.965, Validation Accuracy: 0.969, Loss: 0.025 Epoch 63 Batch 85/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.019 Epoch 63 Batch 86/538 - Train Accuracy: 0.983, Validation Accuracy: 0.968, Loss: 0.016 Epoch 63 Batch 87/538 - Train Accuracy: 0.964, Validation Accuracy: 0.968, Loss: 0.023 Epoch 63 Batch 88/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.019 Epoch 63 Batch 89/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.019 Epoch 63 Batch 90/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.022 Epoch 63 Batch 91/538 - Train Accuracy: 0.968, Validation Accuracy: 0.967, Loss: 0.019 Epoch 63 Batch 92/538 - Train Accuracy: 0.964, Validation Accuracy: 0.967, Loss: 0.022 Epoch 63 Batch 93/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.018 Epoch 63 Batch 94/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.025 Epoch 63 Batch 95/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.015 Epoch 63 Batch 96/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.018 Epoch 63 Batch 97/538 - Train Accuracy: 0.970, Validation Accuracy: 0.973, Loss: 0.016 Epoch 63 Batch 98/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.016 Epoch 63 Batch 99/538 - Train Accuracy: 0.981, Validation Accuracy: 0.975, Loss: 0.013 Epoch 63 Batch 100/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.016 Epoch 63 Batch 101/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.021 Epoch 63 Batch 102/538 - Train Accuracy: 0.969, Validation Accuracy: 0.974, Loss: 0.026 Epoch 63 Batch 103/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.016 Epoch 63 Batch 104/538 - Train Accuracy: 0.973, Validation Accuracy: 0.975, Loss: 0.015 Epoch 63 Batch 105/538 - Train Accuracy: 0.971, Validation Accuracy: 0.975, Loss: 0.014 Epoch 63 Batch 106/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.014 Epoch 63 Batch 107/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.023 Epoch 63 Batch 108/538 - Train Accuracy: 0.984, Validation Accuracy: 0.973, Loss: 0.018 Epoch 63 Batch 109/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.019 Epoch 63 Batch 110/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.015 Epoch 63 Batch 111/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.021 Epoch 63 Batch 112/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.021 Epoch 63 Batch 113/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.026 Epoch 63 Batch 114/538 - Train Accuracy: 0.979, Validation Accuracy: 0.966, Loss: 0.016 Epoch 63 Batch 115/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.021 Epoch 63 Batch 116/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.022 Epoch 63 Batch 117/538 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.019 Epoch 63 Batch 118/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.016 Epoch 63 Batch 119/538 - Train Accuracy: 0.983, Validation Accuracy: 0.972, Loss: 0.015 Epoch 63 Batch 120/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.015 Epoch 63 Batch 121/538 - Train Accuracy: 0.966, Validation Accuracy: 0.970, Loss: 0.023 Epoch 63 Batch 122/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.021 Epoch 63 Batch 123/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.013 Epoch 63 Batch 124/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.017 Epoch 63 Batch 125/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.027 Epoch 63 Batch 126/538 - Train Accuracy: 0.960, Validation Accuracy: 0.972, Loss: 0.026 Epoch 63 Batch 127/538 - Train Accuracy: 0.964, Validation Accuracy: 0.972, Loss: 0.026 Epoch 63 Batch 128/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.016 Epoch 63 Batch 129/538 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.014 Epoch 63 Batch 130/538 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.019 Epoch 63 Batch 131/538 - Train Accuracy: 0.982, Validation Accuracy: 0.967, Loss: 0.018 Epoch 63 Batch 132/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.013 Epoch 63 Batch 133/538 - Train Accuracy: 0.964, Validation Accuracy: 0.965, Loss: 0.022 Epoch 63 Batch 134/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.028 Epoch 63 Batch 135/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.033 Epoch 63 Batch 136/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.016 Epoch 63 Batch 137/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.019 Epoch 63 Batch 138/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.021 Epoch 63 Batch 139/538 - Train Accuracy: 0.973, Validation Accuracy: 0.963, Loss: 0.019 Epoch 63 Batch 140/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.026 Epoch 63 Batch 141/538 - Train Accuracy: 0.974, Validation Accuracy: 0.963, Loss: 0.030 Epoch 63 Batch 142/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.021 Epoch 63 Batch 143/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.024 Epoch 63 Batch 144/538 - Train Accuracy: 0.981, Validation Accuracy: 0.968, Loss: 0.026 Epoch 63 Batch 145/538 - Train Accuracy: 0.964, Validation Accuracy: 0.968, Loss: 0.023 Epoch 63 Batch 146/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.016 Epoch 63 Batch 147/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.023 Epoch 63 Batch 148/538 - Train Accuracy: 0.968, Validation Accuracy: 0.970, Loss: 0.024 Epoch 63 Batch 149/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.015 Epoch 63 Batch 150/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.017 Epoch 63 Batch 151/538 - Train Accuracy: 0.966, Validation Accuracy: 0.971, Loss: 0.024 Epoch 63 Batch 152/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.023 Epoch 63 Batch 153/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.020 Epoch 63 Batch 154/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.014 Epoch 63 Batch 155/538 - Train Accuracy: 0.970, Validation Accuracy: 0.964, Loss: 0.019 Epoch 63 Batch 156/538 - Train Accuracy: 0.980, Validation Accuracy: 0.962, Loss: 0.020 Epoch 63 Batch 157/538 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.020 Epoch 63 Batch 158/538 - Train Accuracy: 0.984, Validation Accuracy: 0.964, Loss: 0.021 Epoch 63 Batch 159/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.021 Epoch 63 Batch 160/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.016 Epoch 63 Batch 161/538 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.020 Epoch 63 Batch 162/538 - Train Accuracy: 0.983, Validation Accuracy: 0.966, Loss: 0.020 Epoch 63 Batch 163/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.025 Epoch 63 Batch 164/538 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.018 Epoch 63 Batch 165/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.016 Epoch 63 Batch 166/538 - Train Accuracy: 0.978, Validation Accuracy: 0.967, Loss: 0.016 Epoch 63 Batch 167/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.034 Epoch 63 Batch 168/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.020 Epoch 63 Batch 169/538 - Train Accuracy: 0.983, Validation Accuracy: 0.968, Loss: 0.015 Epoch 63 Batch 170/538 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.019 Epoch 63 Batch 171/538 - Train Accuracy: 0.965, Validation Accuracy: 0.967, Loss: 0.019 Epoch 63 Batch 172/538 - Train Accuracy: 0.978, Validation Accuracy: 0.967, Loss: 0.018 Epoch 63 Batch 173/538 - Train Accuracy: 0.978, Validation Accuracy: 0.964, Loss: 0.012 Epoch 63 Batch 174/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.018 Epoch 63 Batch 175/538 - Train Accuracy: 0.978, Validation Accuracy: 0.962, Loss: 0.023 Epoch 63 Batch 176/538 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.018 Epoch 63 Batch 177/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.020 Epoch 63 Batch 178/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.019 Epoch 63 Batch 179/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.019 Epoch 63 Batch 180/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.018 Epoch 63 Batch 181/538 - Train Accuracy: 0.963, Validation Accuracy: 0.972, Loss: 0.022 Epoch 63 Batch 182/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.015 Epoch 63 Batch 183/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.017 Epoch 63 Batch 184/538 - Train Accuracy: 0.967, Validation Accuracy: 0.970, Loss: 0.020 Epoch 63 Batch 185/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.017 Epoch 63 Batch 186/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.016 Epoch 63 Batch 187/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.017 Epoch 63 Batch 188/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.020 Epoch 63 Batch 189/538 - Train Accuracy: 0.981, Validation Accuracy: 0.965, Loss: 0.021 Epoch 63 Batch 190/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.025 Epoch 63 Batch 191/538 - Train Accuracy: 0.978, Validation Accuracy: 0.966, Loss: 0.018 Epoch 63 Batch 192/538 - Train Accuracy: 0.973, Validation Accuracy: 0.963, Loss: 0.016 Epoch 63 Batch 193/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.019 Epoch 63 Batch 194/538 - Train Accuracy: 0.963, Validation Accuracy: 0.963, Loss: 0.024 Epoch 63 Batch 195/538 - Train Accuracy: 0.978, Validation Accuracy: 0.962, Loss: 0.025 Epoch 63 Batch 196/538 - Train Accuracy: 0.963, Validation Accuracy: 0.969, Loss: 0.018 Epoch 63 Batch 197/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.026 Epoch 63 Batch 198/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.023 Epoch 63 Batch 199/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.021 Epoch 63 Batch 200/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.017 Epoch 63 Batch 201/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.028 Epoch 63 Batch 202/538 - Train Accuracy: 0.976, Validation Accuracy: 0.965, Loss: 0.019 Epoch 63 Batch 203/538 - Train Accuracy: 0.970, Validation Accuracy: 0.964, Loss: 0.023 Epoch 63 Batch 204/538 - Train Accuracy: 0.961, Validation Accuracy: 0.963, Loss: 0.036 Epoch 63 Batch 205/538 - Train Accuracy: 0.973, Validation Accuracy: 0.963, Loss: 0.023 Epoch 63 Batch 206/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.018 Epoch 63 Batch 207/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.026 Epoch 63 Batch 208/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.021 Epoch 63 Batch 209/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.019 Epoch 63 Batch 210/538 - Train Accuracy: 0.978, Validation Accuracy: 0.966, Loss: 0.025 Epoch 63 Batch 211/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.019 Epoch 63 Batch 212/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.017 Epoch 63 Batch 213/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.016 Epoch 63 Batch 214/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.015 Epoch 63 Batch 215/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.020 Epoch 63 Batch 216/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.019 Epoch 63 Batch 217/538 - Train Accuracy: 0.970, Validation Accuracy: 0.973, Loss: 0.024 Epoch 63 Batch 218/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.020 Epoch 63 Batch 219/538 - Train Accuracy: 0.967, Validation Accuracy: 0.973, Loss: 0.022 Epoch 63 Batch 220/538 - Train Accuracy: 0.957, Validation Accuracy: 0.973, Loss: 0.020 Epoch 63 Batch 221/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.015 Epoch 63 Batch 222/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.015 Epoch 63 Batch 223/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.021 Epoch 63 Batch 224/538 - Train Accuracy: 0.970, Validation Accuracy: 0.960, Loss: 0.020 Epoch 63 Batch 225/538 - Train Accuracy: 0.974, Validation Accuracy: 0.960, Loss: 0.017 Epoch 63 Batch 226/538 - Train Accuracy: 0.964, Validation Accuracy: 0.958, Loss: 0.025 Epoch 63 Batch 227/538 - Train Accuracy: 0.974, Validation Accuracy: 0.960, Loss: 0.024 Epoch 63 Batch 228/538 - Train Accuracy: 0.967, Validation Accuracy: 0.960, Loss: 0.020 Epoch 63 Batch 229/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.023 Epoch 63 Batch 230/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.019 Epoch 63 Batch 231/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.022 Epoch 63 Batch 232/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.017 Epoch 63 Batch 233/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.021 Epoch 63 Batch 234/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.019 Epoch 63 Batch 235/538 - Train Accuracy: 0.974, Validation Accuracy: 0.963, Loss: 0.016 Epoch 63 Batch 236/538 - Train Accuracy: 0.980, Validation Accuracy: 0.963, Loss: 0.015 Epoch 63 Batch 237/538 - Train Accuracy: 0.961, Validation Accuracy: 0.965, Loss: 0.016 Epoch 63 Batch 238/538 - Train Accuracy: 0.982, Validation Accuracy: 0.966, Loss: 0.018 Epoch 63 Batch 239/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.020 Epoch 63 Batch 240/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.020 Epoch 63 Batch 241/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.018 Epoch 63 Batch 242/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.019 Epoch 63 Batch 243/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.018 Epoch 63 Batch 244/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.017 Epoch 63 Batch 245/538 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.027 Epoch 63 Batch 246/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.014 Epoch 63 Batch 247/538 - Train Accuracy: 0.966, Validation Accuracy: 0.970, Loss: 0.020 Epoch 63 Batch 248/538 - Train Accuracy: 0.966, Validation Accuracy: 0.971, Loss: 0.020 Epoch 63 Batch 249/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.013 Epoch 63 Batch 250/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.020 Epoch 63 Batch 251/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.018 Epoch 63 Batch 252/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.016 Epoch 63 Batch 253/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.015 Epoch 63 Batch 254/538 - Train Accuracy: 0.967, Validation Accuracy: 0.970, Loss: 0.021 Epoch 63 Batch 255/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.019 Epoch 63 Batch 256/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.022 Epoch 63 Batch 257/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.017 Epoch 63 Batch 258/538 - Train Accuracy: 0.983, Validation Accuracy: 0.973, Loss: 0.023 Epoch 63 Batch 259/538 - Train Accuracy: 0.980, Validation Accuracy: 0.976, Loss: 0.016 Epoch 63 Batch 260/538 - Train Accuracy: 0.968, Validation Accuracy: 0.978, Loss: 0.018 Epoch 63 Batch 261/538 - Train Accuracy: 0.975, Validation Accuracy: 0.978, Loss: 0.021 Epoch 63 Batch 262/538 - Train Accuracy: 0.977, Validation Accuracy: 0.976, Loss: 0.019 Epoch 63 Batch 263/538 - Train Accuracy: 0.975, Validation Accuracy: 0.976, Loss: 0.017 Epoch 63 Batch 264/538 - Train Accuracy: 0.974, Validation Accuracy: 0.975, Loss: 0.025 Epoch 63 Batch 265/538 - Train Accuracy: 0.967, Validation Accuracy: 0.973, Loss: 0.023 Epoch 63 Batch 266/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.020 Epoch 63 Batch 267/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.026 Epoch 63 Batch 268/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.016 Epoch 63 Batch 269/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.019 Epoch 63 Batch 270/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.020 Epoch 63 Batch 271/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.017 Epoch 63 Batch 272/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.023 Epoch 63 Batch 273/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.021 Epoch 63 Batch 274/538 - Train Accuracy: 0.959, Validation Accuracy: 0.972, Loss: 0.019 Epoch 63 Batch 275/538 - Train Accuracy: 0.968, Validation Accuracy: 0.970, Loss: 0.028 Epoch 63 Batch 276/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.025 Epoch 63 Batch 277/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.015 Epoch 63 Batch 278/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.016 Epoch 63 Batch 279/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.023 Epoch 63 Batch 280/538 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.013 Epoch 63 Batch 281/538 - Train Accuracy: 0.968, Validation Accuracy: 0.973, Loss: 0.023 Epoch 63 Batch 282/538 - Train Accuracy: 0.975, Validation Accuracy: 0.975, Loss: 0.019 Epoch 63 Batch 283/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.021 Epoch 63 Batch 284/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.025 Epoch 63 Batch 285/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.015 Epoch 63 Batch 286/538 - Train Accuracy: 0.966, Validation Accuracy: 0.968, Loss: 0.022 Epoch 63 Batch 287/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.013 Epoch 63 Batch 288/538 - Train Accuracy: 0.966, Validation Accuracy: 0.968, Loss: 0.023 Epoch 63 Batch 289/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.016 Epoch 63 Batch 290/538 - Train Accuracy: 0.978, Validation Accuracy: 0.977, Loss: 0.014 Epoch 63 Batch 291/538 - Train Accuracy: 0.974, Validation Accuracy: 0.979, Loss: 0.020 Epoch 63 Batch 292/538 - Train Accuracy: 0.981, Validation Accuracy: 0.975, Loss: 0.011 Epoch 63 Batch 293/538 - Train Accuracy: 0.956, Validation Accuracy: 0.977, Loss: 0.017 Epoch 63 Batch 294/538 - Train Accuracy: 0.976, Validation Accuracy: 0.977, Loss: 0.017 Epoch 63 Batch 295/538 - Train Accuracy: 0.978, Validation Accuracy: 0.977, Loss: 0.017 Epoch 63 Batch 296/538 - Train Accuracy: 0.967, Validation Accuracy: 0.977, Loss: 0.026 Epoch 63 Batch 297/538 - Train Accuracy: 0.983, Validation Accuracy: 0.977, Loss: 0.017 Epoch 63 Batch 298/538 - Train Accuracy: 0.975, Validation Accuracy: 0.977, Loss: 0.017 Epoch 63 Batch 299/538 - Train Accuracy: 0.975, Validation Accuracy: 0.977, Loss: 0.027 Epoch 63 Batch 300/538 - Train Accuracy: 0.981, Validation Accuracy: 0.975, Loss: 0.019 Epoch 63 Batch 301/538 - Train Accuracy: 0.968, Validation Accuracy: 0.974, Loss: 0.021 Epoch 63 Batch 302/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.021 Epoch 63 Batch 303/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.021 Epoch 63 Batch 304/538 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.021 Epoch 63 Batch 305/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.017 Epoch 63 Batch 306/538 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.022 Epoch 63 Batch 307/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.019 Epoch 63 Batch 308/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.018 Epoch 63 Batch 309/538 - Train Accuracy: 0.973, Validation Accuracy: 0.979, Loss: 0.015 Epoch 63 Batch 310/538 - Train Accuracy: 0.976, Validation Accuracy: 0.979, Loss: 0.025 Epoch 63 Batch 311/538 - Train Accuracy: 0.974, Validation Accuracy: 0.977, Loss: 0.021 Epoch 63 Batch 312/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.019 Epoch 63 Batch 313/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.018 Epoch 63 Batch 314/538 - Train Accuracy: 0.981, Validation Accuracy: 0.977, Loss: 0.019 Epoch 63 Batch 315/538 - Train Accuracy: 0.980, Validation Accuracy: 0.977, Loss: 0.017 Epoch 63 Batch 316/538 - Train Accuracy: 0.971, Validation Accuracy: 0.977, Loss: 0.020 Epoch 63 Batch 317/538 - Train Accuracy: 0.980, Validation Accuracy: 0.977, Loss: 0.018 Epoch 63 Batch 318/538 - Train Accuracy: 0.983, Validation Accuracy: 0.977, Loss: 0.018 Epoch 63 Batch 319/538 - Train Accuracy: 0.977, Validation Accuracy: 0.977, Loss: 0.024 Epoch 63 Batch 320/538 - Train Accuracy: 0.973, Validation Accuracy: 0.976, Loss: 0.021 Epoch 63 Batch 321/538 - Train Accuracy: 0.970, Validation Accuracy: 0.979, Loss: 0.014 Epoch 63 Batch 322/538 - Train Accuracy: 0.978, Validation Accuracy: 0.979, Loss: 0.017 Epoch 63 Batch 323/538 - Train Accuracy: 0.976, Validation Accuracy: 0.976, Loss: 0.018 Epoch 63 Batch 324/538 - Train Accuracy: 0.978, Validation Accuracy: 0.977, Loss: 0.017 Epoch 63 Batch 325/538 - Train Accuracy: 0.981, Validation Accuracy: 0.977, Loss: 0.018 Epoch 63 Batch 326/538 - Train Accuracy: 0.972, Validation Accuracy: 0.977, Loss: 0.018 Epoch 63 Batch 327/538 - Train Accuracy: 0.977, Validation Accuracy: 0.977, Loss: 0.019 Epoch 63 Batch 328/538 - Train Accuracy: 0.978, Validation Accuracy: 0.977, Loss: 0.014 Epoch 63 Batch 329/538 - Train Accuracy: 0.980, Validation Accuracy: 0.977, Loss: 0.016 Epoch 63 Batch 330/538 - Train Accuracy: 0.978, Validation Accuracy: 0.977, Loss: 0.018 Epoch 63 Batch 331/538 - Train Accuracy: 0.975, Validation Accuracy: 0.975, Loss: 0.017 Epoch 63 Batch 332/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.024 Epoch 63 Batch 333/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.019 Epoch 63 Batch 334/538 - Train Accuracy: 0.982, Validation Accuracy: 0.977, Loss: 0.015 Epoch 63 Batch 335/538 - Train Accuracy: 0.979, Validation Accuracy: 0.977, Loss: 0.018 Epoch 63 Batch 336/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.017 Epoch 63 Batch 337/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.019 Epoch 63 Batch 338/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.017 Epoch 63 Batch 339/538 - Train Accuracy: 0.974, Validation Accuracy: 0.974, Loss: 0.016 Epoch 63 Batch 340/538 - Train Accuracy: 0.970, Validation Accuracy: 0.976, Loss: 0.018 Epoch 63 Batch 341/538 - Train Accuracy: 0.968, Validation Accuracy: 0.976, Loss: 0.022 Epoch 63 Batch 342/538 - Train Accuracy: 0.975, Validation Accuracy: 0.977, Loss: 0.022 Epoch 63 Batch 343/538 - Train Accuracy: 0.981, Validation Accuracy: 0.976, Loss: 0.019 Epoch 63 Batch 344/538 - Train Accuracy: 0.970, Validation Accuracy: 0.976, Loss: 0.018 Epoch 63 Batch 345/538 - Train Accuracy: 0.982, Validation Accuracy: 0.974, Loss: 0.021 Epoch 63 Batch 346/538 - Train Accuracy: 0.977, Validation Accuracy: 0.976, Loss: 0.022 Epoch 63 Batch 347/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.014 Epoch 63 Batch 348/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.016 Epoch 63 Batch 349/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.015 Epoch 63 Batch 350/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.025 Epoch 63 Batch 351/538 - Train Accuracy: 0.962, Validation Accuracy: 0.968, Loss: 0.026 Epoch 63 Batch 352/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.036 Epoch 63 Batch 353/538 - Train Accuracy: 0.967, Validation Accuracy: 0.968, Loss: 0.017 Epoch 63 Batch 354/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.016 Epoch 63 Batch 355/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.019 Epoch 63 Batch 356/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.017 Epoch 63 Batch 357/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.022 Epoch 63 Batch 358/538 - Train Accuracy: 0.981, Validation Accuracy: 0.968, Loss: 0.016 Epoch 63 Batch 359/538 - Train Accuracy: 0.981, Validation Accuracy: 0.968, Loss: 0.022 Epoch 63 Batch 360/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.015 Epoch 63 Batch 361/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.019 Epoch 63 Batch 362/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.016 Epoch 63 Batch 363/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.020 Epoch 63 Batch 364/538 - Train Accuracy: 0.966, Validation Accuracy: 0.974, Loss: 0.027 Epoch 63 Batch 365/538 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.016 Epoch 63 Batch 366/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.017 Epoch 63 Batch 367/538 - Train Accuracy: 0.982, Validation Accuracy: 0.970, Loss: 0.015 Epoch 63 Batch 368/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.018 Epoch 63 Batch 369/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.018 Epoch 63 Batch 370/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.023 Epoch 63 Batch 371/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.018 Epoch 63 Batch 372/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.023 Epoch 63 Batch 373/538 - Train Accuracy: 0.965, Validation Accuracy: 0.972, Loss: 0.017 Epoch 63 Batch 374/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.019 Epoch 63 Batch 375/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.016 Epoch 63 Batch 376/538 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.019 Epoch 63 Batch 377/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.023 Epoch 63 Batch 378/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.014 Epoch 63 Batch 379/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.017 Epoch 63 Batch 380/538 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.014 Epoch 63 Batch 381/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.016 Epoch 63 Batch 382/538 - Train Accuracy: 0.963, Validation Accuracy: 0.972, Loss: 0.021 Epoch 63 Batch 383/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.019 Epoch 63 Batch 384/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.018 Epoch 63 Batch 385/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.018 Epoch 63 Batch 386/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.020 Epoch 63 Batch 387/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.016 Epoch 63 Batch 388/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.017 Epoch 63 Batch 389/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.020 Epoch 63 Batch 390/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.015 Epoch 63 Batch 391/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.019 Epoch 63 Batch 392/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.019 Epoch 63 Batch 393/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.018 Epoch 63 Batch 394/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.025 Epoch 63 Batch 395/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.018 Epoch 63 Batch 396/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.016 Epoch 63 Batch 397/538 - Train Accuracy: 0.980, Validation Accuracy: 0.968, Loss: 0.021 Epoch 63 Batch 398/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.016 Epoch 63 Batch 399/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.014 Epoch 63 Batch 400/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.020 Epoch 63 Batch 401/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.014 Epoch 63 Batch 402/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.018 Epoch 63 Batch 403/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.024 Epoch 63 Batch 404/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.023 Epoch 63 Batch 405/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.018 Epoch 63 Batch 406/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.027 Epoch 63 Batch 407/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.020 Epoch 63 Batch 408/538 - Train Accuracy: 0.961, Validation Accuracy: 0.969, Loss: 0.023 Epoch 63 Batch 409/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.017 Epoch 63 Batch 410/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.021 Epoch 63 Batch 411/538 - Train Accuracy: 0.982, Validation Accuracy: 0.967, Loss: 0.015 Epoch 63 Batch 412/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.010 Epoch 63 Batch 413/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.015 Epoch 63 Batch 414/538 - Train Accuracy: 0.966, Validation Accuracy: 0.971, Loss: 0.032 Epoch 63 Batch 415/538 - Train Accuracy: 0.968, Validation Accuracy: 0.971, Loss: 0.021 Epoch 63 Batch 416/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.020 Epoch 63 Batch 417/538 - Train Accuracy: 0.978, Validation Accuracy: 0.978, Loss: 0.015 Epoch 63 Batch 418/538 - Train Accuracy: 0.973, Validation Accuracy: 0.975, Loss: 0.026 Epoch 63 Batch 419/538 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.019 Epoch 63 Batch 420/538 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.020 Epoch 63 Batch 421/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.014 Epoch 63 Batch 422/538 - Train Accuracy: 0.980, Validation Accuracy: 0.976, Loss: 0.016 Epoch 63 Batch 423/538 - Train Accuracy: 0.983, Validation Accuracy: 0.976, Loss: 0.020 Epoch 63 Batch 424/538 - Train Accuracy: 0.975, Validation Accuracy: 0.976, Loss: 0.027 Epoch 63 Batch 425/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.033 Epoch 63 Batch 426/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.019 Epoch 63 Batch 427/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.020 Epoch 63 Batch 428/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.018 Epoch 63 Batch 429/538 - Train Accuracy: 0.984, Validation Accuracy: 0.966, Loss: 0.018 Epoch 63 Batch 430/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.023 Epoch 63 Batch 431/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.019 Epoch 63 Batch 432/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.019 Epoch 63 Batch 433/538 - Train Accuracy: 0.965, Validation Accuracy: 0.965, Loss: 0.037 Epoch 63 Batch 434/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.021 Epoch 63 Batch 435/538 - Train Accuracy: 0.968, Validation Accuracy: 0.971, Loss: 0.020 Epoch 63 Batch 436/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.020 Epoch 63 Batch 437/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.019 Epoch 63 Batch 438/538 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.017 Epoch 63 Batch 439/538 - Train Accuracy: 0.985, Validation Accuracy: 0.972, Loss: 0.018 Epoch 63 Batch 440/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.025 Epoch 63 Batch 441/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.019 Epoch 63 Batch 442/538 - Train Accuracy: 0.967, Validation Accuracy: 0.973, Loss: 0.015 Epoch 63 Batch 443/538 - Train Accuracy: 0.968, Validation Accuracy: 0.970, Loss: 0.017 Epoch 63 Batch 444/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.022 Epoch 63 Batch 445/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.013 Epoch 63 Batch 446/538 - Train Accuracy: 0.979, Validation Accuracy: 0.966, Loss: 0.015 Epoch 63 Batch 447/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.015 Epoch 63 Batch 448/538 - Train Accuracy: 0.977, Validation Accuracy: 0.964, Loss: 0.014 Epoch 63 Batch 449/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.020 Epoch 63 Batch 450/538 - Train Accuracy: 0.959, Validation Accuracy: 0.969, Loss: 0.032 Epoch 63 Batch 451/538 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.018 Epoch 63 Batch 452/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.017 Epoch 63 Batch 453/538 - Train Accuracy: 0.966, Validation Accuracy: 0.972, Loss: 0.024 Epoch 63 Batch 454/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.028 Epoch 63 Batch 455/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.019 Epoch 63 Batch 456/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.031 Epoch 63 Batch 457/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.013 Epoch 63 Batch 458/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.017 Epoch 63 Batch 459/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.016 Epoch 63 Batch 460/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.024 Epoch 63 Batch 461/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.017 Epoch 63 Batch 462/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.022 Epoch 63 Batch 463/538 - Train Accuracy: 0.966, Validation Accuracy: 0.973, Loss: 0.023 Epoch 63 Batch 464/538 - Train Accuracy: 0.986, Validation Accuracy: 0.973, Loss: 0.015 Epoch 63 Batch 465/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.016 Epoch 63 Batch 466/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.017 Epoch 63 Batch 467/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.019 Epoch 63 Batch 468/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.029 Epoch 63 Batch 469/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.027 Epoch 63 Batch 470/538 - Train Accuracy: 0.966, Validation Accuracy: 0.970, Loss: 0.020 Epoch 63 Batch 471/538 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.014 Epoch 63 Batch 472/538 - Train Accuracy: 0.983, Validation Accuracy: 0.970, Loss: 0.013 Epoch 63 Batch 473/538 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.019 Epoch 63 Batch 474/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.014 Epoch 63 Batch 475/538 - Train Accuracy: 0.982, Validation Accuracy: 0.971, Loss: 0.016 Epoch 63 Batch 476/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.016 Epoch 63 Batch 477/538 - Train Accuracy: 0.969, Validation Accuracy: 0.974, Loss: 0.029 Epoch 63 Batch 478/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.015 Epoch 63 Batch 479/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.021 Epoch 63 Batch 480/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.017 Epoch 63 Batch 481/538 - Train Accuracy: 0.976, Validation Accuracy: 0.964, Loss: 0.019 Epoch 63 Batch 482/538 - Train Accuracy: 0.962, Validation Accuracy: 0.964, Loss: 0.017 Epoch 63 Batch 483/538 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.029 Epoch 63 Batch 484/538 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.020 Epoch 63 Batch 485/538 - Train Accuracy: 0.970, Validation Accuracy: 0.964, Loss: 0.020 Epoch 63 Batch 486/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.014 Epoch 63 Batch 487/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.018 Epoch 63 Batch 488/538 - Train Accuracy: 0.983, Validation Accuracy: 0.968, Loss: 0.015 Epoch 63 Batch 489/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.019 Epoch 63 Batch 490/538 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.021 Epoch 63 Batch 491/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.021 Epoch 63 Batch 492/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.017 Epoch 63 Batch 493/538 - Train Accuracy: 0.966, Validation Accuracy: 0.975, Loss: 0.018 Epoch 63 Batch 494/538 - Train Accuracy: 0.975, Validation Accuracy: 0.975, Loss: 0.025 Epoch 63 Batch 495/538 - Train Accuracy: 0.978, Validation Accuracy: 0.975, Loss: 0.026 Epoch 63 Batch 496/538 - Train Accuracy: 0.977, Validation Accuracy: 0.975, Loss: 0.017 Epoch 63 Batch 497/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.020 Epoch 63 Batch 498/538 - Train Accuracy: 0.974, Validation Accuracy: 0.975, Loss: 0.017 Epoch 63 Batch 499/538 - Train Accuracy: 0.963, Validation Accuracy: 0.971, Loss: 0.024 Epoch 63 Batch 500/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.013 Epoch 63 Batch 501/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.024 Epoch 63 Batch 502/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.012 Epoch 63 Batch 503/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.018 Epoch 63 Batch 504/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.016 Epoch 63 Batch 505/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.018 Epoch 63 Batch 506/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.016 Epoch 63 Batch 507/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.021 Epoch 63 Batch 508/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.019 Epoch 63 Batch 509/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.018 Epoch 63 Batch 510/538 - Train Accuracy: 0.970, Validation Accuracy: 0.974, Loss: 0.016 Epoch 63 Batch 511/538 - Train Accuracy: 0.972, Validation Accuracy: 0.976, Loss: 0.020 Epoch 63 Batch 512/538 - Train Accuracy: 0.973, Validation Accuracy: 0.977, Loss: 0.024 Epoch 63 Batch 513/538 - Train Accuracy: 0.973, Validation Accuracy: 0.977, Loss: 0.016 Epoch 63 Batch 514/538 - Train Accuracy: 0.974, Validation Accuracy: 0.977, Loss: 0.016 Epoch 63 Batch 515/538 - Train Accuracy: 0.965, Validation Accuracy: 0.975, Loss: 0.027 Epoch 63 Batch 516/538 - Train Accuracy: 0.962, Validation Accuracy: 0.975, Loss: 0.020 Epoch 63 Batch 517/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.016 Epoch 63 Batch 518/538 - Train Accuracy: 0.962, Validation Accuracy: 0.971, Loss: 0.024 Epoch 63 Batch 519/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.022 Epoch 63 Batch 520/538 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.024 Epoch 63 Batch 521/538 - Train Accuracy: 0.974, Validation Accuracy: 0.962, Loss: 0.020 Epoch 63 Batch 522/538 - Train Accuracy: 0.972, Validation Accuracy: 0.962, Loss: 0.022 Epoch 63 Batch 523/538 - Train Accuracy: 0.979, Validation Accuracy: 0.966, Loss: 0.018 Epoch 63 Batch 524/538 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.023 Epoch 63 Batch 525/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.024 Epoch 63 Batch 526/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.018 Epoch 63 Batch 527/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.015 Epoch 63 Batch 528/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.018 Epoch 63 Batch 529/538 - Train Accuracy: 0.964, Validation Accuracy: 0.968, Loss: 0.019 Epoch 63 Batch 530/538 - Train Accuracy: 0.981, Validation Accuracy: 0.968, Loss: 0.014 Epoch 63 Batch 531/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.023 Epoch 63 Batch 532/538 - Train Accuracy: 0.965, Validation Accuracy: 0.966, Loss: 0.017 Epoch 63 Batch 533/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.017 Epoch 63 Batch 534/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.013 Epoch 63 Batch 535/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.015 Epoch 63 Batch 536/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.024 Epoch 64 Batch 0/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.019 Epoch 64 Batch 1/538 - Train Accuracy: 0.981, Validation Accuracy: 0.964, Loss: 0.021 Epoch 64 Batch 2/538 - Train Accuracy: 0.979, Validation Accuracy: 0.966, Loss: 0.026 Epoch 64 Batch 3/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.018 Epoch 64 Batch 4/538 - Train Accuracy: 0.980, Validation Accuracy: 0.967, Loss: 0.019 Epoch 64 Batch 5/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.020 Epoch 64 Batch 6/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.021 Epoch 64 Batch 7/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.019 Epoch 64 Batch 8/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.013 Epoch 64 Batch 9/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.014 Epoch 64 Batch 10/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.017 Epoch 64 Batch 11/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.020 Epoch 64 Batch 12/538 - Train Accuracy: 0.965, Validation Accuracy: 0.971, Loss: 0.016 Epoch 64 Batch 13/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.019 Epoch 64 Batch 14/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.018 Epoch 64 Batch 15/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.022 Epoch 64 Batch 16/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.021 Epoch 64 Batch 17/538 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.017 Epoch 64 Batch 18/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.021 Epoch 64 Batch 19/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.017 Epoch 64 Batch 20/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.018 Epoch 64 Batch 21/538 - Train Accuracy: 0.983, Validation Accuracy: 0.970, Loss: 0.013 Epoch 64 Batch 22/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.020 Epoch 64 Batch 23/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.018 Epoch 64 Batch 24/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.024 Epoch 64 Batch 25/538 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.024 Epoch 64 Batch 26/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.026 Epoch 64 Batch 27/538 - Train Accuracy: 0.981, Validation Accuracy: 0.967, Loss: 0.012 Epoch 64 Batch 28/538 - Train Accuracy: 0.975, Validation Accuracy: 0.965, Loss: 0.021 Epoch 64 Batch 29/538 - Train Accuracy: 0.982, Validation Accuracy: 0.964, Loss: 0.013 Epoch 64 Batch 30/538 - Train Accuracy: 0.958, Validation Accuracy: 0.968, Loss: 0.022 Epoch 64 Batch 31/538 - Train Accuracy: 0.981, Validation Accuracy: 0.968, Loss: 0.014 Epoch 64 Batch 32/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.012 Epoch 64 Batch 33/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.027 Epoch 64 Batch 34/538 - Train Accuracy: 0.958, Validation Accuracy: 0.968, Loss: 0.025 Epoch 64 Batch 35/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.013 Epoch 64 Batch 36/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.018 Epoch 64 Batch 37/538 - Train Accuracy: 0.966, Validation Accuracy: 0.968, Loss: 0.024 Epoch 64 Batch 38/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.016 Epoch 64 Batch 39/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.018 Epoch 64 Batch 40/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.017 Epoch 64 Batch 41/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.015 Epoch 64 Batch 42/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.019 Epoch 64 Batch 43/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.026 Epoch 64 Batch 44/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.016 Epoch 64 Batch 45/538 - Train Accuracy: 0.981, Validation Accuracy: 0.968, Loss: 0.020 Epoch 64 Batch 46/538 - Train Accuracy: 0.980, Validation Accuracy: 0.966, Loss: 0.014 Epoch 64 Batch 47/538 - Train Accuracy: 0.978, Validation Accuracy: 0.966, Loss: 0.021 Epoch 64 Batch 48/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.029 Epoch 64 Batch 49/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.019 Epoch 64 Batch 50/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.021 Epoch 64 Batch 51/538 - Train Accuracy: 0.968, Validation Accuracy: 0.973, Loss: 0.027 Epoch 64 Batch 52/538 - Train Accuracy: 0.964, Validation Accuracy: 0.973, Loss: 0.021 Epoch 64 Batch 53/538 - Train Accuracy: 0.968, Validation Accuracy: 0.973, Loss: 0.019 Epoch 64 Batch 54/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.019 Epoch 64 Batch 55/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.016 Epoch 64 Batch 56/538 - Train Accuracy: 0.968, Validation Accuracy: 0.967, Loss: 0.021 Epoch 64 Batch 57/538 - Train Accuracy: 0.959, Validation Accuracy: 0.971, Loss: 0.024 Epoch 64 Batch 58/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.014 Epoch 64 Batch 59/538 - Train Accuracy: 0.976, Validation Accuracy: 0.978, Loss: 0.018 Epoch 64 Batch 60/538 - Train Accuracy: 0.975, Validation Accuracy: 0.975, Loss: 0.018 Epoch 64 Batch 61/538 - Train Accuracy: 0.970, Validation Accuracy: 0.976, Loss: 0.016 Epoch 64 Batch 62/538 - Train Accuracy: 0.959, Validation Accuracy: 0.974, Loss: 0.025 Epoch 64 Batch 63/538 - Train Accuracy: 0.983, Validation Accuracy: 0.972, Loss: 0.020 Epoch 64 Batch 64/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.017 Epoch 64 Batch 65/538 - Train Accuracy: 0.965, Validation Accuracy: 0.970, Loss: 0.021 Epoch 64 Batch 66/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.018 Epoch 64 Batch 67/538 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.017 Epoch 64 Batch 68/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.022 Epoch 64 Batch 69/538 - Train Accuracy: 0.980, Validation Accuracy: 0.965, Loss: 0.017 Epoch 64 Batch 70/538 - Train Accuracy: 0.963, Validation Accuracy: 0.968, Loss: 0.019 Epoch 64 Batch 71/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.024 Epoch 64 Batch 72/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.041 Epoch 64 Batch 73/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.020 Epoch 64 Batch 74/538 - Train Accuracy: 0.987, Validation Accuracy: 0.972, Loss: 0.017 Epoch 64 Batch 75/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.019 Epoch 64 Batch 76/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.018 Epoch 64 Batch 77/538 - Train Accuracy: 0.967, Validation Accuracy: 0.972, Loss: 0.015 Epoch 64 Batch 78/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.020 Epoch 64 Batch 79/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.015 Epoch 64 Batch 80/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.017 Epoch 64 Batch 81/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.020 Epoch 64 Batch 82/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.021 Epoch 64 Batch 83/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.018 Epoch 64 Batch 84/538 - Train Accuracy: 0.964, Validation Accuracy: 0.970, Loss: 0.023 Epoch 64 Batch 85/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.015 Epoch 64 Batch 86/538 - Train Accuracy: 0.979, Validation Accuracy: 0.965, Loss: 0.016 Epoch 64 Batch 87/538 - Train Accuracy: 0.967, Validation Accuracy: 0.964, Loss: 0.018 Epoch 64 Batch 88/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.016 Epoch 64 Batch 89/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.021 Epoch 64 Batch 90/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.023 Epoch 64 Batch 91/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.021 Epoch 64 Batch 92/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.021 Epoch 64 Batch 93/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.014 Epoch 64 Batch 94/538 - Train Accuracy: 0.966, Validation Accuracy: 0.975, Loss: 0.017 Epoch 64 Batch 95/538 - Train Accuracy: 0.976, Validation Accuracy: 0.978, Loss: 0.017 Epoch 64 Batch 96/538 - Train Accuracy: 0.971, Validation Accuracy: 0.978, Loss: 0.016 Epoch 64 Batch 97/538 - Train Accuracy: 0.968, Validation Accuracy: 0.976, Loss: 0.015 Epoch 64 Batch 98/538 - Train Accuracy: 0.968, Validation Accuracy: 0.974, Loss: 0.025 Epoch 64 Batch 99/538 - Train Accuracy: 0.970, Validation Accuracy: 0.971, Loss: 0.020 Epoch 64 Batch 100/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.015 Epoch 64 Batch 101/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.027 Epoch 64 Batch 102/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.019 Epoch 64 Batch 103/538 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.021 Epoch 64 Batch 104/538 - Train Accuracy: 0.984, Validation Accuracy: 0.968, Loss: 0.015 Epoch 64 Batch 105/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.014 Epoch 64 Batch 106/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.012 Epoch 64 Batch 107/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.020 Epoch 64 Batch 108/538 - Train Accuracy: 0.982, Validation Accuracy: 0.969, Loss: 0.020 Epoch 64 Batch 109/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.018 Epoch 64 Batch 110/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.015 Epoch 64 Batch 111/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.014 Epoch 64 Batch 112/538 - Train Accuracy: 0.969, Validation Accuracy: 0.973, Loss: 0.021 Epoch 64 Batch 113/538 - Train Accuracy: 0.965, Validation Accuracy: 0.973, Loss: 0.022 Epoch 64 Batch 114/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.012 Epoch 64 Batch 115/538 - Train Accuracy: 0.982, Validation Accuracy: 0.968, Loss: 0.022 Epoch 64 Batch 116/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.026 Epoch 64 Batch 117/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.021 Epoch 64 Batch 118/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.013 Epoch 64 Batch 119/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.014 Epoch 64 Batch 120/538 - Train Accuracy: 0.972, Validation Accuracy: 0.977, Loss: 0.014 Epoch 64 Batch 121/538 - Train Accuracy: 0.974, Validation Accuracy: 0.980, Loss: 0.020 Epoch 64 Batch 122/538 - Train Accuracy: 0.970, Validation Accuracy: 0.979, Loss: 0.016 Epoch 64 Batch 123/538 - Train Accuracy: 0.971, Validation Accuracy: 0.979, Loss: 0.015 Epoch 64 Batch 124/538 - Train Accuracy: 0.979, Validation Accuracy: 0.979, Loss: 0.017 Epoch 64 Batch 125/538 - Train Accuracy: 0.971, Validation Accuracy: 0.979, Loss: 0.020 Epoch 64 Batch 126/538 - Train Accuracy: 0.963, Validation Accuracy: 0.978, Loss: 0.024 Epoch 64 Batch 127/538 - Train Accuracy: 0.967, Validation Accuracy: 0.979, Loss: 0.028 Epoch 64 Batch 128/538 - Train Accuracy: 0.972, Validation Accuracy: 0.979, Loss: 0.016 Epoch 64 Batch 129/538 - Train Accuracy: 0.983, Validation Accuracy: 0.979, Loss: 0.013 Epoch 64 Batch 130/538 - Train Accuracy: 0.974, Validation Accuracy: 0.979, Loss: 0.014 Epoch 64 Batch 131/538 - Train Accuracy: 0.982, Validation Accuracy: 0.979, Loss: 0.020 Epoch 64 Batch 132/538 - Train Accuracy: 0.972, Validation Accuracy: 0.977, Loss: 0.018 Epoch 64 Batch 133/538 - Train Accuracy: 0.964, Validation Accuracy: 0.974, Loss: 0.021 Epoch 64 Batch 134/538 - Train Accuracy: 0.971, Validation Accuracy: 0.975, Loss: 0.023 Epoch 64 Batch 135/538 - Train Accuracy: 0.969, Validation Accuracy: 0.973, Loss: 0.030 Epoch 64 Batch 136/538 - Train Accuracy: 0.969, Validation Accuracy: 0.971, Loss: 0.018 Epoch 64 Batch 137/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.027 Epoch 64 Batch 138/538 - Train Accuracy: 0.966, Validation Accuracy: 0.971, Loss: 0.024 Epoch 64 Batch 139/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.023 Epoch 64 Batch 140/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.023 Epoch 64 Batch 141/538 - Train Accuracy: 0.968, Validation Accuracy: 0.976, Loss: 0.024 Epoch 64 Batch 142/538 - Train Accuracy: 0.976, Validation Accuracy: 0.975, Loss: 0.022 Epoch 64 Batch 143/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.027 Epoch 64 Batch 144/538 - Train Accuracy: 0.978, Validation Accuracy: 0.977, Loss: 0.024 Epoch 64 Batch 145/538 - Train Accuracy: 0.968, Validation Accuracy: 0.977, Loss: 0.026 Epoch 64 Batch 146/538 - Train Accuracy: 0.976, Validation Accuracy: 0.977, Loss: 0.017 Epoch 64 Batch 147/538 - Train Accuracy: 0.979, Validation Accuracy: 0.979, Loss: 0.024 Epoch 64 Batch 148/538 - Train Accuracy: 0.964, Validation Accuracy: 0.980, Loss: 0.021 Epoch 64 Batch 149/538 - Train Accuracy: 0.978, Validation Accuracy: 0.975, Loss: 0.016 Epoch 64 Batch 150/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.014 Epoch 64 Batch 151/538 - Train Accuracy: 0.962, Validation Accuracy: 0.972, Loss: 0.023 Epoch 64 Batch 152/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.021 Epoch 64 Batch 153/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.020 Epoch 64 Batch 154/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.018 Epoch 64 Batch 155/538 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.018 Epoch 64 Batch 156/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.023 Epoch 64 Batch 157/538 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.016 Epoch 64 Batch 158/538 - Train Accuracy: 0.983, Validation Accuracy: 0.966, Loss: 0.017 Epoch 64 Batch 159/538 - Train Accuracy: 0.969, Validation Accuracy: 0.960, Loss: 0.020 Epoch 64 Batch 160/538 - Train Accuracy: 0.970, Validation Accuracy: 0.959, Loss: 0.015 Epoch 64 Batch 161/538 - Train Accuracy: 0.977, Validation Accuracy: 0.959, Loss: 0.019 Epoch 64 Batch 162/538 - Train Accuracy: 0.981, Validation Accuracy: 0.960, Loss: 0.017 Epoch 64 Batch 163/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.028 Epoch 64 Batch 164/538 - Train Accuracy: 0.981, Validation Accuracy: 0.965, Loss: 0.021 Epoch 64 Batch 165/538 - Train Accuracy: 0.978, Validation Accuracy: 0.963, Loss: 0.016 Epoch 64 Batch 166/538 - Train Accuracy: 0.984, Validation Accuracy: 0.965, Loss: 0.016 Epoch 64 Batch 167/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.031 Epoch 64 Batch 168/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.021 Epoch 64 Batch 169/538 - Train Accuracy: 0.982, Validation Accuracy: 0.969, Loss: 0.024 Epoch 64 Batch 170/538 - Train Accuracy: 0.968, Validation Accuracy: 0.975, Loss: 0.022 Epoch 64 Batch 171/538 - Train Accuracy: 0.964, Validation Accuracy: 0.975, Loss: 0.021 Epoch 64 Batch 172/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.018 Epoch 64 Batch 173/538 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.017 Epoch 64 Batch 174/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.014 Epoch 64 Batch 175/538 - Train Accuracy: 0.978, Validation Accuracy: 0.965, Loss: 0.018 Epoch 64 Batch 176/538 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.020 Epoch 64 Batch 177/538 - Train Accuracy: 0.975, Validation Accuracy: 0.965, Loss: 0.022 Epoch 64 Batch 178/538 - Train Accuracy: 0.964, Validation Accuracy: 0.962, Loss: 0.021 Epoch 64 Batch 179/538 - Train Accuracy: 0.982, Validation Accuracy: 0.965, Loss: 0.019 Epoch 64 Batch 180/538 - Train Accuracy: 0.975, Validation Accuracy: 0.965, Loss: 0.021 Epoch 64 Batch 181/538 - Train Accuracy: 0.965, Validation Accuracy: 0.967, Loss: 0.029 Epoch 64 Batch 182/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.019 Epoch 64 Batch 183/538 - Train Accuracy: 0.978, Validation Accuracy: 0.967, Loss: 0.016 Epoch 64 Batch 184/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.019 Epoch 64 Batch 185/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.015 Epoch 64 Batch 186/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.019 Epoch 64 Batch 187/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.015 Epoch 64 Batch 188/538 - Train Accuracy: 0.967, Validation Accuracy: 0.970, Loss: 0.020 Epoch 64 Batch 189/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.025 Epoch 64 Batch 190/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.028 Epoch 64 Batch 191/538 - Train Accuracy: 0.980, Validation Accuracy: 0.966, Loss: 0.020 Epoch 64 Batch 192/538 - Train Accuracy: 0.978, Validation Accuracy: 0.962, Loss: 0.015 Epoch 64 Batch 193/538 - Train Accuracy: 0.969, Validation Accuracy: 0.955, Loss: 0.022 Epoch 64 Batch 194/538 - Train Accuracy: 0.956, Validation Accuracy: 0.958, Loss: 0.028 Epoch 64 Batch 195/538 - Train Accuracy: 0.978, Validation Accuracy: 0.957, Loss: 0.029 Epoch 64 Batch 196/538 - Train Accuracy: 0.966, Validation Accuracy: 0.962, Loss: 0.021 Epoch 64 Batch 197/538 - Train Accuracy: 0.968, Validation Accuracy: 0.962, Loss: 0.025 Epoch 64 Batch 198/538 - Train Accuracy: 0.975, Validation Accuracy: 0.962, Loss: 0.021 Epoch 64 Batch 199/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.018 Epoch 64 Batch 200/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.014 Epoch 64 Batch 201/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.028 Epoch 64 Batch 202/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.019 Epoch 64 Batch 203/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.020 Epoch 64 Batch 204/538 - Train Accuracy: 0.966, Validation Accuracy: 0.970, Loss: 0.031 Epoch 64 Batch 205/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.020 Epoch 64 Batch 206/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.020 Epoch 64 Batch 207/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.026 Epoch 64 Batch 208/538 - Train Accuracy: 0.982, Validation Accuracy: 0.975, Loss: 0.025 Epoch 64 Batch 209/538 - Train Accuracy: 0.969, Validation Accuracy: 0.975, Loss: 0.019 Epoch 64 Batch 210/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.022 Epoch 64 Batch 211/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.019 Epoch 64 Batch 212/538 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.020 Epoch 64 Batch 213/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.015 Epoch 64 Batch 214/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.014 Epoch 64 Batch 215/538 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.019 Epoch 64 Batch 216/538 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.020 Epoch 64 Batch 217/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.024 Epoch 64 Batch 218/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.012 Epoch 64 Batch 219/538 - Train Accuracy: 0.973, Validation Accuracy: 0.962, Loss: 0.017 Epoch 64 Batch 220/538 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.019 Epoch 64 Batch 221/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.013 Epoch 64 Batch 222/538 - Train Accuracy: 0.981, Validation Accuracy: 0.963, Loss: 0.013 Epoch 64 Batch 223/538 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.018 Epoch 64 Batch 224/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.026 Epoch 64 Batch 225/538 - Train Accuracy: 0.975, Validation Accuracy: 0.965, Loss: 0.015 Epoch 64 Batch 226/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.021 Epoch 64 Batch 227/538 - Train Accuracy: 0.987, Validation Accuracy: 0.963, Loss: 0.016 Epoch 64 Batch 228/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.019 Epoch 64 Batch 229/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.025 Epoch 64 Batch 230/538 - Train Accuracy: 0.967, Validation Accuracy: 0.961, Loss: 0.022 Epoch 64 Batch 231/538 - Train Accuracy: 0.966, Validation Accuracy: 0.961, Loss: 0.024 Epoch 64 Batch 232/538 - Train Accuracy: 0.972, Validation Accuracy: 0.961, Loss: 0.021 Epoch 64 Batch 233/538 - Train Accuracy: 0.977, Validation Accuracy: 0.961, Loss: 0.018 Epoch 64 Batch 234/538 - Train Accuracy: 0.971, Validation Accuracy: 0.961, Loss: 0.019 Epoch 64 Batch 235/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.014 Epoch 64 Batch 236/538 - Train Accuracy: 0.976, Validation Accuracy: 0.963, Loss: 0.016 Epoch 64 Batch 237/538 - Train Accuracy: 0.967, Validation Accuracy: 0.958, Loss: 0.015 Epoch 64 Batch 238/538 - Train Accuracy: 0.981, Validation Accuracy: 0.956, Loss: 0.022 Epoch 64 Batch 239/538 - Train Accuracy: 0.971, Validation Accuracy: 0.961, Loss: 0.017 Epoch 64 Batch 240/538 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.020 Epoch 64 Batch 241/538 - Train Accuracy: 0.971, Validation Accuracy: 0.961, Loss: 0.025 Epoch 64 Batch 242/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.016 Epoch 64 Batch 243/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.021 Epoch 64 Batch 244/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.014 Epoch 64 Batch 245/538 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.026 Epoch 64 Batch 246/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.015 Epoch 64 Batch 247/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.015 Epoch 64 Batch 248/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.021 Epoch 64 Batch 249/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.017 Epoch 64 Batch 250/538 - Train Accuracy: 0.970, Validation Accuracy: 0.964, Loss: 0.018 Epoch 64 Batch 251/538 - Train Accuracy: 0.977, Validation Accuracy: 0.964, Loss: 0.016 Epoch 64 Batch 252/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.020 Epoch 64 Batch 253/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.014 Epoch 64 Batch 254/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.021 Epoch 64 Batch 255/538 - Train Accuracy: 0.984, Validation Accuracy: 0.964, Loss: 0.015 Epoch 64 Batch 256/538 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.019 Epoch 64 Batch 257/538 - Train Accuracy: 0.977, Validation Accuracy: 0.962, Loss: 0.019 Epoch 64 Batch 258/538 - Train Accuracy: 0.983, Validation Accuracy: 0.962, Loss: 0.019 Epoch 64 Batch 259/538 - Train Accuracy: 0.981, Validation Accuracy: 0.962, Loss: 0.018 Epoch 64 Batch 260/538 - Train Accuracy: 0.974, Validation Accuracy: 0.962, Loss: 0.020 Epoch 64 Batch 261/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.021 Epoch 64 Batch 262/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.020 Epoch 64 Batch 263/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.018 Epoch 64 Batch 264/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.022 Epoch 64 Batch 265/538 - Train Accuracy: 0.959, Validation Accuracy: 0.971, Loss: 0.023 Epoch 64 Batch 266/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.019 Epoch 64 Batch 267/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.022 Epoch 64 Batch 268/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.015 Epoch 64 Batch 269/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.018 Epoch 64 Batch 270/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.019 Epoch 64 Batch 271/538 - Train Accuracy: 0.983, Validation Accuracy: 0.973, Loss: 0.013 Epoch 64 Batch 272/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.019 Epoch 64 Batch 273/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.022 Epoch 64 Batch 274/538 - Train Accuracy: 0.962, Validation Accuracy: 0.971, Loss: 0.020 Epoch 64 Batch 275/538 - Train Accuracy: 0.969, Validation Accuracy: 0.971, Loss: 0.024 Epoch 64 Batch 276/538 - Train Accuracy: 0.966, Validation Accuracy: 0.971, Loss: 0.024 Epoch 64 Batch 277/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.017 Epoch 64 Batch 278/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.018 Epoch 64 Batch 279/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.016 Epoch 64 Batch 280/538 - Train Accuracy: 0.980, Validation Accuracy: 0.966, Loss: 0.017 Epoch 64 Batch 281/538 - Train Accuracy: 0.979, Validation Accuracy: 0.964, Loss: 0.023 Epoch 64 Batch 282/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.021 Epoch 64 Batch 283/538 - Train Accuracy: 0.982, Validation Accuracy: 0.963, Loss: 0.016 Epoch 64 Batch 284/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.023 Epoch 64 Batch 285/538 - Train Accuracy: 0.978, Validation Accuracy: 0.965, Loss: 0.013 Epoch 64 Batch 286/538 - Train Accuracy: 0.968, Validation Accuracy: 0.965, Loss: 0.025 Epoch 64 Batch 287/538 - Train Accuracy: 0.981, Validation Accuracy: 0.964, Loss: 0.015 Epoch 64 Batch 288/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.019 Epoch 64 Batch 289/538 - Train Accuracy: 0.976, Validation Accuracy: 0.964, Loss: 0.013 Epoch 64 Batch 290/538 - Train Accuracy: 0.979, Validation Accuracy: 0.961, Loss: 0.013 Epoch 64 Batch 291/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.017 Epoch 64 Batch 292/538 - Train Accuracy: 0.985, Validation Accuracy: 0.965, Loss: 0.009 Epoch 64 Batch 293/538 - Train Accuracy: 0.958, Validation Accuracy: 0.969, Loss: 0.018 Epoch 64 Batch 294/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.016 Epoch 64 Batch 295/538 - Train Accuracy: 0.981, Validation Accuracy: 0.973, Loss: 0.018 Epoch 64 Batch 296/538 - Train Accuracy: 0.971, Validation Accuracy: 0.975, Loss: 0.027 Epoch 64 Batch 297/538 - Train Accuracy: 0.982, Validation Accuracy: 0.975, Loss: 0.020 Epoch 64 Batch 298/538 - Train Accuracy: 0.977, Validation Accuracy: 0.977, Loss: 0.017 Epoch 64 Batch 299/538 - Train Accuracy: 0.968, Validation Accuracy: 0.977, Loss: 0.027 Epoch 64 Batch 300/538 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.018 Epoch 64 Batch 301/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.016 Epoch 64 Batch 302/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.018 Epoch 64 Batch 303/538 - Train Accuracy: 0.979, Validation Accuracy: 0.964, Loss: 0.019 Epoch 64 Batch 304/538 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.022 Epoch 64 Batch 305/538 - Train Accuracy: 0.977, Validation Accuracy: 0.964, Loss: 0.017 Epoch 64 Batch 306/538 - Train Accuracy: 0.977, Validation Accuracy: 0.964, Loss: 0.018 Epoch 64 Batch 307/538 - Train Accuracy: 0.979, Validation Accuracy: 0.965, Loss: 0.018 Epoch 64 Batch 308/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.015 Epoch 64 Batch 309/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.017 Epoch 64 Batch 310/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.026 Epoch 64 Batch 311/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.024 Epoch 64 Batch 312/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.015 Epoch 64 Batch 313/538 - Train Accuracy: 0.975, Validation Accuracy: 0.975, Loss: 0.021 Epoch 64 Batch 314/538 - Train Accuracy: 0.981, Validation Accuracy: 0.975, Loss: 0.021 Epoch 64 Batch 315/538 - Train Accuracy: 0.976, Validation Accuracy: 0.975, Loss: 0.016 Epoch 64 Batch 316/538 - Train Accuracy: 0.974, Validation Accuracy: 0.978, Loss: 0.023 Epoch 64 Batch 317/538 - Train Accuracy: 0.975, Validation Accuracy: 0.978, Loss: 0.014 Epoch 64 Batch 318/538 - Train Accuracy: 0.978, Validation Accuracy: 0.978, Loss: 0.018 Epoch 64 Batch 319/538 - Train Accuracy: 0.975, Validation Accuracy: 0.978, Loss: 0.022 Epoch 64 Batch 320/538 - Train Accuracy: 0.974, Validation Accuracy: 0.978, Loss: 0.023 Epoch 64 Batch 321/538 - Train Accuracy: 0.980, Validation Accuracy: 0.978, Loss: 0.014 Epoch 64 Batch 322/538 - Train Accuracy: 0.980, Validation Accuracy: 0.978, Loss: 0.015 Epoch 64 Batch 323/538 - Train Accuracy: 0.978, Validation Accuracy: 0.976, Loss: 0.019 Epoch 64 Batch 324/538 - Train Accuracy: 0.975, Validation Accuracy: 0.976, Loss: 0.019 Epoch 64 Batch 325/538 - Train Accuracy: 0.982, Validation Accuracy: 0.976, Loss: 0.014 Epoch 64 Batch 326/538 - Train Accuracy: 0.971, Validation Accuracy: 0.976, Loss: 0.016 Epoch 64 Batch 327/538 - Train Accuracy: 0.984, Validation Accuracy: 0.973, Loss: 0.017 Epoch 64 Batch 328/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.016 Epoch 64 Batch 329/538 - Train Accuracy: 0.981, Validation Accuracy: 0.967, Loss: 0.019 Epoch 64 Batch 330/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.016 Epoch 64 Batch 331/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.023 Epoch 64 Batch 332/538 - Train Accuracy: 0.982, Validation Accuracy: 0.969, Loss: 0.018 Epoch 64 Batch 333/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.016 Epoch 64 Batch 334/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.014 Epoch 64 Batch 335/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.016 Epoch 64 Batch 336/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.015 Epoch 64 Batch 337/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.020 Epoch 64 Batch 338/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.018 Epoch 64 Batch 339/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.017 Epoch 64 Batch 340/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.017 Epoch 64 Batch 341/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.021 Epoch 64 Batch 342/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.020 Epoch 64 Batch 343/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.018 Epoch 64 Batch 344/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.015 Epoch 64 Batch 345/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.018 Epoch 64 Batch 346/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.021 Epoch 64 Batch 347/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.021 Epoch 64 Batch 348/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.018 Epoch 64 Batch 349/538 - Train Accuracy: 0.982, Validation Accuracy: 0.967, Loss: 0.014 Epoch 64 Batch 350/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.021 Epoch 64 Batch 351/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.020 Epoch 64 Batch 352/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.029 Epoch 64 Batch 353/538 - Train Accuracy: 0.980, Validation Accuracy: 0.968, Loss: 0.019 Epoch 64 Batch 354/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.017 Epoch 64 Batch 355/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.020 Epoch 64 Batch 356/538 - Train Accuracy: 0.974, Validation Accuracy: 0.974, Loss: 0.016 Epoch 64 Batch 357/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.019 Epoch 64 Batch 358/538 - Train Accuracy: 0.982, Validation Accuracy: 0.974, Loss: 0.015 Epoch 64 Batch 359/538 - Train Accuracy: 0.982, Validation Accuracy: 0.974, Loss: 0.019 Epoch 64 Batch 360/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.014 Epoch 64 Batch 361/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.018 Epoch 64 Batch 362/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.017 Epoch 64 Batch 363/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.018 Epoch 64 Batch 364/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.021 Epoch 64 Batch 365/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.016 Epoch 64 Batch 366/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.019 Epoch 64 Batch 367/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.016 Epoch 64 Batch 368/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.019 Epoch 64 Batch 369/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.016 Epoch 64 Batch 370/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.020 Epoch 64 Batch 371/538 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.024 Epoch 64 Batch 372/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.021 Epoch 64 Batch 373/538 - Train Accuracy: 0.969, Validation Accuracy: 0.971, Loss: 0.015 Epoch 64 Batch 374/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.013 Epoch 64 Batch 375/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.014 Epoch 64 Batch 376/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.018 Epoch 64 Batch 377/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.022 Epoch 64 Batch 378/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.015 Epoch 64 Batch 379/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.016 Epoch 64 Batch 380/538 - Train Accuracy: 0.981, Validation Accuracy: 0.973, Loss: 0.016 Epoch 64 Batch 381/538 - Train Accuracy: 0.979, Validation Accuracy: 0.976, Loss: 0.019 Epoch 64 Batch 382/538 - Train Accuracy: 0.969, Validation Accuracy: 0.976, Loss: 0.021 Epoch 64 Batch 383/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.020 Epoch 64 Batch 384/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.015 Epoch 64 Batch 385/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.024 Epoch 64 Batch 386/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.017 Epoch 64 Batch 387/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.015 Epoch 64 Batch 388/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.017 Epoch 64 Batch 389/538 - Train Accuracy: 0.970, Validation Accuracy: 0.971, Loss: 0.027 Epoch 64 Batch 390/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.017 Epoch 64 Batch 391/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.019 Epoch 64 Batch 392/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.012 Epoch 64 Batch 393/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.018 Epoch 64 Batch 394/538 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.022 Epoch 64 Batch 395/538 - Train Accuracy: 0.980, Validation Accuracy: 0.967, Loss: 0.021 Epoch 64 Batch 396/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.015 Epoch 64 Batch 397/538 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.023 Epoch 64 Batch 398/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.017 Epoch 64 Batch 399/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.017 Epoch 64 Batch 400/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.020 Epoch 64 Batch 401/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.019 Epoch 64 Batch 402/538 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.018 Epoch 64 Batch 403/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.023 Epoch 64 Batch 404/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.022 Epoch 64 Batch 405/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.018 Epoch 64 Batch 406/538 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.022 Epoch 64 Batch 407/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.017 Epoch 64 Batch 408/538 - Train Accuracy: 0.958, Validation Accuracy: 0.970, Loss: 0.027 Epoch 64 Batch 409/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.015 Epoch 64 Batch 410/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.016 Epoch 64 Batch 411/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.021 Epoch 64 Batch 412/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.014 Epoch 64 Batch 413/538 - Train Accuracy: 0.980, Validation Accuracy: 0.966, Loss: 0.015 Epoch 64 Batch 414/538 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.024 Epoch 64 Batch 415/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.017 Epoch 64 Batch 416/538 - Train Accuracy: 0.981, Validation Accuracy: 0.965, Loss: 0.017 Epoch 64 Batch 417/538 - Train Accuracy: 0.979, Validation Accuracy: 0.965, Loss: 0.019 Epoch 64 Batch 418/538 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.021 Epoch 64 Batch 419/538 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.015 Epoch 64 Batch 420/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.017 Epoch 64 Batch 421/538 - Train Accuracy: 0.981, Validation Accuracy: 0.968, Loss: 0.013 Epoch 64 Batch 422/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.018 Epoch 64 Batch 423/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.016 Epoch 64 Batch 424/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.023 Epoch 64 Batch 425/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.036 Epoch 64 Batch 426/538 - Train Accuracy: 0.982, Validation Accuracy: 0.969, Loss: 0.019 Epoch 64 Batch 427/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.020 Epoch 64 Batch 428/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.017 Epoch 64 Batch 429/538 - Train Accuracy: 0.982, Validation Accuracy: 0.968, Loss: 0.016 Epoch 64 Batch 430/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.019 Epoch 64 Batch 431/538 - Train Accuracy: 0.976, Validation Accuracy: 0.963, Loss: 0.017 Epoch 64 Batch 432/538 - Train Accuracy: 0.964, Validation Accuracy: 0.961, Loss: 0.021 Epoch 64 Batch 433/538 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.042 Epoch 64 Batch 434/538 - Train Accuracy: 0.976, Validation Accuracy: 0.963, Loss: 0.020 Epoch 64 Batch 435/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.024 Epoch 64 Batch 436/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.019 Epoch 64 Batch 437/538 - Train Accuracy: 0.982, Validation Accuracy: 0.963, Loss: 0.016 Epoch 64 Batch 438/538 - Train Accuracy: 0.980, Validation Accuracy: 0.962, Loss: 0.015 Epoch 64 Batch 439/538 - Train Accuracy: 0.981, Validation Accuracy: 0.962, Loss: 0.016 Epoch 64 Batch 440/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.021 Epoch 64 Batch 441/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.023 Epoch 64 Batch 442/538 - Train Accuracy: 0.967, Validation Accuracy: 0.968, Loss: 0.020 Epoch 64 Batch 443/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.018 Epoch 64 Batch 444/538 - Train Accuracy: 0.983, Validation Accuracy: 0.969, Loss: 0.017 Epoch 64 Batch 445/538 - Train Accuracy: 0.982, Validation Accuracy: 0.969, Loss: 0.015 Epoch 64 Batch 446/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.018 Epoch 64 Batch 447/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.017 Epoch 64 Batch 448/538 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.013 Epoch 64 Batch 449/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.022 Epoch 64 Batch 450/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.030 Epoch 64 Batch 451/538 - Train Accuracy: 0.966, Validation Accuracy: 0.968, Loss: 0.014 Epoch 64 Batch 452/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.018 Epoch 64 Batch 453/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.022 Epoch 64 Batch 454/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.026 Epoch 64 Batch 455/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.023 Epoch 64 Batch 456/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.042 Epoch 64 Batch 457/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.014 Epoch 64 Batch 458/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.016 Epoch 64 Batch 459/538 - Train Accuracy: 0.982, Validation Accuracy: 0.968, Loss: 0.017 Epoch 64 Batch 460/538 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.021 Epoch 64 Batch 461/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.021 Epoch 64 Batch 462/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.019 Epoch 64 Batch 463/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.023 Epoch 64 Batch 464/538 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.018 Epoch 64 Batch 465/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.016 Epoch 64 Batch 466/538 - Train Accuracy: 0.963, Validation Accuracy: 0.972, Loss: 0.019 Epoch 64 Batch 467/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.019 Epoch 64 Batch 468/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.026 Epoch 64 Batch 469/538 - Train Accuracy: 0.970, Validation Accuracy: 0.974, Loss: 0.024 Epoch 64 Batch 470/538 - Train Accuracy: 0.966, Validation Accuracy: 0.974, Loss: 0.025 Epoch 64 Batch 471/538 - Train Accuracy: 0.981, Validation Accuracy: 0.974, Loss: 0.015 Epoch 64 Batch 472/538 - Train Accuracy: 0.987, Validation Accuracy: 0.974, Loss: 0.019 Epoch 64 Batch 473/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.019 Epoch 64 Batch 474/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.015 Epoch 64 Batch 475/538 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.018 Epoch 64 Batch 476/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.019 Epoch 64 Batch 477/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.028 Epoch 64 Batch 478/538 - Train Accuracy: 0.983, Validation Accuracy: 0.974, Loss: 0.015 Epoch 64 Batch 479/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.018 Epoch 64 Batch 480/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.020 Epoch 64 Batch 481/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.020 Epoch 64 Batch 482/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.018 Epoch 64 Batch 483/538 - Train Accuracy: 0.968, Validation Accuracy: 0.970, Loss: 0.018 Epoch 64 Batch 484/538 - Train Accuracy: 0.965, Validation Accuracy: 0.972, Loss: 0.027 Epoch 64 Batch 485/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.024 Epoch 64 Batch 486/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.015 Epoch 64 Batch 487/538 - Train Accuracy: 0.978, Validation Accuracy: 0.975, Loss: 0.017 Epoch 64 Batch 488/538 - Train Accuracy: 0.984, Validation Accuracy: 0.977, Loss: 0.014 Epoch 64 Batch 489/538 - Train Accuracy: 0.974, Validation Accuracy: 0.979, Loss: 0.020 Epoch 64 Batch 490/538 - Train Accuracy: 0.970, Validation Accuracy: 0.979, Loss: 0.018 Epoch 64 Batch 491/538 - Train Accuracy: 0.970, Validation Accuracy: 0.975, Loss: 0.020 Epoch 64 Batch 492/538 - Train Accuracy: 0.970, Validation Accuracy: 0.975, Loss: 0.017 Epoch 64 Batch 493/538 - Train Accuracy: 0.969, Validation Accuracy: 0.977, Loss: 0.021 Epoch 64 Batch 494/538 - Train Accuracy: 0.975, Validation Accuracy: 0.977, Loss: 0.024 Epoch 64 Batch 495/538 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.021 Epoch 64 Batch 496/538 - Train Accuracy: 0.979, Validation Accuracy: 0.976, Loss: 0.014 Epoch 64 Batch 497/538 - Train Accuracy: 0.979, Validation Accuracy: 0.978, Loss: 0.017 Epoch 64 Batch 498/538 - Train Accuracy: 0.979, Validation Accuracy: 0.978, Loss: 0.014 Epoch 64 Batch 499/538 - Train Accuracy: 0.971, Validation Accuracy: 0.978, Loss: 0.023 Epoch 64 Batch 500/538 - Train Accuracy: 0.974, Validation Accuracy: 0.978, Loss: 0.013 Epoch 64 Batch 501/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.020 Epoch 64 Batch 502/538 - Train Accuracy: 0.973, Validation Accuracy: 0.975, Loss: 0.018 Epoch 64 Batch 503/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.016 Epoch 64 Batch 504/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.011 Epoch 64 Batch 505/538 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.016 Epoch 64 Batch 506/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.018 Epoch 64 Batch 507/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.016 Epoch 64 Batch 508/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.024 Epoch 64 Batch 509/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.020 Epoch 64 Batch 510/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.019 Epoch 64 Batch 511/538 - Train Accuracy: 0.970, Validation Accuracy: 0.979, Loss: 0.025 Epoch 64 Batch 512/538 - Train Accuracy: 0.968, Validation Accuracy: 0.978, Loss: 0.023 Epoch 64 Batch 513/538 - Train Accuracy: 0.965, Validation Accuracy: 0.978, Loss: 0.017 Epoch 64 Batch 514/538 - Train Accuracy: 0.974, Validation Accuracy: 0.976, Loss: 0.020 Epoch 64 Batch 515/538 - Train Accuracy: 0.971, Validation Accuracy: 0.977, Loss: 0.026 Epoch 64 Batch 516/538 - Train Accuracy: 0.968, Validation Accuracy: 0.977, Loss: 0.020 Epoch 64 Batch 517/538 - Train Accuracy: 0.976, Validation Accuracy: 0.976, Loss: 0.018 Epoch 64 Batch 518/538 - Train Accuracy: 0.978, Validation Accuracy: 0.976, Loss: 0.021 Epoch 64 Batch 519/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.019 Epoch 64 Batch 520/538 - Train Accuracy: 0.967, Validation Accuracy: 0.974, Loss: 0.026 Epoch 64 Batch 521/538 - Train Accuracy: 0.982, Validation Accuracy: 0.973, Loss: 0.021 Epoch 64 Batch 522/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.020 Epoch 64 Batch 523/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.023 Epoch 64 Batch 524/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.018 Epoch 64 Batch 525/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.020 Epoch 64 Batch 526/538 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.017 Epoch 64 Batch 527/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.020 Epoch 64 Batch 528/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.020 Epoch 64 Batch 529/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.019 Epoch 64 Batch 530/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.018 Epoch 64 Batch 531/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.024 Epoch 64 Batch 532/538 - Train Accuracy: 0.967, Validation Accuracy: 0.970, Loss: 0.020 Epoch 64 Batch 533/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.017 Epoch 64 Batch 534/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.017 Epoch 64 Batch 535/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.024 Epoch 64 Batch 536/538 - Train Accuracy: 0.976, Validation Accuracy: 0.976, Loss: 0.027 Epoch 65 Batch 0/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.018 Epoch 65 Batch 1/538 - Train Accuracy: 0.977, Validation Accuracy: 0.964, Loss: 0.023 Epoch 65 Batch 2/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.022 Epoch 65 Batch 3/538 - Train Accuracy: 0.966, Validation Accuracy: 0.962, Loss: 0.018 Epoch 65 Batch 4/538 - Train Accuracy: 0.981, Validation Accuracy: 0.962, Loss: 0.020 Epoch 65 Batch 5/538 - Train Accuracy: 0.975, Validation Accuracy: 0.962, Loss: 0.019 Epoch 65 Batch 6/538 - Train Accuracy: 0.974, Validation Accuracy: 0.959, Loss: 0.018 Epoch 65 Batch 7/538 - Train Accuracy: 0.976, Validation Accuracy: 0.961, Loss: 0.019 Epoch 65 Batch 8/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.018 Epoch 65 Batch 9/538 - Train Accuracy: 0.977, Validation Accuracy: 0.963, Loss: 0.015 Epoch 65 Batch 10/538 - Train Accuracy: 0.977, Validation Accuracy: 0.963, Loss: 0.020 Epoch 65 Batch 11/538 - Train Accuracy: 0.980, Validation Accuracy: 0.966, Loss: 0.022 Epoch 65 Batch 12/538 - Train Accuracy: 0.970, Validation Accuracy: 0.971, Loss: 0.020 Epoch 65 Batch 13/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.018 Epoch 65 Batch 14/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.018 Epoch 65 Batch 15/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.020 Epoch 65 Batch 16/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.023 Epoch 65 Batch 17/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.022 Epoch 65 Batch 18/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.019 Epoch 65 Batch 19/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.024 Epoch 65 Batch 20/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.020 Epoch 65 Batch 21/538 - Train Accuracy: 0.985, Validation Accuracy: 0.969, Loss: 0.012 Epoch 65 Batch 22/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.021 Epoch 65 Batch 23/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.021 Epoch 65 Batch 24/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.021 Epoch 65 Batch 25/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.020 Epoch 65 Batch 26/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.026 Epoch 65 Batch 27/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.017 Epoch 65 Batch 28/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.016 Epoch 65 Batch 29/538 - Train Accuracy: 0.980, Validation Accuracy: 0.976, Loss: 0.011 Epoch 65 Batch 30/538 - Train Accuracy: 0.966, Validation Accuracy: 0.975, Loss: 0.020 Epoch 65 Batch 31/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.011 Epoch 65 Batch 32/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.014 Epoch 65 Batch 33/538 - Train Accuracy: 0.964, Validation Accuracy: 0.974, Loss: 0.022 Epoch 65 Batch 34/538 - Train Accuracy: 0.971, Validation Accuracy: 0.975, Loss: 0.026 Epoch 65 Batch 35/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.015 Epoch 65 Batch 36/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.019 Epoch 65 Batch 37/538 - Train Accuracy: 0.970, Validation Accuracy: 0.973, Loss: 0.022 Epoch 65 Batch 38/538 - Train Accuracy: 0.966, Validation Accuracy: 0.973, Loss: 0.014 Epoch 65 Batch 39/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.019 Epoch 65 Batch 40/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.018 Epoch 65 Batch 41/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.016 Epoch 65 Batch 42/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.021 Epoch 65 Batch 43/538 - Train Accuracy: 0.959, Validation Accuracy: 0.971, Loss: 0.021 Epoch 65 Batch 44/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.018 Epoch 65 Batch 45/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.014 Epoch 65 Batch 46/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.015 Epoch 65 Batch 47/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.021 Epoch 65 Batch 48/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.022 Epoch 65 Batch 49/538 - Train Accuracy: 0.970, Validation Accuracy: 0.971, Loss: 0.019 Epoch 65 Batch 50/538 - Train Accuracy: 0.970, Validation Accuracy: 0.973, Loss: 0.016 Epoch 65 Batch 51/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.025 Epoch 65 Batch 52/538 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.018 Epoch 65 Batch 53/538 - Train Accuracy: 0.965, Validation Accuracy: 0.972, Loss: 0.020 Epoch 65 Batch 54/538 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.019 Epoch 65 Batch 55/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.017 Epoch 65 Batch 56/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.022 Epoch 65 Batch 57/538 - Train Accuracy: 0.963, Validation Accuracy: 0.970, Loss: 0.024 Epoch 65 Batch 58/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.016 Epoch 65 Batch 59/538 - Train Accuracy: 0.968, Validation Accuracy: 0.970, Loss: 0.024 Epoch 65 Batch 60/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.024 Epoch 65 Batch 61/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.021 Epoch 65 Batch 62/538 - Train Accuracy: 0.961, Validation Accuracy: 0.970, Loss: 0.029 Epoch 65 Batch 63/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.016 Epoch 65 Batch 64/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.019 Epoch 65 Batch 65/538 - Train Accuracy: 0.966, Validation Accuracy: 0.973, Loss: 0.022 Epoch 65 Batch 66/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.015 Epoch 65 Batch 67/538 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.014 Epoch 65 Batch 68/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.015 Epoch 65 Batch 69/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.017 Epoch 65 Batch 70/538 - Train Accuracy: 0.964, Validation Accuracy: 0.975, Loss: 0.020 Epoch 65 Batch 71/538 - Train Accuracy: 0.984, Validation Accuracy: 0.973, Loss: 0.026 Epoch 65 Batch 72/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.039 Epoch 65 Batch 73/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.020 Epoch 65 Batch 74/538 - Train Accuracy: 0.981, Validation Accuracy: 0.966, Loss: 0.013 Epoch 65 Batch 75/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.016 Epoch 65 Batch 76/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.020 Epoch 65 Batch 77/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.015 Epoch 65 Batch 78/538 - Train Accuracy: 0.963, Validation Accuracy: 0.965, Loss: 0.018 Epoch 65 Batch 79/538 - Train Accuracy: 0.975, Validation Accuracy: 0.965, Loss: 0.017 Epoch 65 Batch 80/538 - Train Accuracy: 0.981, Validation Accuracy: 0.965, Loss: 0.019 Epoch 65 Batch 81/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.021 Epoch 65 Batch 82/538 - Train Accuracy: 0.974, Validation Accuracy: 0.974, Loss: 0.022 Epoch 65 Batch 83/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.018 Epoch 65 Batch 84/538 - Train Accuracy: 0.967, Validation Accuracy: 0.972, Loss: 0.024 Epoch 65 Batch 85/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.017 Epoch 65 Batch 86/538 - Train Accuracy: 0.981, Validation Accuracy: 0.975, Loss: 0.012 Epoch 65 Batch 87/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.020 Epoch 65 Batch 88/538 - Train Accuracy: 0.975, Validation Accuracy: 0.975, Loss: 0.015 Epoch 65 Batch 89/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.019 Epoch 65 Batch 90/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.017 Epoch 65 Batch 91/538 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.023 Epoch 65 Batch 92/538 - Train Accuracy: 0.975, Validation Accuracy: 0.975, Loss: 0.021 Epoch 65 Batch 93/538 - Train Accuracy: 0.980, Validation Accuracy: 0.975, Loss: 0.015 Epoch 65 Batch 94/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.016 Epoch 65 Batch 95/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.016 Epoch 65 Batch 96/538 - Train Accuracy: 0.974, Validation Accuracy: 0.977, Loss: 0.017 Epoch 65 Batch 97/538 - Train Accuracy: 0.968, Validation Accuracy: 0.974, Loss: 0.016 Epoch 65 Batch 98/538 - Train Accuracy: 0.973, Validation Accuracy: 0.975, Loss: 0.023 Epoch 65 Batch 99/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.019 Epoch 65 Batch 100/538 - Train Accuracy: 0.976, Validation Accuracy: 0.975, Loss: 0.017 Epoch 65 Batch 101/538 - Train Accuracy: 0.966, Validation Accuracy: 0.976, Loss: 0.028 Epoch 65 Batch 102/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.024 Epoch 65 Batch 103/538 - Train Accuracy: 0.974, Validation Accuracy: 0.975, Loss: 0.022 Epoch 65 Batch 104/538 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.014 Epoch 65 Batch 105/538 - Train Accuracy: 0.977, Validation Accuracy: 0.975, Loss: 0.017 Epoch 65 Batch 106/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.019 Epoch 65 Batch 107/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.017 Epoch 65 Batch 108/538 - Train Accuracy: 0.980, Validation Accuracy: 0.975, Loss: 0.017 Epoch 65 Batch 109/538 - Train Accuracy: 0.974, Validation Accuracy: 0.974, Loss: 0.020 Epoch 65 Batch 110/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.015 Epoch 65 Batch 111/538 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.018 Epoch 65 Batch 112/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.019 Epoch 65 Batch 113/538 - Train Accuracy: 0.963, Validation Accuracy: 0.972, Loss: 0.024 Epoch 65 Batch 114/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.018 Epoch 65 Batch 115/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.020 Epoch 65 Batch 116/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.026 Epoch 65 Batch 117/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.019 Epoch 65 Batch 118/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.014 Epoch 65 Batch 119/538 - Train Accuracy: 0.984, Validation Accuracy: 0.977, Loss: 0.010 Epoch 65 Batch 120/538 - Train Accuracy: 0.972, Validation Accuracy: 0.977, Loss: 0.015 Epoch 65 Batch 121/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.023 Epoch 65 Batch 122/538 - Train Accuracy: 0.969, Validation Accuracy: 0.977, Loss: 0.021 Epoch 65 Batch 123/538 - Train Accuracy: 0.969, Validation Accuracy: 0.977, Loss: 0.021 Epoch 65 Batch 124/538 - Train Accuracy: 0.979, Validation Accuracy: 0.977, Loss: 0.014 Epoch 65 Batch 125/538 - Train Accuracy: 0.975, Validation Accuracy: 0.977, Loss: 0.022 Epoch 65 Batch 126/538 - Train Accuracy: 0.967, Validation Accuracy: 0.978, Loss: 0.023 Epoch 65 Batch 127/538 - Train Accuracy: 0.967, Validation Accuracy: 0.980, Loss: 0.028 Epoch 65 Batch 128/538 - Train Accuracy: 0.973, Validation Accuracy: 0.980, Loss: 0.018 Epoch 65 Batch 129/538 - Train Accuracy: 0.985, Validation Accuracy: 0.978, Loss: 0.012 Epoch 65 Batch 130/538 - Train Accuracy: 0.975, Validation Accuracy: 0.975, Loss: 0.014 Epoch 65 Batch 131/538 - Train Accuracy: 0.982, Validation Accuracy: 0.974, Loss: 0.018 Epoch 65 Batch 132/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.013 Epoch 65 Batch 133/538 - Train Accuracy: 0.970, Validation Accuracy: 0.973, Loss: 0.017 Epoch 65 Batch 134/538 - Train Accuracy: 0.970, Validation Accuracy: 0.971, Loss: 0.029 Epoch 65 Batch 135/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.029 Epoch 65 Batch 136/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.015 Epoch 65 Batch 137/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.018 Epoch 65 Batch 138/538 - Train Accuracy: 0.963, Validation Accuracy: 0.970, Loss: 0.018 Epoch 65 Batch 139/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.020 Epoch 65 Batch 140/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.028 Epoch 65 Batch 141/538 - Train Accuracy: 0.970, Validation Accuracy: 0.974, Loss: 0.021 Epoch 65 Batch 142/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.024 Epoch 65 Batch 143/538 - Train Accuracy: 0.974, Validation Accuracy: 0.975, Loss: 0.025 Epoch 65 Batch 144/538 - Train Accuracy: 0.974, Validation Accuracy: 0.975, Loss: 0.026 Epoch 65 Batch 145/538 - Train Accuracy: 0.969, Validation Accuracy: 0.975, Loss: 0.025 Epoch 65 Batch 146/538 - Train Accuracy: 0.976, Validation Accuracy: 0.975, Loss: 0.015 Epoch 65 Batch 147/538 - Train Accuracy: 0.981, Validation Accuracy: 0.977, Loss: 0.020 Epoch 65 Batch 148/538 - Train Accuracy: 0.966, Validation Accuracy: 0.975, Loss: 0.024 Epoch 65 Batch 149/538 - Train Accuracy: 0.980, Validation Accuracy: 0.977, Loss: 0.017 Epoch 65 Batch 150/538 - Train Accuracy: 0.971, Validation Accuracy: 0.975, Loss: 0.018 Epoch 65 Batch 151/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.018 Epoch 65 Batch 152/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.024 Epoch 65 Batch 153/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.013 Epoch 65 Batch 154/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.012 Epoch 65 Batch 155/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.020 Epoch 65 Batch 156/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.019 Epoch 65 Batch 157/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.017 Epoch 65 Batch 158/538 - Train Accuracy: 0.984, Validation Accuracy: 0.968, Loss: 0.019 Epoch 65 Batch 159/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.020 Epoch 65 Batch 160/538 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.016 Epoch 65 Batch 161/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.016 Epoch 65 Batch 162/538 - Train Accuracy: 0.979, Validation Accuracy: 0.966, Loss: 0.017 Epoch 65 Batch 163/538 - Train Accuracy: 0.966, Validation Accuracy: 0.968, Loss: 0.026 Epoch 65 Batch 164/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.023 Epoch 65 Batch 165/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.014 Epoch 65 Batch 166/538 - Train Accuracy: 0.980, Validation Accuracy: 0.966, Loss: 0.018 Epoch 65 Batch 167/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.033 Epoch 65 Batch 168/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.020 Epoch 65 Batch 169/538 - Train Accuracy: 0.983, Validation Accuracy: 0.971, Loss: 0.018 Epoch 65 Batch 170/538 - Train Accuracy: 0.966, Validation Accuracy: 0.970, Loss: 0.015 Epoch 65 Batch 171/538 - Train Accuracy: 0.959, Validation Accuracy: 0.975, Loss: 0.018 Epoch 65 Batch 172/538 - Train Accuracy: 0.975, Validation Accuracy: 0.975, Loss: 0.014 Epoch 65 Batch 173/538 - Train Accuracy: 0.981, Validation Accuracy: 0.975, Loss: 0.014 Epoch 65 Batch 174/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.015 Epoch 65 Batch 175/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.015 Epoch 65 Batch 176/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.017 Epoch 65 Batch 177/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.014 Epoch 65 Batch 178/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.018 Epoch 65 Batch 179/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.019 Epoch 65 Batch 180/538 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.019 Epoch 65 Batch 181/538 - Train Accuracy: 0.963, Validation Accuracy: 0.970, Loss: 0.024 Epoch 65 Batch 182/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.017 Epoch 65 Batch 183/538 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.018 Epoch 65 Batch 184/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.016 Epoch 65 Batch 185/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.015 Epoch 65 Batch 186/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.018 Epoch 65 Batch 187/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.016 Epoch 65 Batch 188/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.019 Epoch 65 Batch 189/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.018 Epoch 65 Batch 190/538 - Train Accuracy: 0.965, Validation Accuracy: 0.970, Loss: 0.025 Epoch 65 Batch 191/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.017 Epoch 65 Batch 192/538 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.018 Epoch 65 Batch 193/538 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.017 Epoch 65 Batch 194/538 - Train Accuracy: 0.964, Validation Accuracy: 0.962, Loss: 0.026 Epoch 65 Batch 195/538 - Train Accuracy: 0.980, Validation Accuracy: 0.960, Loss: 0.027 Epoch 65 Batch 196/538 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.016 Epoch 65 Batch 197/538 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.020 Epoch 65 Batch 198/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.015 Epoch 65 Batch 199/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.015 Epoch 65 Batch 200/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.012 Epoch 65 Batch 201/538 - Train Accuracy: 0.966, Validation Accuracy: 0.971, Loss: 0.024 Epoch 65 Batch 202/538 - Train Accuracy: 0.966, Validation Accuracy: 0.971, Loss: 0.019 Epoch 65 Batch 203/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.017 Epoch 65 Batch 204/538 - Train Accuracy: 0.968, Validation Accuracy: 0.971, Loss: 0.030 Epoch 65 Batch 205/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.019 Epoch 65 Batch 206/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.017 Epoch 65 Batch 207/538 - Train Accuracy: 0.967, Validation Accuracy: 0.971, Loss: 0.022 Epoch 65 Batch 208/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.024 Epoch 65 Batch 209/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.017 Epoch 65 Batch 210/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.019 Epoch 65 Batch 211/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.017 Epoch 65 Batch 212/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.019 Epoch 65 Batch 213/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.022 Epoch 65 Batch 214/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.016 Epoch 65 Batch 215/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.015 Epoch 65 Batch 216/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.017 Epoch 65 Batch 217/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.022 Epoch 65 Batch 218/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.015 Epoch 65 Batch 219/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.020 Epoch 65 Batch 220/538 - Train Accuracy: 0.963, Validation Accuracy: 0.972, Loss: 0.020 Epoch 65 Batch 221/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.016 Epoch 65 Batch 222/538 - Train Accuracy: 0.983, Validation Accuracy: 0.972, Loss: 0.013 Epoch 65 Batch 223/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.021 Epoch 65 Batch 224/538 - Train Accuracy: 0.968, Validation Accuracy: 0.971, Loss: 0.021 Epoch 65 Batch 225/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.014 Epoch 65 Batch 226/538 - Train Accuracy: 0.970, Validation Accuracy: 0.971, Loss: 0.027 Epoch 65 Batch 227/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.018 Epoch 65 Batch 228/538 - Train Accuracy: 0.960, Validation Accuracy: 0.973, Loss: 0.021 Epoch 65 Batch 229/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.025 Epoch 65 Batch 230/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.017 Epoch 65 Batch 231/538 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.022 Epoch 65 Batch 232/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.019 Epoch 65 Batch 233/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.019 Epoch 65 Batch 234/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.022 Epoch 65 Batch 235/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.018 Epoch 65 Batch 236/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.016 Epoch 65 Batch 237/538 - Train Accuracy: 0.968, Validation Accuracy: 0.967, Loss: 0.015 Epoch 65 Batch 238/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.022 Epoch 65 Batch 239/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.021 Epoch 65 Batch 240/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.017 Epoch 65 Batch 241/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.019 Epoch 65 Batch 242/538 - Train Accuracy: 0.978, Validation Accuracy: 0.964, Loss: 0.015 Epoch 65 Batch 243/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.020 Epoch 65 Batch 244/538 - Train Accuracy: 0.976, Validation Accuracy: 0.964, Loss: 0.016 Epoch 65 Batch 245/538 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.023 Epoch 65 Batch 246/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.015 Epoch 65 Batch 247/538 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.025 Epoch 65 Batch 248/538 - Train Accuracy: 0.967, Validation Accuracy: 0.967, Loss: 0.021 Epoch 65 Batch 249/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.012 Epoch 65 Batch 250/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.019 Epoch 65 Batch 251/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.014 Epoch 65 Batch 252/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.020 Epoch 65 Batch 253/538 - Train Accuracy: 0.980, Validation Accuracy: 0.968, Loss: 0.014 Epoch 65 Batch 254/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.021 Epoch 65 Batch 255/538 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.018 Epoch 65 Batch 256/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.019 Epoch 65 Batch 257/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.018 Epoch 65 Batch 258/538 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.017 Epoch 65 Batch 259/538 - Train Accuracy: 0.978, Validation Accuracy: 0.975, Loss: 0.017 Epoch 65 Batch 260/538 - Train Accuracy: 0.963, Validation Accuracy: 0.975, Loss: 0.019 Epoch 65 Batch 261/538 - Train Accuracy: 0.974, Validation Accuracy: 0.974, Loss: 0.022 Epoch 65 Batch 262/538 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.023 Epoch 65 Batch 263/538 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.021 Epoch 65 Batch 264/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.020 Epoch 65 Batch 265/538 - Train Accuracy: 0.949, Validation Accuracy: 0.970, Loss: 0.023 Epoch 65 Batch 266/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.016 Epoch 65 Batch 267/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.025 Epoch 65 Batch 268/538 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.015 Epoch 65 Batch 269/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.020 Epoch 65 Batch 270/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.014 Epoch 65 Batch 271/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.014 Epoch 65 Batch 272/538 - Train Accuracy: 0.980, Validation Accuracy: 0.967, Loss: 0.022 Epoch 65 Batch 273/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.020 Epoch 65 Batch 274/538 - Train Accuracy: 0.966, Validation Accuracy: 0.970, Loss: 0.018 Epoch 65 Batch 275/538 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.017 Epoch 65 Batch 276/538 - Train Accuracy: 0.962, Validation Accuracy: 0.972, Loss: 0.031 Epoch 65 Batch 277/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.015 Epoch 65 Batch 278/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.017 Epoch 65 Batch 279/538 - Train Accuracy: 0.969, Validation Accuracy: 0.971, Loss: 0.019 Epoch 65 Batch 280/538 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.018 Epoch 65 Batch 281/538 - Train Accuracy: 0.967, Validation Accuracy: 0.971, Loss: 0.019 Epoch 65 Batch 282/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.017 Epoch 65 Batch 283/538 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.022 Epoch 65 Batch 284/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.024 Epoch 65 Batch 285/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.015 Epoch 65 Batch 286/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.030 Epoch 65 Batch 287/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.015 Epoch 65 Batch 288/538 - Train Accuracy: 0.962, Validation Accuracy: 0.971, Loss: 0.018 Epoch 65 Batch 289/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.012 Epoch 65 Batch 290/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.014 Epoch 65 Batch 291/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.019 Epoch 65 Batch 292/538 - Train Accuracy: 0.983, Validation Accuracy: 0.974, Loss: 0.013 Epoch 65 Batch 293/538 - Train Accuracy: 0.968, Validation Accuracy: 0.976, Loss: 0.021 Epoch 65 Batch 294/538 - Train Accuracy: 0.971, Validation Accuracy: 0.976, Loss: 0.020 Epoch 65 Batch 295/538 - Train Accuracy: 0.977, Validation Accuracy: 0.977, Loss: 0.019 Epoch 65 Batch 296/538 - Train Accuracy: 0.964, Validation Accuracy: 0.977, Loss: 0.025 Epoch 65 Batch 297/538 - Train Accuracy: 0.982, Validation Accuracy: 0.977, Loss: 0.016 Epoch 65 Batch 298/538 - Train Accuracy: 0.978, Validation Accuracy: 0.977, Loss: 0.019 Epoch 65 Batch 299/538 - Train Accuracy: 0.973, Validation Accuracy: 0.977, Loss: 0.026 Epoch 65 Batch 300/538 - Train Accuracy: 0.980, Validation Accuracy: 0.977, Loss: 0.015 Epoch 65 Batch 301/538 - Train Accuracy: 0.975, Validation Accuracy: 0.975, Loss: 0.025 Epoch 65 Batch 302/538 - Train Accuracy: 0.976, Validation Accuracy: 0.977, Loss: 0.023 Epoch 65 Batch 303/538 - Train Accuracy: 0.982, Validation Accuracy: 0.977, Loss: 0.018 Epoch 65 Batch 304/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.022 Epoch 65 Batch 305/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.017 Epoch 65 Batch 306/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.024 Epoch 65 Batch 307/538 - Train Accuracy: 0.982, Validation Accuracy: 0.973, Loss: 0.016 Epoch 65 Batch 308/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.016 Epoch 65 Batch 309/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.016 Epoch 65 Batch 310/538 - Train Accuracy: 0.981, Validation Accuracy: 0.973, Loss: 0.021 Epoch 65 Batch 311/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.019 Epoch 65 Batch 312/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.015 Epoch 65 Batch 313/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.018 Epoch 65 Batch 314/538 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.017 Epoch 65 Batch 315/538 - Train Accuracy: 0.981, Validation Accuracy: 0.977, Loss: 0.018 Epoch 65 Batch 316/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.018 Epoch 65 Batch 317/538 - Train Accuracy: 0.973, Validation Accuracy: 0.975, Loss: 0.019 Epoch 65 Batch 318/538 - Train Accuracy: 0.974, Validation Accuracy: 0.975, Loss: 0.016 Epoch 65 Batch 319/538 - Train Accuracy: 0.977, Validation Accuracy: 0.975, Loss: 0.019 Epoch 65 Batch 320/538 - Train Accuracy: 0.974, Validation Accuracy: 0.975, Loss: 0.017 Epoch 65 Batch 321/538 - Train Accuracy: 0.978, Validation Accuracy: 0.979, Loss: 0.018 Epoch 65 Batch 322/538 - Train Accuracy: 0.977, Validation Accuracy: 0.980, Loss: 0.017 Epoch 65 Batch 323/538 - Train Accuracy: 0.975, Validation Accuracy: 0.980, Loss: 0.011 Epoch 65 Batch 324/538 - Train Accuracy: 0.976, Validation Accuracy: 0.980, Loss: 0.017 Epoch 65 Batch 325/538 - Train Accuracy: 0.979, Validation Accuracy: 0.978, Loss: 0.014 Epoch 65 Batch 326/538 - Train Accuracy: 0.974, Validation Accuracy: 0.978, Loss: 0.015 Epoch 65 Batch 327/538 - Train Accuracy: 0.978, Validation Accuracy: 0.978, Loss: 0.017 Epoch 65 Batch 328/538 - Train Accuracy: 0.979, Validation Accuracy: 0.978, Loss: 0.016 Epoch 65 Batch 329/538 - Train Accuracy: 0.979, Validation Accuracy: 0.978, Loss: 0.017 Epoch 65 Batch 330/538 - Train Accuracy: 0.976, Validation Accuracy: 0.979, Loss: 0.016 Epoch 65 Batch 331/538 - Train Accuracy: 0.977, Validation Accuracy: 0.977, Loss: 0.016 Epoch 65 Batch 332/538 - Train Accuracy: 0.977, Validation Accuracy: 0.977, Loss: 0.019 Epoch 65 Batch 333/538 - Train Accuracy: 0.981, Validation Accuracy: 0.977, Loss: 0.018 Epoch 65 Batch 334/538 - Train Accuracy: 0.976, Validation Accuracy: 0.977, Loss: 0.016 Epoch 65 Batch 335/538 - Train Accuracy: 0.977, Validation Accuracy: 0.977, Loss: 0.020 Epoch 65 Batch 336/538 - Train Accuracy: 0.978, Validation Accuracy: 0.977, Loss: 0.016 Epoch 65 Batch 337/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.021 Epoch 65 Batch 338/538 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.019 Epoch 65 Batch 339/538 - Train Accuracy: 0.969, Validation Accuracy: 0.973, Loss: 0.020 Epoch 65 Batch 340/538 - Train Accuracy: 0.970, Validation Accuracy: 0.975, Loss: 0.017 Epoch 65 Batch 341/538 - Train Accuracy: 0.970, Validation Accuracy: 0.975, Loss: 0.017 Epoch 65 Batch 342/538 - Train Accuracy: 0.977, Validation Accuracy: 0.975, Loss: 0.017 Epoch 65 Batch 343/538 - Train Accuracy: 0.982, Validation Accuracy: 0.976, Loss: 0.016 Epoch 65 Batch 344/538 - Train Accuracy: 0.974, Validation Accuracy: 0.976, Loss: 0.014 Epoch 65 Batch 345/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.016 Epoch 65 Batch 346/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.020 Epoch 65 Batch 347/538 - Train Accuracy: 0.982, Validation Accuracy: 0.969, Loss: 0.020 Epoch 65 Batch 348/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.015 Epoch 65 Batch 349/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.019 Epoch 65 Batch 350/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.025 Epoch 65 Batch 351/538 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.023 Epoch 65 Batch 352/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.030 Epoch 65 Batch 353/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.019 Epoch 65 Batch 354/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.017 Epoch 65 Batch 355/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.016 Epoch 65 Batch 356/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.014 Epoch 65 Batch 357/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.023 Epoch 65 Batch 358/538 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.013 Epoch 65 Batch 359/538 - Train Accuracy: 0.983, Validation Accuracy: 0.971, Loss: 0.021 Epoch 65 Batch 360/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.020 Epoch 65 Batch 361/538 - Train Accuracy: 0.981, Validation Accuracy: 0.973, Loss: 0.018 Epoch 65 Batch 362/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.011 Epoch 65 Batch 363/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.015 Epoch 65 Batch 364/538 - Train Accuracy: 0.970, Validation Accuracy: 0.971, Loss: 0.030 Epoch 65 Batch 365/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.018 Epoch 65 Batch 366/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.018 Epoch 65 Batch 367/538 - Train Accuracy: 0.984, Validation Accuracy: 0.968, Loss: 0.014 Epoch 65 Batch 368/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.019 Epoch 65 Batch 369/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.015 Epoch 65 Batch 370/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.018 Epoch 65 Batch 371/538 - Train Accuracy: 0.983, Validation Accuracy: 0.969, Loss: 0.018 Epoch 65 Batch 372/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.020 Epoch 65 Batch 373/538 - Train Accuracy: 0.968, Validation Accuracy: 0.967, Loss: 0.016 Epoch 65 Batch 374/538 - Train Accuracy: 0.981, Validation Accuracy: 0.967, Loss: 0.014 Epoch 65 Batch 375/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.018 Epoch 65 Batch 376/538 - Train Accuracy: 0.975, Validation Accuracy: 0.965, Loss: 0.019 Epoch 65 Batch 377/538 - Train Accuracy: 0.986, Validation Accuracy: 0.964, Loss: 0.021 Epoch 65 Batch 378/538 - Train Accuracy: 0.979, Validation Accuracy: 0.966, Loss: 0.012 Epoch 65 Batch 379/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.021 Epoch 65 Batch 380/538 - Train Accuracy: 0.985, Validation Accuracy: 0.971, Loss: 0.013 Epoch 65 Batch 381/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.015 Epoch 65 Batch 382/538 - Train Accuracy: 0.969, Validation Accuracy: 0.971, Loss: 0.022 Epoch 65 Batch 383/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.015 Epoch 65 Batch 384/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.015 Epoch 65 Batch 385/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.017 Epoch 65 Batch 386/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.018 Epoch 65 Batch 387/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.017 Epoch 65 Batch 388/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.016 Epoch 65 Batch 389/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.024 Epoch 65 Batch 390/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.020 Epoch 65 Batch 391/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.018 Epoch 65 Batch 392/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.020 Epoch 65 Batch 393/538 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.017 Epoch 65 Batch 394/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.024 Epoch 65 Batch 395/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.019 Epoch 65 Batch 396/538 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.016 Epoch 65 Batch 397/538 - Train Accuracy: 0.983, Validation Accuracy: 0.972, Loss: 0.019 Epoch 65 Batch 398/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.016 Epoch 65 Batch 399/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.017 Epoch 65 Batch 400/538 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.021 Epoch 65 Batch 401/538 - Train Accuracy: 0.982, Validation Accuracy: 0.974, Loss: 0.017 Epoch 65 Batch 402/538 - Train Accuracy: 0.982, Validation Accuracy: 0.974, Loss: 0.016 Epoch 65 Batch 403/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.022 Epoch 65 Batch 404/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.021 Epoch 65 Batch 405/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.022 Epoch 65 Batch 406/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.017 Epoch 65 Batch 407/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.013 Epoch 65 Batch 408/538 - Train Accuracy: 0.960, Validation Accuracy: 0.969, Loss: 0.025 Epoch 65 Batch 409/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.018 Epoch 65 Batch 410/538 - Train Accuracy: 0.979, Validation Accuracy: 0.967, Loss: 0.019 Epoch 65 Batch 411/538 - Train Accuracy: 0.981, Validation Accuracy: 0.973, Loss: 0.019 Epoch 65 Batch 412/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.014 Epoch 65 Batch 413/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.020 Epoch 65 Batch 414/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.029 Epoch 65 Batch 415/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.019 Epoch 65 Batch 416/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.018 Epoch 65 Batch 417/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.016 Epoch 65 Batch 418/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.023 Epoch 65 Batch 419/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.021 Epoch 65 Batch 420/538 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.020 Epoch 65 Batch 421/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.017 Epoch 65 Batch 422/538 - Train Accuracy: 0.979, Validation Accuracy: 0.964, Loss: 0.019 Epoch 65 Batch 423/538 - Train Accuracy: 0.980, Validation Accuracy: 0.964, Loss: 0.016 Epoch 65 Batch 424/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.024 Epoch 65 Batch 425/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.029 Epoch 65 Batch 426/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.019 Epoch 65 Batch 427/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.017 Epoch 65 Batch 428/538 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.015 Epoch 65 Batch 429/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.020 Epoch 65 Batch 430/538 - Train Accuracy: 0.967, Validation Accuracy: 0.970, Loss: 0.017 Epoch 65 Batch 431/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.022 Epoch 65 Batch 432/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.022 Epoch 65 Batch 433/538 - Train Accuracy: 0.967, Validation Accuracy: 0.970, Loss: 0.032 Epoch 65 Batch 434/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.020 Epoch 65 Batch 435/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.020 Epoch 65 Batch 436/538 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.018 Epoch 65 Batch 437/538 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.013 Epoch 65 Batch 438/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.013 Epoch 65 Batch 439/538 - Train Accuracy: 0.984, Validation Accuracy: 0.970, Loss: 0.018 Epoch 65 Batch 440/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.018 Epoch 65 Batch 441/538 - Train Accuracy: 0.968, Validation Accuracy: 0.970, Loss: 0.023 Epoch 65 Batch 442/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.018 Epoch 65 Batch 443/538 - Train Accuracy: 0.964, Validation Accuracy: 0.971, Loss: 0.019 Epoch 65 Batch 444/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.016 Epoch 65 Batch 445/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.018 Epoch 65 Batch 446/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.016 Epoch 65 Batch 447/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.019 Epoch 65 Batch 448/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.017 Epoch 65 Batch 449/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.019 Epoch 65 Batch 450/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.027 Epoch 65 Batch 451/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.017 Epoch 65 Batch 452/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.013 Epoch 65 Batch 453/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.023 Epoch 65 Batch 454/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.023 Epoch 65 Batch 455/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.023 Epoch 65 Batch 456/538 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.038 Epoch 65 Batch 457/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.017 Epoch 65 Batch 458/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.020 Epoch 65 Batch 459/538 - Train Accuracy: 0.981, Validation Accuracy: 0.973, Loss: 0.015 Epoch 65 Batch 460/538 - Train Accuracy: 0.969, Validation Accuracy: 0.973, Loss: 0.018 Epoch 65 Batch 461/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.019 Epoch 65 Batch 462/538 - Train Accuracy: 0.966, Validation Accuracy: 0.970, Loss: 0.017 Epoch 65 Batch 463/538 - Train Accuracy: 0.967, Validation Accuracy: 0.970, Loss: 0.023 Epoch 65 Batch 464/538 - Train Accuracy: 0.986, Validation Accuracy: 0.973, Loss: 0.014 Epoch 65 Batch 465/538 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.015 Epoch 65 Batch 466/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.019 Epoch 65 Batch 467/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.019 Epoch 65 Batch 468/538 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.027 Epoch 65 Batch 469/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.021 Epoch 65 Batch 470/538 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.016 Epoch 65 Batch 471/538 - Train Accuracy: 0.980, Validation Accuracy: 0.965, Loss: 0.014 Epoch 65 Batch 472/538 - Train Accuracy: 0.983, Validation Accuracy: 0.965, Loss: 0.011 Epoch 65 Batch 473/538 - Train Accuracy: 0.982, Validation Accuracy: 0.965, Loss: 0.018 Epoch 65 Batch 474/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.017 Epoch 65 Batch 475/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.014 Epoch 65 Batch 476/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.020 Epoch 65 Batch 477/538 - Train Accuracy: 0.967, Validation Accuracy: 0.968, Loss: 0.021 Epoch 65 Batch 478/538 - Train Accuracy: 0.984, Validation Accuracy: 0.968, Loss: 0.014 Epoch 65 Batch 479/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.015 Epoch 65 Batch 480/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.021 Epoch 65 Batch 481/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.019 Epoch 65 Batch 482/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.017 Epoch 65 Batch 483/538 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.022 Epoch 65 Batch 484/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.022 Epoch 65 Batch 485/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.025 Epoch 65 Batch 486/538 - Train Accuracy: 0.978, Validation Accuracy: 0.965, Loss: 0.014 Epoch 65 Batch 487/538 - Train Accuracy: 0.982, Validation Accuracy: 0.965, Loss: 0.015 Epoch 65 Batch 488/538 - Train Accuracy: 0.985, Validation Accuracy: 0.968, Loss: 0.014 Epoch 65 Batch 489/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.014 Epoch 65 Batch 490/538 - Train Accuracy: 0.968, Validation Accuracy: 0.971, Loss: 0.016 Epoch 65 Batch 491/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.025 Epoch 65 Batch 492/538 - Train Accuracy: 0.969, Validation Accuracy: 0.971, Loss: 0.018 Epoch 65 Batch 493/538 - Train Accuracy: 0.966, Validation Accuracy: 0.973, Loss: 0.020 Epoch 65 Batch 494/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.023 Epoch 65 Batch 495/538 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.017 Epoch 65 Batch 496/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.011 Epoch 65 Batch 497/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.016 Epoch 65 Batch 498/538 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.019 Epoch 65 Batch 499/538 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.018 Epoch 65 Batch 500/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.014 Epoch 65 Batch 501/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.018 Epoch 65 Batch 502/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.015 Epoch 65 Batch 503/538 - Train Accuracy: 0.982, Validation Accuracy: 0.974, Loss: 0.018 Epoch 65 Batch 504/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.015 Epoch 65 Batch 505/538 - Train Accuracy: 0.963, Validation Accuracy: 0.974, Loss: 0.016 Epoch 65 Batch 506/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.012 Epoch 65 Batch 507/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.015 Epoch 65 Batch 508/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.017 Epoch 65 Batch 509/538 - Train Accuracy: 0.974, Validation Accuracy: 0.974, Loss: 0.020 Epoch 65 Batch 510/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.020 Epoch 65 Batch 511/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.021 Epoch 65 Batch 512/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.019 Epoch 65 Batch 513/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.011 Epoch 65 Batch 514/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.015 Epoch 65 Batch 515/538 - Train Accuracy: 0.967, Validation Accuracy: 0.972, Loss: 0.019 Epoch 65 Batch 516/538 - Train Accuracy: 0.967, Validation Accuracy: 0.972, Loss: 0.015 Epoch 65 Batch 517/538 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.014 Epoch 65 Batch 518/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.023 Epoch 65 Batch 519/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.019 Epoch 65 Batch 520/538 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.025 Epoch 65 Batch 521/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.024 Epoch 65 Batch 522/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.016 Epoch 65 Batch 523/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.019 Epoch 65 Batch 524/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.017 Epoch 65 Batch 525/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.025 Epoch 65 Batch 526/538 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.018 Epoch 65 Batch 527/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.018 Epoch 65 Batch 528/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.019 Epoch 65 Batch 529/538 - Train Accuracy: 0.967, Validation Accuracy: 0.972, Loss: 0.022 Epoch 65 Batch 530/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.018 Epoch 65 Batch 531/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.023 Epoch 65 Batch 532/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.013 Epoch 65 Batch 533/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.017 Epoch 65 Batch 534/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.017 Epoch 65 Batch 535/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.022 Epoch 65 Batch 536/538 - Train Accuracy: 0.983, Validation Accuracy: 0.970, Loss: 0.028 Epoch 66 Batch 0/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.015 Epoch 66 Batch 1/538 - Train Accuracy: 0.983, Validation Accuracy: 0.967, Loss: 0.022 Epoch 66 Batch 2/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.023 Epoch 66 Batch 3/538 - Train Accuracy: 0.974, Validation Accuracy: 0.963, Loss: 0.018 Epoch 66 Batch 4/538 - Train Accuracy: 0.982, Validation Accuracy: 0.965, Loss: 0.013 Epoch 66 Batch 5/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.020 Epoch 66 Batch 6/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.014 Epoch 66 Batch 7/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.018 Epoch 66 Batch 8/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.018 Epoch 66 Batch 9/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.018 Epoch 66 Batch 10/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.019 Epoch 66 Batch 11/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.018 Epoch 66 Batch 12/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.019 Epoch 66 Batch 13/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.017 Epoch 66 Batch 14/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.013 Epoch 66 Batch 15/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.022 Epoch 66 Batch 16/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.020 Epoch 66 Batch 17/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.022 Epoch 66 Batch 18/538 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.021 Epoch 66 Batch 19/538 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.018 Epoch 66 Batch 20/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.024 Epoch 66 Batch 21/538 - Train Accuracy: 0.982, Validation Accuracy: 0.969, Loss: 0.012 Epoch 66 Batch 22/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.023 Epoch 66 Batch 23/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.021 Epoch 66 Batch 24/538 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.021 Epoch 66 Batch 25/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.019 Epoch 66 Batch 26/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.022 Epoch 66 Batch 27/538 - Train Accuracy: 0.980, Validation Accuracy: 0.968, Loss: 0.016 Epoch 66 Batch 28/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.020 Epoch 66 Batch 29/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.016 Epoch 66 Batch 30/538 - Train Accuracy: 0.970, Validation Accuracy: 0.971, Loss: 0.028 Epoch 66 Batch 31/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.015 Epoch 66 Batch 32/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.013 Epoch 66 Batch 33/538 - Train Accuracy: 0.961, Validation Accuracy: 0.967, Loss: 0.023 Epoch 66 Batch 34/538 - Train Accuracy: 0.963, Validation Accuracy: 0.969, Loss: 0.032 Epoch 66 Batch 35/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.015 Epoch 66 Batch 36/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.016 Epoch 66 Batch 37/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.024 Epoch 66 Batch 38/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.021 Epoch 66 Batch 39/538 - Train Accuracy: 0.978, Validation Accuracy: 0.967, Loss: 0.015 Epoch 66 Batch 40/538 - Train Accuracy: 0.983, Validation Accuracy: 0.967, Loss: 0.013 Epoch 66 Batch 41/538 - Train Accuracy: 0.983, Validation Accuracy: 0.967, Loss: 0.015 Epoch 66 Batch 42/538 - Train Accuracy: 0.979, Validation Accuracy: 0.966, Loss: 0.017 Epoch 66 Batch 43/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.022 Epoch 66 Batch 44/538 - Train Accuracy: 0.981, Validation Accuracy: 0.966, Loss: 0.015 Epoch 66 Batch 45/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.017 Epoch 66 Batch 46/538 - Train Accuracy: 0.980, Validation Accuracy: 0.966, Loss: 0.014 Epoch 66 Batch 47/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.023 Epoch 66 Batch 48/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.021 Epoch 66 Batch 49/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.017 Epoch 66 Batch 50/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.014 Epoch 66 Batch 51/538 - Train Accuracy: 0.971, Validation Accuracy: 0.975, Loss: 0.021 Epoch 66 Batch 52/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.019 Epoch 66 Batch 53/538 - Train Accuracy: 0.969, Validation Accuracy: 0.976, Loss: 0.019 Epoch 66 Batch 54/538 - Train Accuracy: 0.982, Validation Accuracy: 0.976, Loss: 0.014 Epoch 66 Batch 55/538 - Train Accuracy: 0.970, Validation Accuracy: 0.976, Loss: 0.015 Epoch 66 Batch 56/538 - Train Accuracy: 0.975, Validation Accuracy: 0.976, Loss: 0.020 Epoch 66 Batch 57/538 - Train Accuracy: 0.960, Validation Accuracy: 0.973, Loss: 0.021 Epoch 66 Batch 58/538 - Train Accuracy: 0.977, Validation Accuracy: 0.976, Loss: 0.014 Epoch 66 Batch 59/538 - Train Accuracy: 0.973, Validation Accuracy: 0.978, Loss: 0.027 Epoch 66 Batch 60/538 - Train Accuracy: 0.977, Validation Accuracy: 0.980, Loss: 0.023 Epoch 66 Batch 61/538 - Train Accuracy: 0.975, Validation Accuracy: 0.978, Loss: 0.019 Epoch 66 Batch 62/538 - Train Accuracy: 0.961, Validation Accuracy: 0.978, Loss: 0.025 Epoch 66 Batch 63/538 - Train Accuracy: 0.977, Validation Accuracy: 0.976, Loss: 0.017 Epoch 66 Batch 64/538 - Train Accuracy: 0.973, Validation Accuracy: 0.976, Loss: 0.015 Epoch 66 Batch 65/538 - Train Accuracy: 0.968, Validation Accuracy: 0.976, Loss: 0.020 Epoch 66 Batch 66/538 - Train Accuracy: 0.982, Validation Accuracy: 0.974, Loss: 0.017 Epoch 66 Batch 67/538 - Train Accuracy: 0.985, Validation Accuracy: 0.974, Loss: 0.014 Epoch 66 Batch 68/538 - Train Accuracy: 0.970, Validation Accuracy: 0.973, Loss: 0.015 Epoch 66 Batch 69/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.011 Epoch 66 Batch 70/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.022 Epoch 66 Batch 71/538 - Train Accuracy: 0.985, Validation Accuracy: 0.969, Loss: 0.019 Epoch 66 Batch 72/538 - Train Accuracy: 0.967, Validation Accuracy: 0.967, Loss: 0.034 Epoch 66 Batch 73/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.022 Epoch 66 Batch 74/538 - Train Accuracy: 0.987, Validation Accuracy: 0.964, Loss: 0.014 Epoch 66 Batch 75/538 - Train Accuracy: 0.976, Validation Accuracy: 0.964, Loss: 0.015 Epoch 66 Batch 76/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.021 Epoch 66 Batch 77/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.020 Epoch 66 Batch 78/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.019 Epoch 66 Batch 79/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.016 Epoch 66 Batch 80/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.021 Epoch 66 Batch 81/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.023 Epoch 66 Batch 82/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.016 Epoch 66 Batch 83/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.018 Epoch 66 Batch 84/538 - Train Accuracy: 0.967, Validation Accuracy: 0.970, Loss: 0.020 Epoch 66 Batch 85/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.017 Epoch 66 Batch 86/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.019 Epoch 66 Batch 87/538 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.015 Epoch 66 Batch 88/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.019 Epoch 66 Batch 89/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.017 Epoch 66 Batch 90/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.021 Epoch 66 Batch 91/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.026 Epoch 66 Batch 92/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.019 Epoch 66 Batch 93/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.015 Epoch 66 Batch 94/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.017 Epoch 66 Batch 95/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.013 Epoch 66 Batch 96/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.015 Epoch 66 Batch 97/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.019 Epoch 66 Batch 98/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.018 Epoch 66 Batch 99/538 - Train Accuracy: 0.981, Validation Accuracy: 0.974, Loss: 0.017 Epoch 66 Batch 100/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.015 Epoch 66 Batch 101/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.019 Epoch 66 Batch 102/538 - Train Accuracy: 0.969, Validation Accuracy: 0.973, Loss: 0.021 Epoch 66 Batch 103/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.021 Epoch 66 Batch 104/538 - Train Accuracy: 0.983, Validation Accuracy: 0.973, Loss: 0.014 Epoch 66 Batch 105/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.013 Epoch 66 Batch 106/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.014 Epoch 66 Batch 107/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.021 Epoch 66 Batch 108/538 - Train Accuracy: 0.977, Validation Accuracy: 0.975, Loss: 0.017 Epoch 66 Batch 109/538 - Train Accuracy: 0.986, Validation Accuracy: 0.975, Loss: 0.015 Epoch 66 Batch 110/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.018 Epoch 66 Batch 111/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.020 Epoch 66 Batch 112/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.020 Epoch 66 Batch 113/538 - Train Accuracy: 0.967, Validation Accuracy: 0.973, Loss: 0.025 Epoch 66 Batch 114/538 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.014 Epoch 66 Batch 115/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.017 Epoch 66 Batch 116/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.028 Epoch 66 Batch 117/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.022 Epoch 66 Batch 118/538 - Train Accuracy: 0.973, Validation Accuracy: 0.975, Loss: 0.017 Epoch 66 Batch 119/538 - Train Accuracy: 0.980, Validation Accuracy: 0.975, Loss: 0.015 Epoch 66 Batch 120/538 - Train Accuracy: 0.980, Validation Accuracy: 0.980, Loss: 0.014 Epoch 66 Batch 121/538 - Train Accuracy: 0.973, Validation Accuracy: 0.980, Loss: 0.025 Epoch 66 Batch 122/538 - Train Accuracy: 0.972, Validation Accuracy: 0.980, Loss: 0.016 Epoch 66 Batch 123/538 - Train Accuracy: 0.975, Validation Accuracy: 0.980, Loss: 0.016 Epoch 66 Batch 124/538 - Train Accuracy: 0.979, Validation Accuracy: 0.980, Loss: 0.018 Epoch 66 Batch 125/538 - Train Accuracy: 0.967, Validation Accuracy: 0.980, Loss: 0.017 Epoch 66 Batch 126/538 - Train Accuracy: 0.970, Validation Accuracy: 0.980, Loss: 0.022 Epoch 66 Batch 127/538 - Train Accuracy: 0.963, Validation Accuracy: 0.980, Loss: 0.026 Epoch 66 Batch 128/538 - Train Accuracy: 0.969, Validation Accuracy: 0.980, Loss: 0.017 Epoch 66 Batch 129/538 - Train Accuracy: 0.982, Validation Accuracy: 0.980, Loss: 0.012 Epoch 66 Batch 130/538 - Train Accuracy: 0.968, Validation Accuracy: 0.979, Loss: 0.015 Epoch 66 Batch 131/538 - Train Accuracy: 0.982, Validation Accuracy: 0.979, Loss: 0.017 Epoch 66 Batch 132/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.018 Epoch 66 Batch 133/538 - Train Accuracy: 0.969, Validation Accuracy: 0.975, Loss: 0.028 Epoch 66 Batch 134/538 - Train Accuracy: 0.973, Validation Accuracy: 0.975, Loss: 0.022 Epoch 66 Batch 135/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.032 Epoch 66 Batch 136/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.023 Epoch 66 Batch 137/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.020 Epoch 66 Batch 138/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.020 Epoch 66 Batch 139/538 - Train Accuracy: 0.979, Validation Accuracy: 0.966, Loss: 0.018 Epoch 66 Batch 140/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.022 Epoch 66 Batch 141/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.019 Epoch 66 Batch 142/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.021 Epoch 66 Batch 143/538 - Train Accuracy: 0.976, Validation Accuracy: 0.975, Loss: 0.025 Epoch 66 Batch 144/538 - Train Accuracy: 0.981, Validation Accuracy: 0.975, Loss: 0.025 Epoch 66 Batch 145/538 - Train Accuracy: 0.966, Validation Accuracy: 0.976, Loss: 0.032 Epoch 66 Batch 146/538 - Train Accuracy: 0.977, Validation Accuracy: 0.976, Loss: 0.015 Epoch 66 Batch 147/538 - Train Accuracy: 0.980, Validation Accuracy: 0.977, Loss: 0.022 Epoch 66 Batch 148/538 - Train Accuracy: 0.964, Validation Accuracy: 0.975, Loss: 0.024 Epoch 66 Batch 149/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.013 Epoch 66 Batch 150/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.020 Epoch 66 Batch 151/538 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.022 Epoch 66 Batch 152/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.021 Epoch 66 Batch 153/538 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.017 Epoch 66 Batch 154/538 - Train Accuracy: 0.976, Validation Accuracy: 0.963, Loss: 0.017 Epoch 66 Batch 155/538 - Train Accuracy: 0.982, Validation Accuracy: 0.966, Loss: 0.025 Epoch 66 Batch 156/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.017 Epoch 66 Batch 157/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.022 Epoch 66 Batch 158/538 - Train Accuracy: 0.982, Validation Accuracy: 0.968, Loss: 0.025 Epoch 66 Batch 159/538 - Train Accuracy: 0.968, Validation Accuracy: 0.973, Loss: 0.020 Epoch 66 Batch 160/538 - Train Accuracy: 0.969, Validation Accuracy: 0.971, Loss: 0.014 Epoch 66 Batch 161/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.015 Epoch 66 Batch 162/538 - Train Accuracy: 0.982, Validation Accuracy: 0.971, Loss: 0.014 Epoch 66 Batch 163/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.026 Epoch 66 Batch 164/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.016 Epoch 66 Batch 165/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.018 Epoch 66 Batch 166/538 - Train Accuracy: 0.982, Validation Accuracy: 0.971, Loss: 0.014 Epoch 66 Batch 167/538 - Train Accuracy: 0.982, Validation Accuracy: 0.973, Loss: 0.038 Epoch 66 Batch 168/538 - Train Accuracy: 0.970, Validation Accuracy: 0.977, Loss: 0.028 Epoch 66 Batch 169/538 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.015 Epoch 66 Batch 170/538 - Train Accuracy: 0.966, Validation Accuracy: 0.973, Loss: 0.020 Epoch 66 Batch 171/538 - Train Accuracy: 0.965, Validation Accuracy: 0.973, Loss: 0.026 Epoch 66 Batch 172/538 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.012 Epoch 66 Batch 173/538 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.015 Epoch 66 Batch 174/538 - Train Accuracy: 0.973, Validation Accuracy: 0.975, Loss: 0.016 Epoch 66 Batch 175/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.016 Epoch 66 Batch 176/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.020 Epoch 66 Batch 177/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.016 Epoch 66 Batch 178/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.018 Epoch 66 Batch 179/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.019 Epoch 66 Batch 180/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.022 Epoch 66 Batch 181/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.025 Epoch 66 Batch 182/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.013 Epoch 66 Batch 183/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.018 Epoch 66 Batch 184/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.020 Epoch 66 Batch 185/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.015 Epoch 66 Batch 186/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.018 Epoch 66 Batch 187/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.015 Epoch 66 Batch 188/538 - Train Accuracy: 0.967, Validation Accuracy: 0.971, Loss: 0.018 Epoch 66 Batch 189/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.020 Epoch 66 Batch 190/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.026 Epoch 66 Batch 191/538 - Train Accuracy: 0.984, Validation Accuracy: 0.968, Loss: 0.013 Epoch 66 Batch 192/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.016 Epoch 66 Batch 193/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.018 Epoch 66 Batch 194/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.024 Epoch 66 Batch 195/538 - Train Accuracy: 0.978, Validation Accuracy: 0.966, Loss: 0.024 Epoch 66 Batch 196/538 - Train Accuracy: 0.964, Validation Accuracy: 0.967, Loss: 0.021 Epoch 66 Batch 197/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.015 Epoch 66 Batch 198/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.020 Epoch 66 Batch 199/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.017 Epoch 66 Batch 200/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.014 Epoch 66 Batch 201/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.031 Epoch 66 Batch 202/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.016 Epoch 66 Batch 203/538 - Train Accuracy: 0.962, Validation Accuracy: 0.966, Loss: 0.017 Epoch 66 Batch 204/538 - Train Accuracy: 0.960, Validation Accuracy: 0.966, Loss: 0.032 Epoch 66 Batch 205/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.013 Epoch 66 Batch 206/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.021 Epoch 66 Batch 207/538 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.021 Epoch 66 Batch 208/538 - Train Accuracy: 0.980, Validation Accuracy: 0.965, Loss: 0.018 Epoch 66 Batch 209/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.021 Epoch 66 Batch 210/538 - Train Accuracy: 0.980, Validation Accuracy: 0.965, Loss: 0.024 Epoch 66 Batch 211/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.022 Epoch 66 Batch 212/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.014 Epoch 66 Batch 213/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.016 Epoch 66 Batch 214/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.017 Epoch 66 Batch 215/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.016 Epoch 66 Batch 216/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.017 Epoch 66 Batch 217/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.018 Epoch 66 Batch 218/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.017 Epoch 66 Batch 219/538 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.019 Epoch 66 Batch 220/538 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.021 Epoch 66 Batch 221/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.013 Epoch 66 Batch 222/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.014 Epoch 66 Batch 223/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.017 Epoch 66 Batch 224/538 - Train Accuracy: 0.968, Validation Accuracy: 0.971, Loss: 0.027 Epoch 66 Batch 225/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.015 Epoch 66 Batch 226/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.020 Epoch 66 Batch 227/538 - Train Accuracy: 0.967, Validation Accuracy: 0.968, Loss: 0.020 Epoch 66 Batch 228/538 - Train Accuracy: 0.967, Validation Accuracy: 0.970, Loss: 0.016 Epoch 66 Batch 229/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.020 Epoch 66 Batch 230/538 - Train Accuracy: 0.966, Validation Accuracy: 0.971, Loss: 0.022 Epoch 66 Batch 231/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.021 Epoch 66 Batch 232/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.022 Epoch 66 Batch 233/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.017 Epoch 66 Batch 234/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.013 Epoch 66 Batch 235/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.015 Epoch 66 Batch 236/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.015 Epoch 66 Batch 237/538 - Train Accuracy: 0.965, Validation Accuracy: 0.971, Loss: 0.012 Epoch 66 Batch 238/538 - Train Accuracy: 0.982, Validation Accuracy: 0.971, Loss: 0.016 Epoch 66 Batch 239/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.020 Epoch 66 Batch 240/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.020 Epoch 66 Batch 241/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.021 Epoch 66 Batch 242/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.016 Epoch 66 Batch 243/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.014 Epoch 66 Batch 244/538 - Train Accuracy: 0.967, Validation Accuracy: 0.968, Loss: 0.015 Epoch 66 Batch 245/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.027 Epoch 66 Batch 246/538 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.015 Epoch 66 Batch 247/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.019 Epoch 66 Batch 248/538 - Train Accuracy: 0.957, Validation Accuracy: 0.968, Loss: 0.022 Epoch 66 Batch 249/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.014 Epoch 66 Batch 250/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.020 Epoch 66 Batch 251/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.016 Epoch 66 Batch 252/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.017 Epoch 66 Batch 253/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.018 Epoch 66 Batch 254/538 - Train Accuracy: 0.968, Validation Accuracy: 0.965, Loss: 0.017 Epoch 66 Batch 255/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.019 Epoch 66 Batch 256/538 - Train Accuracy: 0.968, Validation Accuracy: 0.967, Loss: 0.016 Epoch 66 Batch 257/538 - Train Accuracy: 0.978, Validation Accuracy: 0.967, Loss: 0.015 Epoch 66 Batch 258/538 - Train Accuracy: 0.982, Validation Accuracy: 0.966, Loss: 0.013 Epoch 66 Batch 259/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.014 Epoch 66 Batch 260/538 - Train Accuracy: 0.963, Validation Accuracy: 0.972, Loss: 0.017 Epoch 66 Batch 261/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.022 Epoch 66 Batch 262/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.021 Epoch 66 Batch 263/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.017 Epoch 66 Batch 264/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.021 Epoch 66 Batch 265/538 - Train Accuracy: 0.957, Validation Accuracy: 0.968, Loss: 0.028 Epoch 66 Batch 266/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.014 Epoch 66 Batch 267/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.020 Epoch 66 Batch 268/538 - Train Accuracy: 0.963, Validation Accuracy: 0.970, Loss: 0.017 Epoch 66 Batch 269/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.017 Epoch 66 Batch 270/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.016 Epoch 66 Batch 271/538 - Train Accuracy: 0.983, Validation Accuracy: 0.974, Loss: 0.012 Epoch 66 Batch 272/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.016 Epoch 66 Batch 273/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.021 Epoch 66 Batch 274/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.020 Epoch 66 Batch 275/538 - Train Accuracy: 0.964, Validation Accuracy: 0.968, Loss: 0.022 Epoch 66 Batch 276/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.023 Epoch 66 Batch 277/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.013 Epoch 66 Batch 278/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.016 Epoch 66 Batch 279/538 - Train Accuracy: 0.974, Validation Accuracy: 0.976, Loss: 0.014 Epoch 66 Batch 280/538 - Train Accuracy: 0.980, Validation Accuracy: 0.976, Loss: 0.017 Epoch 66 Batch 281/538 - Train Accuracy: 0.975, Validation Accuracy: 0.976, Loss: 0.018 Epoch 66 Batch 282/538 - Train Accuracy: 0.976, Validation Accuracy: 0.978, Loss: 0.018 Epoch 66 Batch 283/538 - Train Accuracy: 0.982, Validation Accuracy: 0.978, Loss: 0.020 Epoch 66 Batch 284/538 - Train Accuracy: 0.972, Validation Accuracy: 0.976, Loss: 0.022 Epoch 66 Batch 285/538 - Train Accuracy: 0.974, Validation Accuracy: 0.974, Loss: 0.013 Epoch 66 Batch 286/538 - Train Accuracy: 0.973, Validation Accuracy: 0.976, Loss: 0.020 Epoch 66 Batch 287/538 - Train Accuracy: 0.983, Validation Accuracy: 0.976, Loss: 0.016 Epoch 66 Batch 288/538 - Train Accuracy: 0.968, Validation Accuracy: 0.974, Loss: 0.019 Epoch 66 Batch 289/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.013 Epoch 66 Batch 290/538 - Train Accuracy: 0.985, Validation Accuracy: 0.968, Loss: 0.013 Epoch 66 Batch 291/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.018 Epoch 66 Batch 292/538 - Train Accuracy: 0.981, Validation Accuracy: 0.968, Loss: 0.013 Epoch 66 Batch 293/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.021 Epoch 66 Batch 294/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.015 Epoch 66 Batch 295/538 - Train Accuracy: 0.974, Validation Accuracy: 0.975, Loss: 0.018 Epoch 66 Batch 296/538 - Train Accuracy: 0.967, Validation Accuracy: 0.975, Loss: 0.030 Epoch 66 Batch 297/538 - Train Accuracy: 0.981, Validation Accuracy: 0.975, Loss: 0.012 Epoch 66 Batch 298/538 - Train Accuracy: 0.970, Validation Accuracy: 0.975, Loss: 0.015 Epoch 66 Batch 299/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.022 Epoch 66 Batch 300/538 - Train Accuracy: 0.974, Validation Accuracy: 0.974, Loss: 0.015 Epoch 66 Batch 301/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.016 Epoch 66 Batch 302/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.020 Epoch 66 Batch 303/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.022 Epoch 66 Batch 304/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.020 Epoch 66 Batch 305/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.015 Epoch 66 Batch 306/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.018 Epoch 66 Batch 307/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.018 Epoch 66 Batch 308/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.015 Epoch 66 Batch 309/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.016 Epoch 66 Batch 310/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.024 Epoch 66 Batch 311/538 - Train Accuracy: 0.970, Validation Accuracy: 0.971, Loss: 0.027 Epoch 66 Batch 312/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.012 Epoch 66 Batch 313/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.020 Epoch 66 Batch 314/538 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.019 Epoch 66 Batch 315/538 - Train Accuracy: 0.983, Validation Accuracy: 0.971, Loss: 0.014 Epoch 66 Batch 316/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.021 Epoch 66 Batch 317/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.013 Epoch 66 Batch 318/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.015 Epoch 66 Batch 319/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.023 Epoch 66 Batch 320/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.017 Epoch 66 Batch 321/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.013 Epoch 66 Batch 322/538 - Train Accuracy: 0.981, Validation Accuracy: 0.973, Loss: 0.016 Epoch 66 Batch 323/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.016 Epoch 66 Batch 324/538 - Train Accuracy: 0.981, Validation Accuracy: 0.973, Loss: 0.016 Epoch 66 Batch 325/538 - Train Accuracy: 0.984, Validation Accuracy: 0.973, Loss: 0.014 Epoch 66 Batch 326/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.016 Epoch 66 Batch 327/538 - Train Accuracy: 0.983, Validation Accuracy: 0.970, Loss: 0.022 Epoch 66 Batch 328/538 - Train Accuracy: 0.983, Validation Accuracy: 0.969, Loss: 0.013 Epoch 66 Batch 329/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.014 Epoch 66 Batch 330/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.018 Epoch 66 Batch 331/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.018 Epoch 66 Batch 332/538 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.021 Epoch 66 Batch 333/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.019 Epoch 66 Batch 334/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.014 Epoch 66 Batch 335/538 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.014 Epoch 66 Batch 336/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.021 Epoch 66 Batch 337/538 - Train Accuracy: 0.966, Validation Accuracy: 0.970, Loss: 0.022 Epoch 66 Batch 338/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.016 Epoch 66 Batch 339/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.015 Epoch 66 Batch 340/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.016 Epoch 66 Batch 341/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.020 Epoch 66 Batch 342/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.020 Epoch 66 Batch 343/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.021 Epoch 66 Batch 344/538 - Train Accuracy: 0.967, Validation Accuracy: 0.971, Loss: 0.017 Epoch 66 Batch 345/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.014 Epoch 66 Batch 346/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.021 Epoch 66 Batch 347/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.017 Epoch 66 Batch 348/538 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.014 Epoch 66 Batch 349/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.018 Epoch 66 Batch 350/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.021 Epoch 66 Batch 351/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.025 Epoch 66 Batch 352/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.029 Epoch 66 Batch 353/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.021 Epoch 66 Batch 354/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.016 Epoch 66 Batch 355/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.015 Epoch 66 Batch 356/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.017 Epoch 66 Batch 357/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.019 Epoch 66 Batch 358/538 - Train Accuracy: 0.984, Validation Accuracy: 0.969, Loss: 0.011 Epoch 66 Batch 359/538 - Train Accuracy: 0.983, Validation Accuracy: 0.967, Loss: 0.015 Epoch 66 Batch 360/538 - Train Accuracy: 0.980, Validation Accuracy: 0.965, Loss: 0.014 Epoch 66 Batch 361/538 - Train Accuracy: 0.979, Validation Accuracy: 0.963, Loss: 0.019 Epoch 66 Batch 362/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.017 Epoch 66 Batch 363/538 - Train Accuracy: 0.978, Validation Accuracy: 0.967, Loss: 0.016 Epoch 66 Batch 364/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.029 Epoch 66 Batch 365/538 - Train Accuracy: 0.983, Validation Accuracy: 0.969, Loss: 0.012 Epoch 66 Batch 366/538 - Train Accuracy: 0.982, Validation Accuracy: 0.969, Loss: 0.014 Epoch 66 Batch 367/538 - Train Accuracy: 0.981, Validation Accuracy: 0.965, Loss: 0.012 Epoch 66 Batch 368/538 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.014 Epoch 66 Batch 369/538 - Train Accuracy: 0.975, Validation Accuracy: 0.965, Loss: 0.017 Epoch 66 Batch 370/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.019 Epoch 66 Batch 371/538 - Train Accuracy: 0.978, Validation Accuracy: 0.966, Loss: 0.022 Epoch 66 Batch 372/538 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.018 Epoch 66 Batch 373/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.012 Epoch 66 Batch 374/538 - Train Accuracy: 0.983, Validation Accuracy: 0.968, Loss: 0.013 Epoch 66 Batch 375/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.019 Epoch 66 Batch 376/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.017 Epoch 66 Batch 377/538 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.021 Epoch 66 Batch 378/538 - Train Accuracy: 0.983, Validation Accuracy: 0.971, Loss: 0.013 Epoch 66 Batch 379/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.014 Epoch 66 Batch 380/538 - Train Accuracy: 0.984, Validation Accuracy: 0.971, Loss: 0.014 Epoch 66 Batch 381/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.015 Epoch 66 Batch 382/538 - Train Accuracy: 0.967, Validation Accuracy: 0.973, Loss: 0.024 Epoch 66 Batch 383/538 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.016 Epoch 66 Batch 384/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.016 Epoch 66 Batch 385/538 - Train Accuracy: 0.970, Validation Accuracy: 0.977, Loss: 0.019 Epoch 66 Batch 386/538 - Train Accuracy: 0.978, Validation Accuracy: 0.975, Loss: 0.019 Epoch 66 Batch 387/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.018 Epoch 66 Batch 388/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.014 Epoch 66 Batch 389/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.023 Epoch 66 Batch 390/538 - Train Accuracy: 0.982, Validation Accuracy: 0.969, Loss: 0.011 Epoch 66 Batch 391/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.021 Epoch 66 Batch 392/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.012 Epoch 66 Batch 393/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.019 Epoch 66 Batch 394/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.017 Epoch 66 Batch 395/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.018 Epoch 66 Batch 396/538 - Train Accuracy: 0.976, Validation Accuracy: 0.965, Loss: 0.014 Epoch 66 Batch 397/538 - Train Accuracy: 0.978, Validation Accuracy: 0.965, Loss: 0.020 Epoch 66 Batch 398/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.021 Epoch 66 Batch 399/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.015 Epoch 66 Batch 400/538 - Train Accuracy: 0.982, Validation Accuracy: 0.971, Loss: 0.015 Epoch 66 Batch 401/538 - Train Accuracy: 0.986, Validation Accuracy: 0.971, Loss: 0.013 Epoch 66 Batch 402/538 - Train Accuracy: 0.987, Validation Accuracy: 0.969, Loss: 0.015 Epoch 66 Batch 403/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.019 Epoch 66 Batch 404/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.023 Epoch 66 Batch 405/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.018 Epoch 66 Batch 406/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.020 Epoch 66 Batch 407/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.015 Epoch 66 Batch 408/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.024 Epoch 66 Batch 409/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.012 Epoch 66 Batch 410/538 - Train Accuracy: 0.981, Validation Accuracy: 0.965, Loss: 0.018 Epoch 66 Batch 411/538 - Train Accuracy: 0.981, Validation Accuracy: 0.965, Loss: 0.016 Epoch 66 Batch 412/538 - Train Accuracy: 0.976, Validation Accuracy: 0.962, Loss: 0.010 Epoch 66 Batch 413/538 - Train Accuracy: 0.980, Validation Accuracy: 0.960, Loss: 0.015 Epoch 66 Batch 414/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.024 Epoch 66 Batch 415/538 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.020 Epoch 66 Batch 416/538 - Train Accuracy: 0.983, Validation Accuracy: 0.969, Loss: 0.020 Epoch 66 Batch 417/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.020 Epoch 66 Batch 418/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.021 Epoch 66 Batch 419/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.013 Epoch 66 Batch 420/538 - Train Accuracy: 0.963, Validation Accuracy: 0.972, Loss: 0.018 Epoch 66 Batch 421/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.012 Epoch 66 Batch 422/538 - Train Accuracy: 0.986, Validation Accuracy: 0.973, Loss: 0.017 Epoch 66 Batch 423/538 - Train Accuracy: 0.985, Validation Accuracy: 0.971, Loss: 0.019 Epoch 66 Batch 424/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.021 Epoch 66 Batch 425/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.030 Epoch 66 Batch 426/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.018 Epoch 66 Batch 427/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.019 Epoch 66 Batch 428/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.014 Epoch 66 Batch 429/538 - Train Accuracy: 0.985, Validation Accuracy: 0.968, Loss: 0.017 Epoch 66 Batch 430/538 - Train Accuracy: 0.967, Validation Accuracy: 0.968, Loss: 0.015 Epoch 66 Batch 431/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.016 Epoch 66 Batch 432/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.021 Epoch 66 Batch 433/538 - Train Accuracy: 0.964, Validation Accuracy: 0.970, Loss: 0.035 Epoch 66 Batch 434/538 - Train Accuracy: 0.983, Validation Accuracy: 0.970, Loss: 0.015 Epoch 66 Batch 435/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.014 Epoch 66 Batch 436/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.018 Epoch 66 Batch 437/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.016 Epoch 66 Batch 438/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.015 Epoch 66 Batch 439/538 - Train Accuracy: 0.984, Validation Accuracy: 0.968, Loss: 0.017 Epoch 66 Batch 440/538 - Train Accuracy: 0.980, Validation Accuracy: 0.968, Loss: 0.016 Epoch 66 Batch 441/538 - Train Accuracy: 0.967, Validation Accuracy: 0.968, Loss: 0.022 Epoch 66 Batch 442/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.016 Epoch 66 Batch 443/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.019 Epoch 66 Batch 444/538 - Train Accuracy: 0.985, Validation Accuracy: 0.968, Loss: 0.015 Epoch 66 Batch 445/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.013 Epoch 66 Batch 446/538 - Train Accuracy: 0.979, Validation Accuracy: 0.964, Loss: 0.018 Epoch 66 Batch 447/538 - Train Accuracy: 0.977, Validation Accuracy: 0.963, Loss: 0.016 Epoch 66 Batch 448/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.018 Epoch 66 Batch 449/538 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.024 Epoch 66 Batch 450/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.028 Epoch 66 Batch 451/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.016 Epoch 66 Batch 452/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.018 Epoch 66 Batch 453/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.021 Epoch 66 Batch 454/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.024 Epoch 66 Batch 455/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.013 Epoch 66 Batch 456/538 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.038 Epoch 66 Batch 457/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.018 Epoch 66 Batch 458/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.019 Epoch 66 Batch 459/538 - Train Accuracy: 0.982, Validation Accuracy: 0.962, Loss: 0.014 Epoch 66 Batch 460/538 - Train Accuracy: 0.967, Validation Accuracy: 0.964, Loss: 0.022 Epoch 66 Batch 461/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.023 Epoch 66 Batch 462/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.018 Epoch 66 Batch 463/538 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.022 Epoch 66 Batch 464/538 - Train Accuracy: 0.983, Validation Accuracy: 0.974, Loss: 0.018 Epoch 66 Batch 465/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.018 Epoch 66 Batch 466/538 - Train Accuracy: 0.966, Validation Accuracy: 0.974, Loss: 0.020 Epoch 66 Batch 467/538 - Train Accuracy: 0.975, Validation Accuracy: 0.977, Loss: 0.017 Epoch 66 Batch 468/538 - Train Accuracy: 0.981, Validation Accuracy: 0.975, Loss: 0.024 Epoch 66 Batch 469/538 - Train Accuracy: 0.967, Validation Accuracy: 0.976, Loss: 0.025 Epoch 66 Batch 470/538 - Train Accuracy: 0.967, Validation Accuracy: 0.972, Loss: 0.016 Epoch 66 Batch 471/538 - Train Accuracy: 0.982, Validation Accuracy: 0.970, Loss: 0.015 Epoch 66 Batch 472/538 - Train Accuracy: 0.984, Validation Accuracy: 0.971, Loss: 0.014 Epoch 66 Batch 473/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.020 Epoch 66 Batch 474/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.016 Epoch 66 Batch 475/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.021 Epoch 66 Batch 476/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.015 Epoch 66 Batch 477/538 - Train Accuracy: 0.967, Validation Accuracy: 0.972, Loss: 0.021 Epoch 66 Batch 478/538 - Train Accuracy: 0.984, Validation Accuracy: 0.968, Loss: 0.011 Epoch 66 Batch 479/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.014 Epoch 66 Batch 480/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.019 Epoch 66 Batch 481/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.021 Epoch 66 Batch 482/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.015 Epoch 66 Batch 483/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.020 Epoch 66 Batch 484/538 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.024 Epoch 66 Batch 485/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.019 Epoch 66 Batch 486/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.014 Epoch 66 Batch 487/538 - Train Accuracy: 0.983, Validation Accuracy: 0.969, Loss: 0.019 Epoch 66 Batch 488/538 - Train Accuracy: 0.985, Validation Accuracy: 0.969, Loss: 0.012 Epoch 66 Batch 489/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.019 Epoch 66 Batch 490/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.020 Epoch 66 Batch 491/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.017 Epoch 66 Batch 492/538 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.016 Epoch 66 Batch 493/538 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.017 Epoch 66 Batch 494/538 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.021 Epoch 66 Batch 495/538 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.018 Epoch 66 Batch 496/538 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.014 Epoch 66 Batch 497/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.018 Epoch 66 Batch 498/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.015 Epoch 66 Batch 499/538 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.016 Epoch 66 Batch 500/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.013 Epoch 66 Batch 501/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.017 Epoch 66 Batch 502/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.016 Epoch 66 Batch 503/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.024 Epoch 66 Batch 504/538 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.016 Epoch 66 Batch 505/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.015 Epoch 66 Batch 506/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.015 Epoch 66 Batch 507/538 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.018 Epoch 66 Batch 508/538 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.020 Epoch 66 Batch 509/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.018 Epoch 66 Batch 510/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.018 Epoch 66 Batch 511/538 - Train Accuracy: 0.969, Validation Accuracy: 0.959, Loss: 0.024 Epoch 66 Batch 512/538 - Train Accuracy: 0.974, Validation Accuracy: 0.959, Loss: 0.017 Epoch 66 Batch 513/538 - Train Accuracy: 0.972, Validation Accuracy: 0.961, Loss: 0.013 Epoch 66 Batch 514/538 - Train Accuracy: 0.977, Validation Accuracy: 0.959, Loss: 0.017 Epoch 66 Batch 515/538 - Train Accuracy: 0.967, Validation Accuracy: 0.959, Loss: 0.024 Epoch 66 Batch 516/538 - Train Accuracy: 0.961, Validation Accuracy: 0.961, Loss: 0.022 Epoch 66 Batch 517/538 - Train Accuracy: 0.982, Validation Accuracy: 0.961, Loss: 0.013 Epoch 66 Batch 518/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.017 Epoch 66 Batch 519/538 - Train Accuracy: 0.977, Validation Accuracy: 0.960, Loss: 0.017 Epoch 66 Batch 520/538 - Train Accuracy: 0.972, Validation Accuracy: 0.960, Loss: 0.027 Epoch 66 Batch 521/538 - Train Accuracy: 0.977, Validation Accuracy: 0.962, Loss: 0.023 Epoch 66 Batch 522/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.017 Epoch 66 Batch 523/538 - Train Accuracy: 0.977, Validation Accuracy: 0.964, Loss: 0.018 Epoch 66 Batch 524/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.016 Epoch 66 Batch 525/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.025 Epoch 66 Batch 526/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.017 Epoch 66 Batch 527/538 - Train Accuracy: 0.978, Validation Accuracy: 0.965, Loss: 0.017 Epoch 66 Batch 528/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.022 Epoch 66 Batch 529/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.015 Epoch 66 Batch 530/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.017 Epoch 66 Batch 531/538 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.020 Epoch 66 Batch 532/538 - Train Accuracy: 0.966, Validation Accuracy: 0.974, Loss: 0.016 Epoch 66 Batch 533/538 - Train Accuracy: 0.971, Validation Accuracy: 0.974, Loss: 0.019 Epoch 66 Batch 534/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.018 Epoch 66 Batch 535/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.022 Epoch 66 Batch 536/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.022 Epoch 67 Batch 0/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.014 Epoch 67 Batch 1/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.022 Epoch 67 Batch 2/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.026 Epoch 67 Batch 3/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.021 Epoch 67 Batch 4/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.014 Epoch 67 Batch 5/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.018 Epoch 67 Batch 6/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.017 Epoch 67 Batch 7/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.020 Epoch 67 Batch 8/538 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.016 Epoch 67 Batch 9/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.018 Epoch 67 Batch 10/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.015 Epoch 67 Batch 11/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.015 Epoch 67 Batch 12/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.018 Epoch 67 Batch 13/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.015 Epoch 67 Batch 14/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.016 Epoch 67 Batch 15/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.020 Epoch 67 Batch 16/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.016 Epoch 67 Batch 17/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.020 Epoch 67 Batch 18/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.020 Epoch 67 Batch 19/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.022 Epoch 67 Batch 20/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.022 Epoch 67 Batch 21/538 - Train Accuracy: 0.985, Validation Accuracy: 0.971, Loss: 0.013 Epoch 67 Batch 22/538 - Train Accuracy: 0.968, Validation Accuracy: 0.973, Loss: 0.018 Epoch 67 Batch 23/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.019 Epoch 67 Batch 24/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.023 Epoch 67 Batch 25/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.019 Epoch 67 Batch 26/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.020 Epoch 67 Batch 27/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.015 Epoch 67 Batch 28/538 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.017 Epoch 67 Batch 29/538 - Train Accuracy: 0.978, Validation Accuracy: 0.966, Loss: 0.013 Epoch 67 Batch 30/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.019 Epoch 67 Batch 31/538 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.013 Epoch 67 Batch 32/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.012 Epoch 67 Batch 33/538 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.022 Epoch 67 Batch 34/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.026 Epoch 67 Batch 35/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.014 Epoch 67 Batch 36/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.014 Epoch 67 Batch 37/538 - Train Accuracy: 0.966, Validation Accuracy: 0.968, Loss: 0.024 Epoch 67 Batch 38/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.017 Epoch 67 Batch 39/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.020 Epoch 67 Batch 40/538 - Train Accuracy: 0.985, Validation Accuracy: 0.967, Loss: 0.013 Epoch 67 Batch 41/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.016 Epoch 67 Batch 42/538 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.016 Epoch 67 Batch 43/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.021 Epoch 67 Batch 44/538 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.019 Epoch 67 Batch 45/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.019 Epoch 67 Batch 46/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.016 Epoch 67 Batch 47/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.016 Epoch 67 Batch 48/538 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.019 Epoch 67 Batch 49/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.019 Epoch 67 Batch 50/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.013 Epoch 67 Batch 51/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.022 Epoch 67 Batch 52/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.016 Epoch 67 Batch 53/538 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.018 Epoch 67 Batch 54/538 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.018 Epoch 67 Batch 55/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.019 Epoch 67 Batch 56/538 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.019 Epoch 67 Batch 57/538 - Train Accuracy: 0.963, Validation Accuracy: 0.967, Loss: 0.018 Epoch 67 Batch 58/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.012 Epoch 67 Batch 59/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.017 Epoch 67 Batch 60/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.018 Epoch 67 Batch 61/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.018 Epoch 67 Batch 62/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.026 Epoch 67 Batch 63/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.013 Epoch 67 Batch 64/538 - Train Accuracy: 0.970, Validation Accuracy: 0.971, Loss: 0.018 Epoch 67 Batch 65/538 - Train Accuracy: 0.967, Validation Accuracy: 0.971, Loss: 0.023 Epoch 67 Batch 66/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.011 Epoch 67 Batch 67/538 - Train Accuracy: 0.985, Validation Accuracy: 0.969, Loss: 0.017 Epoch 67 Batch 68/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.018 Epoch 67 Batch 69/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.020 Epoch 67 Batch 70/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.015 Epoch 67 Batch 71/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.020 Epoch 67 Batch 72/538 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.040 Epoch 67 Batch 73/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.019 Epoch 67 Batch 74/538 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.014 Epoch 67 Batch 75/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.020 Epoch 67 Batch 76/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.016 Epoch 67 Batch 77/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.018 Epoch 67 Batch 78/538 - Train Accuracy: 0.980, Validation Accuracy: 0.968, Loss: 0.022 Epoch 67 Batch 79/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.014 Epoch 67 Batch 80/538 - Train Accuracy: 0.981, Validation Accuracy: 0.964, Loss: 0.016 Epoch 67 Batch 81/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.017 Epoch 67 Batch 82/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.028 Epoch 67 Batch 83/538 - Train Accuracy: 0.977, Validation Accuracy: 0.963, Loss: 0.018 Epoch 67 Batch 84/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.017 Epoch 67 Batch 85/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.015 Epoch 67 Batch 86/538 - Train Accuracy: 0.984, Validation Accuracy: 0.963, Loss: 0.014 Epoch 67 Batch 87/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.023 Epoch 67 Batch 88/538 - Train Accuracy: 0.978, Validation Accuracy: 0.963, Loss: 0.017 Epoch 67 Batch 89/538 - Train Accuracy: 0.978, Validation Accuracy: 0.965, Loss: 0.013 Epoch 67 Batch 90/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.023 Epoch 67 Batch 91/538 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.017 Epoch 67 Batch 92/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.021 Epoch 67 Batch 93/538 - Train Accuracy: 0.979, Validation Accuracy: 0.967, Loss: 0.017 Epoch 67 Batch 94/538 - Train Accuracy: 0.977, Validation Accuracy: 0.964, Loss: 0.015 Epoch 67 Batch 95/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.017 Epoch 67 Batch 96/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.015 Epoch 67 Batch 97/538 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.016 Epoch 67 Batch 98/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.021 Epoch 67 Batch 99/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.017 Epoch 67 Batch 100/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.014 Epoch 67 Batch 101/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.023 Epoch 67 Batch 102/538 - Train Accuracy: 0.963, Validation Accuracy: 0.972, Loss: 0.021 Epoch 67 Batch 103/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.021 Epoch 67 Batch 104/538 - Train Accuracy: 0.982, Validation Accuracy: 0.971, Loss: 0.011 Epoch 67 Batch 105/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.016 Epoch 67 Batch 106/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.012 Epoch 67 Batch 107/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.022 Epoch 67 Batch 108/538 - Train Accuracy: 0.981, Validation Accuracy: 0.974, Loss: 0.020 Epoch 67 Batch 109/538 - Train Accuracy: 0.985, Validation Accuracy: 0.974, Loss: 0.013 Epoch 67 Batch 110/538 - Train Accuracy: 0.974, Validation Accuracy: 0.974, Loss: 0.016 Epoch 67 Batch 111/538 - Train Accuracy: 0.970, Validation Accuracy: 0.974, Loss: 0.017 Epoch 67 Batch 112/538 - Train Accuracy: 0.975, Validation Accuracy: 0.976, Loss: 0.019 Epoch 67 Batch 113/538 - Train Accuracy: 0.968, Validation Accuracy: 0.978, Loss: 0.023 Epoch 67 Batch 114/538 - Train Accuracy: 0.973, Validation Accuracy: 0.975, Loss: 0.015 Epoch 67 Batch 115/538 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.020 Epoch 67 Batch 116/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.022 Epoch 67 Batch 117/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.017 Epoch 67 Batch 118/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.017 Epoch 67 Batch 119/538 - Train Accuracy: 0.983, Validation Accuracy: 0.970, Loss: 0.016 Epoch 67 Batch 120/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.017 Epoch 67 Batch 121/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.024 Epoch 67 Batch 122/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.019 Epoch 67 Batch 123/538 - Train Accuracy: 0.968, Validation Accuracy: 0.970, Loss: 0.021 Epoch 67 Batch 124/538 - Train Accuracy: 0.972, Validation Accuracy: 0.977, Loss: 0.017 Epoch 67 Batch 125/538 - Train Accuracy: 0.973, Validation Accuracy: 0.977, Loss: 0.021 Epoch 67 Batch 126/538 - Train Accuracy: 0.969, Validation Accuracy: 0.978, Loss: 0.020 Epoch 67 Batch 127/538 - Train Accuracy: 0.971, Validation Accuracy: 0.974, Loss: 0.025 Epoch 67 Batch 128/538 - Train Accuracy: 0.975, Validation Accuracy: 0.976, Loss: 0.017 Epoch 67 Batch 129/538 - Train Accuracy: 0.982, Validation Accuracy: 0.976, Loss: 0.012 Epoch 67 Batch 130/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.015 Epoch 67 Batch 131/538 - Train Accuracy: 0.981, Validation Accuracy: 0.973, Loss: 0.015 Epoch 67 Batch 132/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.012 Epoch 67 Batch 133/538 - Train Accuracy: 0.968, Validation Accuracy: 0.973, Loss: 0.023 Epoch 67 Batch 134/538 - Train Accuracy: 0.970, Validation Accuracy: 0.973, Loss: 0.025 Epoch 67 Batch 135/538 - Train Accuracy: 0.967, Validation Accuracy: 0.971, Loss: 0.029 Epoch 67 Batch 136/538 - Train Accuracy: 0.965, Validation Accuracy: 0.972, Loss: 0.017 Epoch 67 Batch 137/538 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.023 Epoch 67 Batch 138/538 - Train Accuracy: 0.964, Validation Accuracy: 0.974, Loss: 0.021 Epoch 67 Batch 139/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.019 Epoch 67 Batch 140/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.025 Epoch 67 Batch 141/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.017 Epoch 67 Batch 142/538 - Train Accuracy: 0.978, Validation Accuracy: 0.964, Loss: 0.016 Epoch 67 Batch 143/538 - Train Accuracy: 0.967, Validation Accuracy: 0.971, Loss: 0.026 Epoch 67 Batch 144/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.024 Epoch 67 Batch 145/538 - Train Accuracy: 0.968, Validation Accuracy: 0.973, Loss: 0.029 Epoch 67 Batch 146/538 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.017 Epoch 67 Batch 147/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.017 Epoch 67 Batch 148/538 - Train Accuracy: 0.960, Validation Accuracy: 0.973, Loss: 0.021 Epoch 67 Batch 149/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.019 Epoch 67 Batch 150/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.017 Epoch 67 Batch 151/538 - Train Accuracy: 0.967, Validation Accuracy: 0.974, Loss: 0.019 Epoch 67 Batch 152/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.024 Epoch 67 Batch 153/538 - Train Accuracy: 0.967, Validation Accuracy: 0.977, Loss: 0.021 Epoch 67 Batch 154/538 - Train Accuracy: 0.975, Validation Accuracy: 0.979, Loss: 0.016 Epoch 67 Batch 155/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.020 Epoch 67 Batch 156/538 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.017 Epoch 67 Batch 157/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.015 Epoch 67 Batch 158/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.015 Epoch 67 Batch 159/538 - Train Accuracy: 0.968, Validation Accuracy: 0.970, Loss: 0.020 Epoch 67 Batch 160/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.015 Epoch 67 Batch 161/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.017 Epoch 67 Batch 162/538 - Train Accuracy: 0.978, Validation Accuracy: 0.966, Loss: 0.019 Epoch 67 Batch 163/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.023 Epoch 67 Batch 164/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.020 Epoch 67 Batch 165/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.016 Epoch 67 Batch 166/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.017 Epoch 67 Batch 167/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.031 Epoch 67 Batch 168/538 - Train Accuracy: 0.970, Validation Accuracy: 0.973, Loss: 0.022 Epoch 67 Batch 169/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.016 Epoch 67 Batch 170/538 - Train Accuracy: 0.966, Validation Accuracy: 0.973, Loss: 0.013 Epoch 67 Batch 171/538 - Train Accuracy: 0.964, Validation Accuracy: 0.971, Loss: 0.023 Epoch 67 Batch 172/538 - Train Accuracy: 0.982, Validation Accuracy: 0.969, Loss: 0.015 Epoch 67 Batch 173/538 - Train Accuracy: 0.983, Validation Accuracy: 0.969, Loss: 0.011 Epoch 67 Batch 174/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.018 Epoch 67 Batch 175/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.015 Epoch 67 Batch 176/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.021 Epoch 67 Batch 177/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.021 Epoch 67 Batch 178/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.015 Epoch 67 Batch 179/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.017 Epoch 67 Batch 180/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.020 Epoch 67 Batch 181/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.021 Epoch 67 Batch 182/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.016 Epoch 67 Batch 183/538 - Train Accuracy: 0.983, Validation Accuracy: 0.969, Loss: 0.013 Epoch 67 Batch 184/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.012 Epoch 67 Batch 185/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.015 Epoch 67 Batch 186/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.019 Epoch 67 Batch 187/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.017 Epoch 67 Batch 188/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.019 Epoch 67 Batch 189/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.021 Epoch 67 Batch 190/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.019 Epoch 67 Batch 191/538 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.016 Epoch 67 Batch 192/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.020 Epoch 67 Batch 193/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.022 Epoch 67 Batch 194/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.024 Epoch 67 Batch 195/538 - Train Accuracy: 0.984, Validation Accuracy: 0.969, Loss: 0.025 Epoch 67 Batch 196/538 - Train Accuracy: 0.965, Validation Accuracy: 0.969, Loss: 0.016 Epoch 67 Batch 197/538 - Train Accuracy: 0.969, Validation Accuracy: 0.971, Loss: 0.022 Epoch 67 Batch 198/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.016 Epoch 67 Batch 199/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.023 Epoch 67 Batch 200/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.015 Epoch 67 Batch 201/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.028 Epoch 67 Batch 202/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.016 Epoch 67 Batch 203/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.020 Epoch 67 Batch 204/538 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.029 Epoch 67 Batch 205/538 - Train Accuracy: 0.984, Validation Accuracy: 0.969, Loss: 0.015 Epoch 67 Batch 206/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.013 Epoch 67 Batch 207/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.022 Epoch 67 Batch 208/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.022 Epoch 67 Batch 209/538 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.014 Epoch 67 Batch 210/538 - Train Accuracy: 0.975, Validation Accuracy: 0.977, Loss: 0.025 Epoch 67 Batch 211/538 - Train Accuracy: 0.979, Validation Accuracy: 0.979, Loss: 0.017 Epoch 67 Batch 212/538 - Train Accuracy: 0.978, Validation Accuracy: 0.978, Loss: 0.014 Epoch 67 Batch 213/538 - Train Accuracy: 0.969, Validation Accuracy: 0.978, Loss: 0.015 Epoch 67 Batch 214/538 - Train Accuracy: 0.977, Validation Accuracy: 0.978, Loss: 0.017 Epoch 67 Batch 215/538 - Train Accuracy: 0.975, Validation Accuracy: 0.980, Loss: 0.017 Epoch 67 Batch 216/538 - Train Accuracy: 0.970, Validation Accuracy: 0.980, Loss: 0.018 Epoch 67 Batch 217/538 - Train Accuracy: 0.970, Validation Accuracy: 0.979, Loss: 0.021 Epoch 67 Batch 218/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.013 Epoch 67 Batch 219/538 - Train Accuracy: 0.970, Validation Accuracy: 0.974, Loss: 0.020 Epoch 67 Batch 220/538 - Train Accuracy: 0.961, Validation Accuracy: 0.972, Loss: 0.024 Epoch 67 Batch 221/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.015 Epoch 67 Batch 222/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.018 Epoch 67 Batch 223/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.022 Epoch 67 Batch 224/538 - Train Accuracy: 0.965, Validation Accuracy: 0.972, Loss: 0.022 Epoch 67 Batch 225/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.015 Epoch 67 Batch 226/538 - Train Accuracy: 0.966, Validation Accuracy: 0.975, Loss: 0.024 Epoch 67 Batch 227/538 - Train Accuracy: 0.970, Validation Accuracy: 0.975, Loss: 0.020 Epoch 67 Batch 228/538 - Train Accuracy: 0.958, Validation Accuracy: 0.975, Loss: 0.022 Epoch 67 Batch 229/538 - Train Accuracy: 0.980, Validation Accuracy: 0.975, Loss: 0.025 Epoch 67 Batch 230/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.018 Epoch 67 Batch 231/538 - Train Accuracy: 0.970, Validation Accuracy: 0.973, Loss: 0.024 Epoch 67 Batch 232/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.020 Epoch 67 Batch 233/538 - Train Accuracy: 0.972, Validation Accuracy: 0.977, Loss: 0.017 Epoch 67 Batch 234/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.018 Epoch 67 Batch 235/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.016 Epoch 67 Batch 236/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.013 Epoch 67 Batch 237/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.013 Epoch 67 Batch 238/538 - Train Accuracy: 0.983, Validation Accuracy: 0.970, Loss: 0.022 Epoch 67 Batch 239/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.018 Epoch 67 Batch 240/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.017 Epoch 67 Batch 241/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.019 Epoch 67 Batch 242/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.018 Epoch 67 Batch 243/538 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.017 Epoch 67 Batch 244/538 - Train Accuracy: 0.971, Validation Accuracy: 0.974, Loss: 0.016 Epoch 67 Batch 245/538 - Train Accuracy: 0.968, Validation Accuracy: 0.974, Loss: 0.024 Epoch 67 Batch 246/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.014 Epoch 67 Batch 247/538 - Train Accuracy: 0.970, Validation Accuracy: 0.971, Loss: 0.018 Epoch 67 Batch 248/538 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.022 Epoch 67 Batch 249/538 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.014 Epoch 67 Batch 250/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.021 Epoch 67 Batch 251/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.014 Epoch 67 Batch 252/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.014 Epoch 67 Batch 253/538 - Train Accuracy: 0.975, Validation Accuracy: 0.975, Loss: 0.015 Epoch 67 Batch 254/538 - Train Accuracy: 0.964, Validation Accuracy: 0.974, Loss: 0.021 Epoch 67 Batch 255/538 - Train Accuracy: 0.975, Validation Accuracy: 0.976, Loss: 0.019 Epoch 67 Batch 256/538 - Train Accuracy: 0.971, Validation Accuracy: 0.974, Loss: 0.015 Epoch 67 Batch 257/538 - Train Accuracy: 0.974, Validation Accuracy: 0.974, Loss: 0.015 Epoch 67 Batch 258/538 - Train Accuracy: 0.982, Validation Accuracy: 0.973, Loss: 0.018 Epoch 67 Batch 259/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.014 Epoch 67 Batch 260/538 - Train Accuracy: 0.967, Validation Accuracy: 0.972, Loss: 0.013 Epoch 67 Batch 261/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.023 Epoch 67 Batch 262/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.020 Epoch 67 Batch 263/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.017 Epoch 67 Batch 264/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.021 Epoch 67 Batch 265/538 - Train Accuracy: 0.963, Validation Accuracy: 0.967, Loss: 0.020 Epoch 67 Batch 266/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.019 Epoch 67 Batch 267/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.019 Epoch 67 Batch 268/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.017 Epoch 67 Batch 269/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.016 Epoch 67 Batch 270/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.015 Epoch 67 Batch 271/538 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.013 Epoch 67 Batch 272/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.020 Epoch 67 Batch 273/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.016 Epoch 67 Batch 274/538 - Train Accuracy: 0.964, Validation Accuracy: 0.975, Loss: 0.014 Epoch 67 Batch 275/538 - Train Accuracy: 0.972, Validation Accuracy: 0.978, Loss: 0.019 Epoch 67 Batch 276/538 - Train Accuracy: 0.968, Validation Accuracy: 0.978, Loss: 0.028 Epoch 67 Batch 277/538 - Train Accuracy: 0.978, Validation Accuracy: 0.978, Loss: 0.011 Epoch 67 Batch 278/538 - Train Accuracy: 0.970, Validation Accuracy: 0.980, Loss: 0.017 Epoch 67 Batch 279/538 - Train Accuracy: 0.979, Validation Accuracy: 0.978, Loss: 0.016 Epoch 67 Batch 280/538 - Train Accuracy: 0.982, Validation Accuracy: 0.974, Loss: 0.013 Epoch 67 Batch 281/538 - Train Accuracy: 0.971, Validation Accuracy: 0.974, Loss: 0.018 Epoch 67 Batch 282/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.020 Epoch 67 Batch 283/538 - Train Accuracy: 0.982, Validation Accuracy: 0.974, Loss: 0.020 Epoch 67 Batch 284/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.023 Epoch 67 Batch 285/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.018 Epoch 67 Batch 286/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.027 Epoch 67 Batch 287/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.015 Epoch 67 Batch 288/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.018 Epoch 67 Batch 289/538 - Train Accuracy: 0.984, Validation Accuracy: 0.976, Loss: 0.013 Epoch 67 Batch 290/538 - Train Accuracy: 0.977, Validation Accuracy: 0.976, Loss: 0.020 Epoch 67 Batch 291/538 - Train Accuracy: 0.978, Validation Accuracy: 0.976, Loss: 0.019 Epoch 67 Batch 292/538 - Train Accuracy: 0.981, Validation Accuracy: 0.976, Loss: 0.013 Epoch 67 Batch 293/538 - Train Accuracy: 0.968, Validation Accuracy: 0.976, Loss: 0.015 Epoch 67 Batch 294/538 - Train Accuracy: 0.975, Validation Accuracy: 0.975, Loss: 0.020 Epoch 67 Batch 295/538 - Train Accuracy: 0.981, Validation Accuracy: 0.974, Loss: 0.014 Epoch 67 Batch 296/538 - Train Accuracy: 0.971, Validation Accuracy: 0.974, Loss: 0.026 Epoch 67 Batch 297/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.015 Epoch 67 Batch 298/538 - Train Accuracy: 0.976, Validation Accuracy: 0.979, Loss: 0.016 Epoch 67 Batch 299/538 - Train Accuracy: 0.976, Validation Accuracy: 0.979, Loss: 0.028 Epoch 67 Batch 300/538 - Train Accuracy: 0.980, Validation Accuracy: 0.978, Loss: 0.016 Epoch 67 Batch 301/538 - Train Accuracy: 0.976, Validation Accuracy: 0.976, Loss: 0.019 Epoch 67 Batch 302/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.018 Epoch 67 Batch 303/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.016 Epoch 67 Batch 304/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.021 Epoch 67 Batch 305/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.018 Epoch 67 Batch 306/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.020 Epoch 67 Batch 307/538 - Train Accuracy: 0.982, Validation Accuracy: 0.968, Loss: 0.018 Epoch 67 Batch 308/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.019 Epoch 67 Batch 309/538 - Train Accuracy: 0.975, Validation Accuracy: 0.976, Loss: 0.019 Epoch 67 Batch 310/538 - Train Accuracy: 0.979, Validation Accuracy: 0.976, Loss: 0.019 Epoch 67 Batch 311/538 - Train Accuracy: 0.971, Validation Accuracy: 0.976, Loss: 0.023 Epoch 67 Batch 312/538 - Train Accuracy: 0.975, Validation Accuracy: 0.975, Loss: 0.015 Epoch 67 Batch 313/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.017 Epoch 67 Batch 314/538 - Train Accuracy: 0.983, Validation Accuracy: 0.970, Loss: 0.017 Epoch 67 Batch 315/538 - Train Accuracy: 0.983, Validation Accuracy: 0.970, Loss: 0.015 Epoch 67 Batch 316/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.016 Epoch 67 Batch 317/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.017 Epoch 67 Batch 318/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.017 Epoch 67 Batch 319/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.023 Epoch 67 Batch 320/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.015 Epoch 67 Batch 321/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.016 Epoch 67 Batch 322/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.020 Epoch 67 Batch 323/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.017 Epoch 67 Batch 324/538 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.017 Epoch 67 Batch 325/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.014 Epoch 67 Batch 326/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.017 Epoch 67 Batch 327/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.017 Epoch 67 Batch 328/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.014 Epoch 67 Batch 329/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.020 Epoch 67 Batch 330/538 - Train Accuracy: 0.970, Validation Accuracy: 0.973, Loss: 0.021 Epoch 67 Batch 331/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.015 Epoch 67 Batch 332/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.019 Epoch 67 Batch 333/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.020 Epoch 67 Batch 334/538 - Train Accuracy: 0.983, Validation Accuracy: 0.971, Loss: 0.015 Epoch 67 Batch 335/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.016 Epoch 67 Batch 336/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.017 Epoch 67 Batch 337/538 - Train Accuracy: 0.980, Validation Accuracy: 0.968, Loss: 0.017 Epoch 67 Batch 338/538 - Train Accuracy: 0.981, Validation Accuracy: 0.968, Loss: 0.018 Epoch 67 Batch 339/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.014 Epoch 67 Batch 340/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.015 Epoch 67 Batch 341/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.015 Epoch 67 Batch 342/538 - Train Accuracy: 0.980, Validation Accuracy: 0.968, Loss: 0.019 Epoch 67 Batch 343/538 - Train Accuracy: 0.981, Validation Accuracy: 0.968, Loss: 0.021 Epoch 67 Batch 344/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.013 Epoch 67 Batch 345/538 - Train Accuracy: 0.978, Validation Accuracy: 0.966, Loss: 0.019 Epoch 67 Batch 346/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.019 Epoch 67 Batch 347/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.021 Epoch 67 Batch 348/538 - Train Accuracy: 0.968, Validation Accuracy: 0.971, Loss: 0.017 Epoch 67 Batch 349/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.015 Epoch 67 Batch 350/538 - Train Accuracy: 0.973, Validation Accuracy: 0.975, Loss: 0.023 Epoch 67 Batch 351/538 - Train Accuracy: 0.971, Validation Accuracy: 0.975, Loss: 0.025 Epoch 67 Batch 352/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.034 Epoch 67 Batch 353/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.019 Epoch 67 Batch 354/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.016 Epoch 67 Batch 355/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.018 Epoch 67 Batch 356/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.016 Epoch 67 Batch 357/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.019 Epoch 67 Batch 358/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.013 Epoch 67 Batch 359/538 - Train Accuracy: 0.982, Validation Accuracy: 0.965, Loss: 0.015 Epoch 67 Batch 360/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.021 Epoch 67 Batch 361/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.014 Epoch 67 Batch 362/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.013 Epoch 67 Batch 363/538 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.017 Epoch 67 Batch 364/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.025 Epoch 67 Batch 365/538 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.017 Epoch 67 Batch 366/538 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.015 Epoch 67 Batch 367/538 - Train Accuracy: 0.981, Validation Accuracy: 0.967, Loss: 0.015 Epoch 67 Batch 368/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.020 Epoch 67 Batch 369/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.016 Epoch 67 Batch 370/538 - Train Accuracy: 0.962, Validation Accuracy: 0.972, Loss: 0.020 Epoch 67 Batch 371/538 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.027 Epoch 67 Batch 372/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.022 Epoch 67 Batch 373/538 - Train Accuracy: 0.966, Validation Accuracy: 0.970, Loss: 0.015 Epoch 67 Batch 374/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.019 Epoch 67 Batch 375/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.017 Epoch 67 Batch 376/538 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.012 Epoch 67 Batch 377/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.022 Epoch 67 Batch 378/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.014 Epoch 67 Batch 379/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.021 Epoch 67 Batch 380/538 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.014 Epoch 67 Batch 381/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.019 Epoch 67 Batch 382/538 - Train Accuracy: 0.969, Validation Accuracy: 0.973, Loss: 0.026 Epoch 67 Batch 383/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.020 Epoch 67 Batch 384/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.021 Epoch 67 Batch 385/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.014 Epoch 67 Batch 386/538 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.019 Epoch 67 Batch 387/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.013 Epoch 67 Batch 388/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.019 Epoch 67 Batch 389/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.018 Epoch 67 Batch 390/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.013 Epoch 67 Batch 391/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.011 Epoch 67 Batch 392/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.014 Epoch 67 Batch 393/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.017 Epoch 67 Batch 394/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.017 Epoch 67 Batch 395/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.016 Epoch 67 Batch 396/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.014 Epoch 67 Batch 397/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.012 Epoch 67 Batch 398/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.016 Epoch 67 Batch 399/538 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.012 Epoch 67 Batch 400/538 - Train Accuracy: 0.982, Validation Accuracy: 0.971, Loss: 0.018 Epoch 67 Batch 401/538 - Train Accuracy: 0.985, Validation Accuracy: 0.971, Loss: 0.017 Epoch 67 Batch 402/538 - Train Accuracy: 0.985, Validation Accuracy: 0.973, Loss: 0.016 Epoch 67 Batch 403/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.017 Epoch 67 Batch 404/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.021 Epoch 67 Batch 405/538 - Train Accuracy: 0.968, Validation Accuracy: 0.971, Loss: 0.017 Epoch 67 Batch 406/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.017 Epoch 67 Batch 407/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.023 Epoch 67 Batch 408/538 - Train Accuracy: 0.970, Validation Accuracy: 0.971, Loss: 0.024 Epoch 67 Batch 409/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.016 Epoch 67 Batch 410/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.016 Epoch 67 Batch 411/538 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.015 Epoch 67 Batch 412/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.015 Epoch 67 Batch 413/538 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.015 Epoch 67 Batch 414/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.020 Epoch 67 Batch 415/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.017 Epoch 67 Batch 416/538 - Train Accuracy: 0.984, Validation Accuracy: 0.974, Loss: 0.020 Epoch 67 Batch 417/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.018 Epoch 67 Batch 418/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.021 Epoch 67 Batch 419/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.015 Epoch 67 Batch 420/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.019 Epoch 67 Batch 421/538 - Train Accuracy: 0.982, Validation Accuracy: 0.975, Loss: 0.013 Epoch 67 Batch 422/538 - Train Accuracy: 0.977, Validation Accuracy: 0.975, Loss: 0.018 Epoch 67 Batch 423/538 - Train Accuracy: 0.984, Validation Accuracy: 0.969, Loss: 0.020 Epoch 67 Batch 424/538 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.020 Epoch 67 Batch 425/538 - Train Accuracy: 0.960, Validation Accuracy: 0.972, Loss: 0.025 Epoch 67 Batch 426/538 - Train Accuracy: 0.984, Validation Accuracy: 0.969, Loss: 0.014 Epoch 67 Batch 427/538 - Train Accuracy: 0.971, Validation Accuracy: 0.975, Loss: 0.021 Epoch 67 Batch 428/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.019 Epoch 67 Batch 429/538 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.015 Epoch 67 Batch 430/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.020 Epoch 67 Batch 431/538 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.015 Epoch 67 Batch 432/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.022 Epoch 67 Batch 433/538 - Train Accuracy: 0.961, Validation Accuracy: 0.968, Loss: 0.034 Epoch 67 Batch 434/538 - Train Accuracy: 0.980, Validation Accuracy: 0.967, Loss: 0.016 Epoch 67 Batch 435/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.020 Epoch 67 Batch 436/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.019 Epoch 67 Batch 437/538 - Train Accuracy: 0.984, Validation Accuracy: 0.971, Loss: 0.015 Epoch 67 Batch 438/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.014 Epoch 67 Batch 439/538 - Train Accuracy: 0.983, Validation Accuracy: 0.966, Loss: 0.022 Epoch 67 Batch 440/538 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.019 Epoch 67 Batch 441/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.019 Epoch 67 Batch 442/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.019 Epoch 67 Batch 443/538 - Train Accuracy: 0.967, Validation Accuracy: 0.965, Loss: 0.022 Epoch 67 Batch 444/538 - Train Accuracy: 0.978, Validation Accuracy: 0.965, Loss: 0.015 Epoch 67 Batch 445/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.017 Epoch 67 Batch 446/538 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.017 Epoch 67 Batch 447/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.015 Epoch 67 Batch 448/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.011 Epoch 67 Batch 449/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.021 Epoch 67 Batch 450/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.023 Epoch 67 Batch 451/538 - Train Accuracy: 0.968, Validation Accuracy: 0.970, Loss: 0.018 Epoch 67 Batch 452/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.016 Epoch 67 Batch 453/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.019 Epoch 67 Batch 454/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.023 Epoch 67 Batch 455/538 - Train Accuracy: 0.977, Validation Accuracy: 0.964, Loss: 0.019 Epoch 67 Batch 456/538 - Train Accuracy: 0.974, Validation Accuracy: 0.962, Loss: 0.031 Epoch 67 Batch 457/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.015 Epoch 67 Batch 458/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.015 Epoch 67 Batch 459/538 - Train Accuracy: 0.981, Validation Accuracy: 0.966, Loss: 0.015 Epoch 67 Batch 460/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.016 Epoch 67 Batch 461/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.021 Epoch 67 Batch 462/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.021 Epoch 67 Batch 463/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.023 Epoch 67 Batch 464/538 - Train Accuracy: 0.984, Validation Accuracy: 0.970, Loss: 0.013 Epoch 67 Batch 465/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.017 Epoch 67 Batch 466/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.014 Epoch 67 Batch 467/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.023 Epoch 67 Batch 468/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.028 Epoch 67 Batch 469/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.016 Epoch 67 Batch 470/538 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.022 Epoch 67 Batch 471/538 - Train Accuracy: 0.983, Validation Accuracy: 0.972, Loss: 0.015 Epoch 67 Batch 472/538 - Train Accuracy: 0.984, Validation Accuracy: 0.970, Loss: 0.013 Epoch 67 Batch 473/538 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.019 Epoch 67 Batch 474/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.013 Epoch 67 Batch 475/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.015 Epoch 67 Batch 476/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.017 Epoch 67 Batch 477/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.017 Epoch 67 Batch 478/538 - Train Accuracy: 0.982, Validation Accuracy: 0.973, Loss: 0.014 Epoch 67 Batch 479/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.018 Epoch 67 Batch 480/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.018 Epoch 67 Batch 481/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.017 Epoch 67 Batch 482/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.017 Epoch 67 Batch 483/538 - Train Accuracy: 0.969, Validation Accuracy: 0.971, Loss: 0.020 Epoch 67 Batch 484/538 - Train Accuracy: 0.968, Validation Accuracy: 0.971, Loss: 0.020 Epoch 67 Batch 485/538 - Train Accuracy: 0.970, Validation Accuracy: 0.971, Loss: 0.025 Epoch 67 Batch 486/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.011 Epoch 67 Batch 487/538 - Train Accuracy: 0.982, Validation Accuracy: 0.971, Loss: 0.014 Epoch 67 Batch 488/538 - Train Accuracy: 0.984, Validation Accuracy: 0.971, Loss: 0.017 Epoch 67 Batch 489/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.018 Epoch 67 Batch 490/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.022 Epoch 67 Batch 491/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.019 Epoch 67 Batch 492/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.014 Epoch 67 Batch 493/538 - Train Accuracy: 0.969, Validation Accuracy: 0.973, Loss: 0.020 Epoch 67 Batch 494/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.021 Epoch 67 Batch 495/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.014 Epoch 67 Batch 496/538 - Train Accuracy: 0.983, Validation Accuracy: 0.970, Loss: 0.015 Epoch 67 Batch 497/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.021 Epoch 67 Batch 498/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.019 Epoch 67 Batch 499/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.021 Epoch 67 Batch 500/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.016 Epoch 67 Batch 501/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.018 Epoch 67 Batch 502/538 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.016 Epoch 67 Batch 503/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.018 Epoch 67 Batch 504/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.014 Epoch 67 Batch 505/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.013 Epoch 67 Batch 506/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.014 Epoch 67 Batch 507/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.016 Epoch 67 Batch 508/538 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.017 Epoch 67 Batch 509/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.016 Epoch 67 Batch 510/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.016 Epoch 67 Batch 511/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.026 Epoch 67 Batch 512/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.021 Epoch 67 Batch 513/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.019 Epoch 67 Batch 514/538 - Train Accuracy: 0.982, Validation Accuracy: 0.969, Loss: 0.015 Epoch 67 Batch 515/538 - Train Accuracy: 0.966, Validation Accuracy: 0.971, Loss: 0.023 Epoch 67 Batch 516/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.015 Epoch 67 Batch 517/538 - Train Accuracy: 0.981, Validation Accuracy: 0.973, Loss: 0.012 Epoch 67 Batch 518/538 - Train Accuracy: 0.968, Validation Accuracy: 0.970, Loss: 0.021 Epoch 67 Batch 519/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.017 Epoch 67 Batch 520/538 - Train Accuracy: 0.965, Validation Accuracy: 0.966, Loss: 0.025 Epoch 67 Batch 521/538 - Train Accuracy: 0.979, Validation Accuracy: 0.964, Loss: 0.015 Epoch 67 Batch 522/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.015 Epoch 67 Batch 523/538 - Train Accuracy: 0.979, Validation Accuracy: 0.964, Loss: 0.017 Epoch 67 Batch 524/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.020 Epoch 67 Batch 525/538 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.022 Epoch 67 Batch 526/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.017 Epoch 67 Batch 527/538 - Train Accuracy: 0.982, Validation Accuracy: 0.971, Loss: 0.014 Epoch 67 Batch 528/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.020 Epoch 67 Batch 529/538 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.019 Epoch 67 Batch 530/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.017 Epoch 67 Batch 531/538 - Train Accuracy: 0.968, Validation Accuracy: 0.972, Loss: 0.021 Epoch 67 Batch 532/538 - Train Accuracy: 0.963, Validation Accuracy: 0.971, Loss: 0.016 Epoch 67 Batch 533/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.015 Epoch 67 Batch 534/538 - Train Accuracy: 0.977, Validation Accuracy: 0.975, Loss: 0.014 Epoch 67 Batch 535/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.019 Epoch 67 Batch 536/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.027 Epoch 68 Batch 0/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.017 Epoch 68 Batch 1/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.024 Epoch 68 Batch 2/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.020 Epoch 68 Batch 3/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.016 Epoch 68 Batch 4/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.018 Epoch 68 Batch 5/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.018 Epoch 68 Batch 6/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.017 Epoch 68 Batch 7/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.019 Epoch 68 Batch 8/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.013 Epoch 68 Batch 9/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.018 Epoch 68 Batch 10/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.015 Epoch 68 Batch 11/538 - Train Accuracy: 0.983, Validation Accuracy: 0.972, Loss: 0.021 Epoch 68 Batch 12/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.017 Epoch 68 Batch 13/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.016 Epoch 68 Batch 14/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.009 Epoch 68 Batch 15/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.018 Epoch 68 Batch 16/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.016 Epoch 68 Batch 17/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.019 Epoch 68 Batch 18/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.020 Epoch 68 Batch 19/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.019 Epoch 68 Batch 20/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.023 Epoch 68 Batch 21/538 - Train Accuracy: 0.982, Validation Accuracy: 0.973, Loss: 0.012 Epoch 68 Batch 22/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.016 Epoch 68 Batch 23/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.024 Epoch 68 Batch 24/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.023 Epoch 68 Batch 25/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.020 Epoch 68 Batch 26/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.023 Epoch 68 Batch 27/538 - Train Accuracy: 0.983, Validation Accuracy: 0.970, Loss: 0.010 Epoch 68 Batch 28/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.020 Epoch 68 Batch 29/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.014 Epoch 68 Batch 30/538 - Train Accuracy: 0.969, Validation Accuracy: 0.971, Loss: 0.020 Epoch 68 Batch 31/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.016 Epoch 68 Batch 32/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.012 Epoch 68 Batch 33/538 - Train Accuracy: 0.966, Validation Accuracy: 0.971, Loss: 0.028 Epoch 68 Batch 34/538 - Train Accuracy: 0.966, Validation Accuracy: 0.971, Loss: 0.026 Epoch 68 Batch 35/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.011 Epoch 68 Batch 36/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.016 Epoch 68 Batch 37/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.021 Epoch 68 Batch 38/538 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.016 Epoch 68 Batch 39/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.020 Epoch 68 Batch 40/538 - Train Accuracy: 0.982, Validation Accuracy: 0.967, Loss: 0.013 Epoch 68 Batch 41/538 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.016 Epoch 68 Batch 42/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.018 Epoch 68 Batch 43/538 - Train Accuracy: 0.963, Validation Accuracy: 0.970, Loss: 0.023 Epoch 68 Batch 44/538 - Train Accuracy: 0.983, Validation Accuracy: 0.973, Loss: 0.016 Epoch 68 Batch 45/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.017 Epoch 68 Batch 46/538 - Train Accuracy: 0.982, Validation Accuracy: 0.971, Loss: 0.018 Epoch 68 Batch 47/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.018 Epoch 68 Batch 48/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.023 Epoch 68 Batch 49/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.021 Epoch 68 Batch 50/538 - Train Accuracy: 0.982, Validation Accuracy: 0.967, Loss: 0.017 Epoch 68 Batch 51/538 - Train Accuracy: 0.963, Validation Accuracy: 0.967, Loss: 0.027 Epoch 68 Batch 52/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.017 Epoch 68 Batch 53/538 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.016 Epoch 68 Batch 54/538 - Train Accuracy: 0.982, Validation Accuracy: 0.968, Loss: 0.019 Epoch 68 Batch 55/538 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.019 Epoch 68 Batch 56/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.016 Epoch 68 Batch 57/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.023 Epoch 68 Batch 58/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.013 Epoch 68 Batch 59/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.017 Epoch 68 Batch 60/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.025 Epoch 68 Batch 61/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.018 Epoch 68 Batch 62/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.021 Epoch 68 Batch 63/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.018 Epoch 68 Batch 64/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.018 Epoch 68 Batch 65/538 - Train Accuracy: 0.966, Validation Accuracy: 0.970, Loss: 0.023 Epoch 68 Batch 66/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.012 Epoch 68 Batch 67/538 - Train Accuracy: 0.982, Validation Accuracy: 0.970, Loss: 0.015 Epoch 68 Batch 68/538 - Train Accuracy: 0.965, Validation Accuracy: 0.971, Loss: 0.017 Epoch 68 Batch 69/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.015 Epoch 68 Batch 70/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.015 Epoch 68 Batch 71/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.019 Epoch 68 Batch 72/538 - Train Accuracy: 0.968, Validation Accuracy: 0.973, Loss: 0.036 Epoch 68 Batch 73/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.022 Epoch 68 Batch 74/538 - Train Accuracy: 0.985, Validation Accuracy: 0.971, Loss: 0.012 Epoch 68 Batch 75/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.017 Epoch 68 Batch 76/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.018 Epoch 68 Batch 77/538 - Train Accuracy: 0.960, Validation Accuracy: 0.971, Loss: 0.017 Epoch 68 Batch 78/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.019 Epoch 68 Batch 79/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.017 Epoch 68 Batch 80/538 - Train Accuracy: 0.978, Validation Accuracy: 0.975, Loss: 0.014 Epoch 68 Batch 81/538 - Train Accuracy: 0.976, Validation Accuracy: 0.975, Loss: 0.018 Epoch 68 Batch 82/538 - Train Accuracy: 0.977, Validation Accuracy: 0.975, Loss: 0.017 Epoch 68 Batch 83/538 - Train Accuracy: 0.977, Validation Accuracy: 0.975, Loss: 0.016 Epoch 68 Batch 84/538 - Train Accuracy: 0.965, Validation Accuracy: 0.975, Loss: 0.017 Epoch 68 Batch 85/538 - Train Accuracy: 0.976, Validation Accuracy: 0.975, Loss: 0.020 Epoch 68 Batch 86/538 - Train Accuracy: 0.983, Validation Accuracy: 0.975, Loss: 0.014 Epoch 68 Batch 87/538 - Train Accuracy: 0.966, Validation Accuracy: 0.975, Loss: 0.017 Epoch 68 Batch 88/538 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.020 Epoch 68 Batch 89/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.019 Epoch 68 Batch 90/538 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.021 Epoch 68 Batch 91/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.013 Epoch 68 Batch 92/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.019 Epoch 68 Batch 93/538 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.014 Epoch 68 Batch 94/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.013 Epoch 68 Batch 95/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.012 Epoch 68 Batch 96/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.019 Epoch 68 Batch 97/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.015 Epoch 68 Batch 98/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.018 Epoch 68 Batch 99/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.011 Epoch 68 Batch 100/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.014 Epoch 68 Batch 101/538 - Train Accuracy: 0.976, Validation Accuracy: 0.962, Loss: 0.022 Epoch 68 Batch 102/538 - Train Accuracy: 0.968, Validation Accuracy: 0.965, Loss: 0.017 Epoch 68 Batch 103/538 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.017 Epoch 68 Batch 104/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.013 Epoch 68 Batch 105/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.012 Epoch 68 Batch 106/538 - Train Accuracy: 0.979, Validation Accuracy: 0.967, Loss: 0.011 Epoch 68 Batch 107/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.014 Epoch 68 Batch 108/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.017 Epoch 68 Batch 109/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.015 Epoch 68 Batch 110/538 - Train Accuracy: 0.983, Validation Accuracy: 0.976, Loss: 0.012 Epoch 68 Batch 111/538 - Train Accuracy: 0.973, Validation Accuracy: 0.975, Loss: 0.013 Epoch 68 Batch 112/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.021 Epoch 68 Batch 113/538 - Train Accuracy: 0.962, Validation Accuracy: 0.969, Loss: 0.018 Epoch 68 Batch 114/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.017 Epoch 68 Batch 115/538 - Train Accuracy: 0.986, Validation Accuracy: 0.966, Loss: 0.021 Epoch 68 Batch 116/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.019 Epoch 68 Batch 117/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.019 Epoch 68 Batch 118/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.011 Epoch 68 Batch 119/538 - Train Accuracy: 0.983, Validation Accuracy: 0.968, Loss: 0.013 Epoch 68 Batch 120/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.017 Epoch 68 Batch 121/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.017 Epoch 68 Batch 122/538 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.015 Epoch 68 Batch 123/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.020 Epoch 68 Batch 124/538 - Train Accuracy: 0.966, Validation Accuracy: 0.962, Loss: 0.020 Epoch 68 Batch 125/538 - Train Accuracy: 0.967, Validation Accuracy: 0.967, Loss: 0.026 Epoch 68 Batch 126/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.024 Epoch 68 Batch 127/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.023 Epoch 68 Batch 128/538 - Train Accuracy: 0.968, Validation Accuracy: 0.972, Loss: 0.016 Epoch 68 Batch 129/538 - Train Accuracy: 0.983, Validation Accuracy: 0.973, Loss: 0.013 Epoch 68 Batch 130/538 - Train Accuracy: 0.978, Validation Accuracy: 0.975, Loss: 0.017 Epoch 68 Batch 131/538 - Train Accuracy: 0.981, Validation Accuracy: 0.968, Loss: 0.018 Epoch 68 Batch 132/538 - Train Accuracy: 0.980, Validation Accuracy: 0.966, Loss: 0.015 Epoch 68 Batch 133/538 - Train Accuracy: 0.962, Validation Accuracy: 0.966, Loss: 0.016 Epoch 68 Batch 134/538 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.028 Epoch 68 Batch 135/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.032 Epoch 68 Batch 136/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.014 Epoch 68 Batch 137/538 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.020 Epoch 68 Batch 138/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.019 Epoch 68 Batch 139/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.022 Epoch 68 Batch 140/538 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.027 Epoch 68 Batch 141/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.018 Epoch 68 Batch 142/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.018 Epoch 68 Batch 143/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.031 Epoch 68 Batch 144/538 - Train Accuracy: 0.977, Validation Accuracy: 0.977, Loss: 0.022 Epoch 68 Batch 145/538 - Train Accuracy: 0.967, Validation Accuracy: 0.977, Loss: 0.026 Epoch 68 Batch 146/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.017 Epoch 68 Batch 147/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.016 Epoch 68 Batch 148/538 - Train Accuracy: 0.965, Validation Accuracy: 0.972, Loss: 0.022 Epoch 68 Batch 149/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.018 Epoch 68 Batch 150/538 - Train Accuracy: 0.972, Validation Accuracy: 0.978, Loss: 0.022 Epoch 68 Batch 151/538 - Train Accuracy: 0.967, Validation Accuracy: 0.975, Loss: 0.020 Epoch 68 Batch 152/538 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.019 Epoch 68 Batch 153/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.017 Epoch 68 Batch 154/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.017 Epoch 68 Batch 155/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.020 Epoch 68 Batch 156/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.019 Epoch 68 Batch 157/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.017 Epoch 68 Batch 158/538 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.019 Epoch 68 Batch 159/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.017 Epoch 68 Batch 160/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.014 Epoch 68 Batch 161/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.018 Epoch 68 Batch 162/538 - Train Accuracy: 0.983, Validation Accuracy: 0.974, Loss: 0.016 Epoch 68 Batch 163/538 - Train Accuracy: 0.974, Validation Accuracy: 0.974, Loss: 0.024 Epoch 68 Batch 164/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.018 Epoch 68 Batch 165/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.016 Epoch 68 Batch 166/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.015 Epoch 68 Batch 167/538 - Train Accuracy: 0.970, Validation Accuracy: 0.974, Loss: 0.035 Epoch 68 Batch 168/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.022 Epoch 68 Batch 169/538 - Train Accuracy: 0.983, Validation Accuracy: 0.972, Loss: 0.017 Epoch 68 Batch 170/538 - Train Accuracy: 0.965, Validation Accuracy: 0.969, Loss: 0.019 Epoch 68 Batch 171/538 - Train Accuracy: 0.962, Validation Accuracy: 0.971, Loss: 0.025 Epoch 68 Batch 172/538 - Train Accuracy: 0.983, Validation Accuracy: 0.969, Loss: 0.019 Epoch 68 Batch 173/538 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.018 Epoch 68 Batch 174/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.015 Epoch 68 Batch 175/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.016 Epoch 68 Batch 176/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.017 Epoch 68 Batch 177/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.015 Epoch 68 Batch 178/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.018 Epoch 68 Batch 179/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.019 Epoch 68 Batch 180/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.020 Epoch 68 Batch 181/538 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.020 Epoch 68 Batch 182/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.015 Epoch 68 Batch 183/538 - Train Accuracy: 0.982, Validation Accuracy: 0.969, Loss: 0.016 Epoch 68 Batch 184/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.015 Epoch 68 Batch 185/538 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.013 Epoch 68 Batch 186/538 - Train Accuracy: 0.979, Validation Accuracy: 0.967, Loss: 0.015 Epoch 68 Batch 187/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.018 Epoch 68 Batch 188/538 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.014 Epoch 68 Batch 189/538 - Train Accuracy: 0.979, Validation Accuracy: 0.967, Loss: 0.020 Epoch 68 Batch 190/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.023 Epoch 68 Batch 191/538 - Train Accuracy: 0.982, Validation Accuracy: 0.969, Loss: 0.012 Epoch 68 Batch 192/538 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.015 Epoch 68 Batch 193/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.017 Epoch 68 Batch 194/538 - Train Accuracy: 0.964, Validation Accuracy: 0.969, Loss: 0.022 Epoch 68 Batch 195/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.024 Epoch 68 Batch 196/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.017 Epoch 68 Batch 197/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.021 Epoch 68 Batch 198/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.018 Epoch 68 Batch 199/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.016 Epoch 68 Batch 200/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.013 Epoch 68 Batch 201/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.023 Epoch 68 Batch 202/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.019 Epoch 68 Batch 203/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.017 Epoch 68 Batch 204/538 - Train Accuracy: 0.964, Validation Accuracy: 0.968, Loss: 0.032 Epoch 68 Batch 205/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.014 Epoch 68 Batch 206/538 - Train Accuracy: 0.978, Validation Accuracy: 0.967, Loss: 0.016 Epoch 68 Batch 207/538 - Train Accuracy: 0.966, Validation Accuracy: 0.970, Loss: 0.023 Epoch 68 Batch 208/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.020 Epoch 68 Batch 209/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.018 Epoch 68 Batch 210/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.020 Epoch 68 Batch 211/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.019 Epoch 68 Batch 212/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.015 Epoch 68 Batch 213/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.016 Epoch 68 Batch 214/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.014 Epoch 68 Batch 215/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.019 Epoch 68 Batch 216/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.016 Epoch 68 Batch 217/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.020 Epoch 68 Batch 218/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.014 Epoch 68 Batch 219/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.019 Epoch 68 Batch 220/538 - Train Accuracy: 0.966, Validation Accuracy: 0.968, Loss: 0.020 Epoch 68 Batch 221/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.016 Epoch 68 Batch 222/538 - Train Accuracy: 0.981, Validation Accuracy: 0.968, Loss: 0.014 Epoch 68 Batch 223/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.019 Epoch 68 Batch 224/538 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.021 Epoch 68 Batch 225/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.019 Epoch 68 Batch 226/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.023 Epoch 68 Batch 227/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.021 Epoch 68 Batch 228/538 - Train Accuracy: 0.964, Validation Accuracy: 0.972, Loss: 0.021 Epoch 68 Batch 229/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.021 Epoch 68 Batch 230/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.017 Epoch 68 Batch 231/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.024 Epoch 68 Batch 232/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.022 Epoch 68 Batch 233/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.016 Epoch 68 Batch 234/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.019 Epoch 68 Batch 235/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.018 Epoch 68 Batch 236/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.017 Epoch 68 Batch 237/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.011 Epoch 68 Batch 238/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.020 Epoch 68 Batch 239/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.023 Epoch 68 Batch 240/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.017 Epoch 68 Batch 241/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.025 Epoch 68 Batch 242/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.015 Epoch 68 Batch 243/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.016 Epoch 68 Batch 244/538 - Train Accuracy: 0.966, Validation Accuracy: 0.968, Loss: 0.014 Epoch 68 Batch 245/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.016 Epoch 68 Batch 246/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.012 Epoch 68 Batch 247/538 - Train Accuracy: 0.964, Validation Accuracy: 0.970, Loss: 0.016 Epoch 68 Batch 248/538 - Train Accuracy: 0.968, Validation Accuracy: 0.970, Loss: 0.015 Epoch 68 Batch 249/538 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.014 Epoch 68 Batch 250/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.015 Epoch 68 Batch 251/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.013 Epoch 68 Batch 252/538 - Train Accuracy: 0.960, Validation Accuracy: 0.971, Loss: 0.018 Epoch 68 Batch 253/538 - Train Accuracy: 0.982, Validation Accuracy: 0.969, Loss: 0.015 Epoch 68 Batch 254/538 - Train Accuracy: 0.967, Validation Accuracy: 0.971, Loss: 0.026 Epoch 68 Batch 255/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.018 Epoch 68 Batch 256/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.019 Epoch 68 Batch 257/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.017 Epoch 68 Batch 258/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.017 Epoch 68 Batch 259/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.024 Epoch 68 Batch 260/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.021 Epoch 68 Batch 261/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.020 Epoch 68 Batch 262/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.024 Epoch 68 Batch 263/538 - Train Accuracy: 0.967, Validation Accuracy: 0.972, Loss: 0.019 Epoch 68 Batch 264/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.024 Epoch 68 Batch 265/538 - Train Accuracy: 0.964, Validation Accuracy: 0.972, Loss: 0.021 Epoch 68 Batch 266/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.021 Epoch 68 Batch 267/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.018 Epoch 68 Batch 268/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.015 Epoch 68 Batch 269/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.019 Epoch 68 Batch 270/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.021 Epoch 68 Batch 271/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.013 Epoch 68 Batch 272/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.021 Epoch 68 Batch 273/538 - Train Accuracy: 0.981, Validation Accuracy: 0.974, Loss: 0.015 Epoch 68 Batch 274/538 - Train Accuracy: 0.966, Validation Accuracy: 0.974, Loss: 0.019 Epoch 68 Batch 275/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.018 Epoch 68 Batch 276/538 - Train Accuracy: 0.968, Validation Accuracy: 0.974, Loss: 0.027 Epoch 68 Batch 277/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.014 Epoch 68 Batch 278/538 - Train Accuracy: 0.974, Validation Accuracy: 0.975, Loss: 0.015 Epoch 68 Batch 279/538 - Train Accuracy: 0.970, Validation Accuracy: 0.975, Loss: 0.015 Epoch 68 Batch 280/538 - Train Accuracy: 0.976, Validation Accuracy: 0.975, Loss: 0.016 Epoch 68 Batch 281/538 - Train Accuracy: 0.976, Validation Accuracy: 0.975, Loss: 0.024 Epoch 68 Batch 282/538 - Train Accuracy: 0.977, Validation Accuracy: 0.978, Loss: 0.022 Epoch 68 Batch 283/538 - Train Accuracy: 0.980, Validation Accuracy: 0.978, Loss: 0.018 Epoch 68 Batch 284/538 - Train Accuracy: 0.975, Validation Accuracy: 0.978, Loss: 0.025 Epoch 68 Batch 285/538 - Train Accuracy: 0.977, Validation Accuracy: 0.978, Loss: 0.018 Epoch 68 Batch 286/538 - Train Accuracy: 0.977, Validation Accuracy: 0.976, Loss: 0.022 Epoch 68 Batch 287/538 - Train Accuracy: 0.973, Validation Accuracy: 0.976, Loss: 0.013 Epoch 68 Batch 288/538 - Train Accuracy: 0.961, Validation Accuracy: 0.976, Loss: 0.019 Epoch 68 Batch 289/538 - Train Accuracy: 0.980, Validation Accuracy: 0.976, Loss: 0.017 Epoch 68 Batch 290/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.014 Epoch 68 Batch 291/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.020 Epoch 68 Batch 292/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.011 Epoch 68 Batch 293/538 - Train Accuracy: 0.964, Validation Accuracy: 0.971, Loss: 0.018 Epoch 68 Batch 294/538 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.014 Epoch 68 Batch 295/538 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.017 Epoch 68 Batch 296/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.027 Epoch 68 Batch 297/538 - Train Accuracy: 0.983, Validation Accuracy: 0.972, Loss: 0.017 Epoch 68 Batch 298/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.020 Epoch 68 Batch 299/538 - Train Accuracy: 0.969, Validation Accuracy: 0.977, Loss: 0.023 Epoch 68 Batch 300/538 - Train Accuracy: 0.983, Validation Accuracy: 0.978, Loss: 0.015 Epoch 68 Batch 301/538 - Train Accuracy: 0.970, Validation Accuracy: 0.971, Loss: 0.024 Epoch 68 Batch 302/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.023 Epoch 68 Batch 303/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.019 Epoch 68 Batch 304/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.025 Epoch 68 Batch 305/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.019 Epoch 68 Batch 306/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.017 Epoch 68 Batch 307/538 - Train Accuracy: 0.985, Validation Accuracy: 0.973, Loss: 0.012 Epoch 68 Batch 308/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.018 Epoch 68 Batch 309/538 - Train Accuracy: 0.975, Validation Accuracy: 0.976, Loss: 0.015 Epoch 68 Batch 310/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.026 Epoch 68 Batch 311/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.019 Epoch 68 Batch 312/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.011 Epoch 68 Batch 313/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.016 Epoch 68 Batch 314/538 - Train Accuracy: 0.982, Validation Accuracy: 0.974, Loss: 0.021 Epoch 68 Batch 315/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.014 Epoch 68 Batch 316/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.014 Epoch 68 Batch 317/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.016 Epoch 68 Batch 318/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.020 Epoch 68 Batch 319/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.020 Epoch 68 Batch 320/538 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.015 Epoch 68 Batch 321/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.015 Epoch 68 Batch 322/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.022 Epoch 68 Batch 323/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.022 Epoch 68 Batch 324/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.018 Epoch 68 Batch 325/538 - Train Accuracy: 0.983, Validation Accuracy: 0.972, Loss: 0.011 Epoch 68 Batch 326/538 - Train Accuracy: 0.969, Validation Accuracy: 0.971, Loss: 0.021 Epoch 68 Batch 327/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.020 Epoch 68 Batch 328/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.013 Epoch 68 Batch 329/538 - Train Accuracy: 0.984, Validation Accuracy: 0.970, Loss: 0.019 Epoch 68 Batch 330/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.019 Epoch 68 Batch 331/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.020 Epoch 68 Batch 332/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.022 Epoch 68 Batch 333/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.020 Epoch 68 Batch 334/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.018 Epoch 68 Batch 335/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.018 Epoch 68 Batch 336/538 - Train Accuracy: 0.980, Validation Accuracy: 0.975, Loss: 0.017 Epoch 68 Batch 337/538 - Train Accuracy: 0.975, Validation Accuracy: 0.975, Loss: 0.018 Epoch 68 Batch 338/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.022 Epoch 68 Batch 339/538 - Train Accuracy: 0.970, Validation Accuracy: 0.974, Loss: 0.017 Epoch 68 Batch 340/538 - Train Accuracy: 0.970, Validation Accuracy: 0.974, Loss: 0.016 Epoch 68 Batch 341/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.019 Epoch 68 Batch 342/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.022 Epoch 68 Batch 343/538 - Train Accuracy: 0.982, Validation Accuracy: 0.971, Loss: 0.019 Epoch 68 Batch 344/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.014 Epoch 68 Batch 345/538 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.014 Epoch 68 Batch 346/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.018 Epoch 68 Batch 347/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.020 Epoch 68 Batch 348/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.014 Epoch 68 Batch 349/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.014 Epoch 68 Batch 350/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.019 Epoch 68 Batch 351/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.020 Epoch 68 Batch 352/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.028 Epoch 68 Batch 353/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.017 Epoch 68 Batch 354/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.014 Epoch 68 Batch 355/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.021 Epoch 68 Batch 356/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.015 Epoch 68 Batch 357/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.021 Epoch 68 Batch 358/538 - Train Accuracy: 0.982, Validation Accuracy: 0.971, Loss: 0.012 Epoch 68 Batch 359/538 - Train Accuracy: 0.984, Validation Accuracy: 0.971, Loss: 0.015 Epoch 68 Batch 360/538 - Train Accuracy: 0.967, Validation Accuracy: 0.971, Loss: 0.018 Epoch 68 Batch 361/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.017 Epoch 68 Batch 362/538 - Train Accuracy: 0.970, Validation Accuracy: 0.974, Loss: 0.014 Epoch 68 Batch 363/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.017 Epoch 68 Batch 364/538 - Train Accuracy: 0.969, Validation Accuracy: 0.974, Loss: 0.025 Epoch 68 Batch 365/538 - Train Accuracy: 0.981, Validation Accuracy: 0.978, Loss: 0.016 Epoch 68 Batch 366/538 - Train Accuracy: 0.982, Validation Accuracy: 0.978, Loss: 0.016 Epoch 68 Batch 367/538 - Train Accuracy: 0.984, Validation Accuracy: 0.977, Loss: 0.013 Epoch 68 Batch 368/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.015 Epoch 68 Batch 369/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.015 Epoch 68 Batch 370/538 - Train Accuracy: 0.967, Validation Accuracy: 0.967, Loss: 0.020 Epoch 68 Batch 371/538 - Train Accuracy: 0.978, Validation Accuracy: 0.964, Loss: 0.024 Epoch 68 Batch 372/538 - Train Accuracy: 0.975, Validation Accuracy: 0.961, Loss: 0.019 Epoch 68 Batch 373/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.013 Epoch 68 Batch 374/538 - Train Accuracy: 0.976, Validation Accuracy: 0.965, Loss: 0.016 Epoch 68 Batch 375/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.019 Epoch 68 Batch 376/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.017 Epoch 68 Batch 377/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.022 Epoch 68 Batch 378/538 - Train Accuracy: 0.983, Validation Accuracy: 0.967, Loss: 0.011 Epoch 68 Batch 379/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.017 Epoch 68 Batch 380/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.014 Epoch 68 Batch 381/538 - Train Accuracy: 0.979, Validation Accuracy: 0.966, Loss: 0.016 Epoch 68 Batch 382/538 - Train Accuracy: 0.964, Validation Accuracy: 0.968, Loss: 0.019 Epoch 68 Batch 383/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.018 Epoch 68 Batch 384/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.017 Epoch 68 Batch 385/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.018 Epoch 68 Batch 386/538 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.018 Epoch 68 Batch 387/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.014 Epoch 68 Batch 388/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.015 Epoch 68 Batch 389/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.025 Epoch 68 Batch 390/538 - Train Accuracy: 0.978, Validation Accuracy: 0.966, Loss: 0.016 Epoch 68 Batch 391/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.015 Epoch 68 Batch 392/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.014 Epoch 68 Batch 393/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.017 Epoch 68 Batch 394/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.015 Epoch 68 Batch 395/538 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.024 Epoch 68 Batch 396/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.018 Epoch 68 Batch 397/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.018 Epoch 68 Batch 398/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.014 Epoch 68 Batch 399/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.019 Epoch 68 Batch 400/538 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.016 Epoch 68 Batch 401/538 - Train Accuracy: 0.982, Validation Accuracy: 0.969, Loss: 0.016 Epoch 68 Batch 402/538 - Train Accuracy: 0.983, Validation Accuracy: 0.967, Loss: 0.015 Epoch 68 Batch 403/538 - Train Accuracy: 0.978, Validation Accuracy: 0.967, Loss: 0.021 Epoch 68 Batch 404/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.020 Epoch 68 Batch 405/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.014 Epoch 68 Batch 406/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.020 Epoch 68 Batch 407/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.017 Epoch 68 Batch 408/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.024 Epoch 68 Batch 409/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.014 Epoch 68 Batch 410/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.019 Epoch 68 Batch 411/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.021 Epoch 68 Batch 412/538 - Train Accuracy: 0.971, Validation Accuracy: 0.974, Loss: 0.017 Epoch 68 Batch 413/538 - Train Accuracy: 0.978, Validation Accuracy: 0.976, Loss: 0.014 Epoch 68 Batch 414/538 - Train Accuracy: 0.968, Validation Accuracy: 0.976, Loss: 0.023 Epoch 68 Batch 415/538 - Train Accuracy: 0.969, Validation Accuracy: 0.976, Loss: 0.017 Epoch 68 Batch 416/538 - Train Accuracy: 0.984, Validation Accuracy: 0.974, Loss: 0.013 Epoch 68 Batch 417/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.018 Epoch 68 Batch 418/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.025 Epoch 68 Batch 419/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.014 Epoch 68 Batch 420/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.022 Epoch 68 Batch 421/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.013 Epoch 68 Batch 422/538 - Train Accuracy: 0.984, Validation Accuracy: 0.969, Loss: 0.021 Epoch 68 Batch 423/538 - Train Accuracy: 0.983, Validation Accuracy: 0.969, Loss: 0.017 Epoch 68 Batch 424/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.025 Epoch 68 Batch 425/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.027 Epoch 68 Batch 426/538 - Train Accuracy: 0.978, Validation Accuracy: 0.965, Loss: 0.019 Epoch 68 Batch 427/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.017 Epoch 68 Batch 428/538 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.014 Epoch 68 Batch 429/538 - Train Accuracy: 0.984, Validation Accuracy: 0.968, Loss: 0.020 Epoch 68 Batch 430/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.021 Epoch 68 Batch 431/538 - Train Accuracy: 0.980, Validation Accuracy: 0.968, Loss: 0.016 Epoch 68 Batch 432/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.018 Epoch 68 Batch 433/538 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.031 Epoch 68 Batch 434/538 - Train Accuracy: 0.984, Validation Accuracy: 0.965, Loss: 0.013 Epoch 68 Batch 435/538 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.017 Epoch 68 Batch 436/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.018 Epoch 68 Batch 437/538 - Train Accuracy: 0.982, Validation Accuracy: 0.967, Loss: 0.016 Epoch 68 Batch 438/538 - Train Accuracy: 0.981, Validation Accuracy: 0.968, Loss: 0.015 Epoch 68 Batch 439/538 - Train Accuracy: 0.984, Validation Accuracy: 0.968, Loss: 0.015 Epoch 68 Batch 440/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.022 Epoch 68 Batch 441/538 - Train Accuracy: 0.967, Validation Accuracy: 0.973, Loss: 0.019 Epoch 68 Batch 442/538 - Train Accuracy: 0.965, Validation Accuracy: 0.972, Loss: 0.019 Epoch 68 Batch 443/538 - Train Accuracy: 0.971, Validation Accuracy: 0.974, Loss: 0.022 Epoch 68 Batch 444/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.017 Epoch 68 Batch 445/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.015 Epoch 68 Batch 446/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.017 Epoch 68 Batch 447/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.015 Epoch 68 Batch 448/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.020 Epoch 68 Batch 449/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.024 Epoch 68 Batch 450/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.029 Epoch 68 Batch 451/538 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.017 Epoch 68 Batch 452/538 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.020 Epoch 68 Batch 453/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.020 Epoch 68 Batch 454/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.020 Epoch 68 Batch 455/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.013 Epoch 68 Batch 456/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.038 Epoch 68 Batch 457/538 - Train Accuracy: 0.970, Validation Accuracy: 0.971, Loss: 0.015 Epoch 68 Batch 458/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.019 Epoch 68 Batch 459/538 - Train Accuracy: 0.980, Validation Accuracy: 0.967, Loss: 0.017 Epoch 68 Batch 460/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.015 Epoch 68 Batch 461/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.024 Epoch 68 Batch 462/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.022 Epoch 68 Batch 463/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.015 Epoch 68 Batch 464/538 - Train Accuracy: 0.981, Validation Accuracy: 0.967, Loss: 0.013 Epoch 68 Batch 465/538 - Train Accuracy: 0.979, Validation Accuracy: 0.967, Loss: 0.014 Epoch 68 Batch 466/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.018 Epoch 68 Batch 467/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.020 Epoch 68 Batch 468/538 - Train Accuracy: 0.980, Validation Accuracy: 0.968, Loss: 0.025 Epoch 68 Batch 469/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.018 Epoch 68 Batch 470/538 - Train Accuracy: 0.967, Validation Accuracy: 0.968, Loss: 0.019 Epoch 68 Batch 471/538 - Train Accuracy: 0.983, Validation Accuracy: 0.968, Loss: 0.012 Epoch 68 Batch 472/538 - Train Accuracy: 0.986, Validation Accuracy: 0.968, Loss: 0.013 Epoch 68 Batch 473/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.016 Epoch 68 Batch 474/538 - Train Accuracy: 0.981, Validation Accuracy: 0.968, Loss: 0.015 Epoch 68 Batch 475/538 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.020 Epoch 68 Batch 476/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.014 Epoch 68 Batch 477/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.024 Epoch 68 Batch 478/538 - Train Accuracy: 0.981, Validation Accuracy: 0.967, Loss: 0.013 Epoch 68 Batch 479/538 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.018 Epoch 68 Batch 480/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.018 Epoch 68 Batch 481/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.014 Epoch 68 Batch 482/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.020 Epoch 68 Batch 483/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.019 Epoch 68 Batch 484/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.019 Epoch 68 Batch 485/538 - Train Accuracy: 0.976, Validation Accuracy: 0.965, Loss: 0.025 Epoch 68 Batch 486/538 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.013 Epoch 68 Batch 487/538 - Train Accuracy: 0.982, Validation Accuracy: 0.965, Loss: 0.018 Epoch 68 Batch 488/538 - Train Accuracy: 0.986, Validation Accuracy: 0.965, Loss: 0.018 Epoch 68 Batch 489/538 - Train Accuracy: 0.981, Validation Accuracy: 0.967, Loss: 0.014 Epoch 68 Batch 490/538 - Train Accuracy: 0.967, Validation Accuracy: 0.972, Loss: 0.021 Epoch 68 Batch 491/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.021 Epoch 68 Batch 492/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.019 Epoch 68 Batch 493/538 - Train Accuracy: 0.965, Validation Accuracy: 0.972, Loss: 0.015 Epoch 68 Batch 494/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.021 Epoch 68 Batch 495/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.017 Epoch 68 Batch 496/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.014 Epoch 68 Batch 497/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.021 Epoch 68 Batch 498/538 - Train Accuracy: 0.970, Validation Accuracy: 0.976, Loss: 0.018 Epoch 68 Batch 499/538 - Train Accuracy: 0.971, Validation Accuracy: 0.976, Loss: 0.019 Epoch 68 Batch 500/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.014 Epoch 68 Batch 501/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.017 Epoch 68 Batch 502/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.015 Epoch 68 Batch 503/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.014 Epoch 68 Batch 504/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.014 Epoch 68 Batch 505/538 - Train Accuracy: 0.970, Validation Accuracy: 0.973, Loss: 0.014 Epoch 68 Batch 506/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.015 Epoch 68 Batch 507/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.016 Epoch 68 Batch 508/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.016 Epoch 68 Batch 509/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.017 Epoch 68 Batch 510/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.017 Epoch 68 Batch 511/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.018 Epoch 68 Batch 512/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.021 Epoch 68 Batch 513/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.017 Epoch 68 Batch 514/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.016 Epoch 68 Batch 515/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.020 Epoch 68 Batch 516/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.018 Epoch 68 Batch 517/538 - Train Accuracy: 0.979, Validation Accuracy: 0.967, Loss: 0.018 Epoch 68 Batch 518/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.025 Epoch 68 Batch 519/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.018 Epoch 68 Batch 520/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.023 Epoch 68 Batch 521/538 - Train Accuracy: 0.980, Validation Accuracy: 0.964, Loss: 0.019 Epoch 68 Batch 522/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.014 Epoch 68 Batch 523/538 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.017 Epoch 68 Batch 524/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.016 Epoch 68 Batch 525/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.022 Epoch 68 Batch 526/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.017 Epoch 68 Batch 527/538 - Train Accuracy: 0.981, Validation Accuracy: 0.975, Loss: 0.014 Epoch 68 Batch 528/538 - Train Accuracy: 0.971, Validation Accuracy: 0.975, Loss: 0.019 Epoch 68 Batch 529/538 - Train Accuracy: 0.975, Validation Accuracy: 0.975, Loss: 0.015 Epoch 68 Batch 530/538 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.015 Epoch 68 Batch 531/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.022 Epoch 68 Batch 532/538 - Train Accuracy: 0.966, Validation Accuracy: 0.972, Loss: 0.017 Epoch 68 Batch 533/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.012 Epoch 68 Batch 534/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.015 Epoch 68 Batch 535/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.017 Epoch 68 Batch 536/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.019 Epoch 69 Batch 0/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.017 Epoch 69 Batch 1/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.027 Epoch 69 Batch 2/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.020 Epoch 69 Batch 3/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.017 Epoch 69 Batch 4/538 - Train Accuracy: 0.982, Validation Accuracy: 0.963, Loss: 0.020 Epoch 69 Batch 5/538 - Train Accuracy: 0.976, Validation Accuracy: 0.964, Loss: 0.019 Epoch 69 Batch 6/538 - Train Accuracy: 0.982, Validation Accuracy: 0.967, Loss: 0.019 Epoch 69 Batch 7/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.020 Epoch 69 Batch 8/538 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.015 Epoch 69 Batch 9/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.011 Epoch 69 Batch 10/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.018 Epoch 69 Batch 11/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.020 Epoch 69 Batch 12/538 - Train Accuracy: 0.968, Validation Accuracy: 0.970, Loss: 0.022 Epoch 69 Batch 13/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.015 Epoch 69 Batch 14/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.012 Epoch 69 Batch 15/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.020 Epoch 69 Batch 16/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.016 Epoch 69 Batch 17/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.021 Epoch 69 Batch 18/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.021 Epoch 69 Batch 19/538 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.022 Epoch 69 Batch 20/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.014 Epoch 69 Batch 21/538 - Train Accuracy: 0.985, Validation Accuracy: 0.969, Loss: 0.011 Epoch 69 Batch 22/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.017 Epoch 69 Batch 23/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.022 Epoch 69 Batch 24/538 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.024 Epoch 69 Batch 25/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.018 Epoch 69 Batch 26/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.025 Epoch 69 Batch 27/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.013 Epoch 69 Batch 28/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.017 Epoch 69 Batch 29/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.014 Epoch 69 Batch 30/538 - Train Accuracy: 0.960, Validation Accuracy: 0.971, Loss: 0.019 Epoch 69 Batch 31/538 - Train Accuracy: 0.984, Validation Accuracy: 0.969, Loss: 0.016 Epoch 69 Batch 32/538 - Train Accuracy: 0.965, Validation Accuracy: 0.969, Loss: 0.012 Epoch 69 Batch 33/538 - Train Accuracy: 0.967, Validation Accuracy: 0.967, Loss: 0.026 Epoch 69 Batch 34/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.022 Epoch 69 Batch 35/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.016 Epoch 69 Batch 36/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.016 Epoch 69 Batch 37/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.022 Epoch 69 Batch 38/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.016 Epoch 69 Batch 39/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.014 Epoch 69 Batch 40/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.012 Epoch 69 Batch 41/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.015 Epoch 69 Batch 42/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.020 Epoch 69 Batch 43/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.020 Epoch 69 Batch 44/538 - Train Accuracy: 0.980, Validation Accuracy: 0.968, Loss: 0.017 Epoch 69 Batch 45/538 - Train Accuracy: 0.978, Validation Accuracy: 0.966, Loss: 0.019 Epoch 69 Batch 46/538 - Train Accuracy: 0.979, Validation Accuracy: 0.966, Loss: 0.015 Epoch 69 Batch 47/538 - Train Accuracy: 0.979, Validation Accuracy: 0.966, Loss: 0.018 Epoch 69 Batch 48/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.020 Epoch 69 Batch 49/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.017 Epoch 69 Batch 50/538 - Train Accuracy: 0.982, Validation Accuracy: 0.966, Loss: 0.018 Epoch 69 Batch 51/538 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.023 Epoch 69 Batch 52/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.016 Epoch 69 Batch 53/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.018 Epoch 69 Batch 54/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.015 Epoch 69 Batch 55/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.020 Epoch 69 Batch 56/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.019 Epoch 69 Batch 57/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.018 Epoch 69 Batch 58/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.014 Epoch 69 Batch 59/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.021 Epoch 69 Batch 60/538 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.019 Epoch 69 Batch 61/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.013 Epoch 69 Batch 62/538 - Train Accuracy: 0.964, Validation Accuracy: 0.972, Loss: 0.024 Epoch 69 Batch 63/538 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.016 Epoch 69 Batch 64/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.015 Epoch 69 Batch 65/538 - Train Accuracy: 0.967, Validation Accuracy: 0.977, Loss: 0.017 Epoch 69 Batch 66/538 - Train Accuracy: 0.980, Validation Accuracy: 0.975, Loss: 0.016 Epoch 69 Batch 67/538 - Train Accuracy: 0.985, Validation Accuracy: 0.975, Loss: 0.016 Epoch 69 Batch 68/538 - Train Accuracy: 0.972, Validation Accuracy: 0.976, Loss: 0.015 Epoch 69 Batch 69/538 - Train Accuracy: 0.978, Validation Accuracy: 0.976, Loss: 0.015 Epoch 69 Batch 70/538 - Train Accuracy: 0.967, Validation Accuracy: 0.978, Loss: 0.017 Epoch 69 Batch 71/538 - Train Accuracy: 0.982, Validation Accuracy: 0.978, Loss: 0.018 Epoch 69 Batch 72/538 - Train Accuracy: 0.967, Validation Accuracy: 0.976, Loss: 0.036 Epoch 69 Batch 73/538 - Train Accuracy: 0.975, Validation Accuracy: 0.978, Loss: 0.016 Epoch 69 Batch 74/538 - Train Accuracy: 0.984, Validation Accuracy: 0.975, Loss: 0.014 Epoch 69 Batch 75/538 - Train Accuracy: 0.975, Validation Accuracy: 0.975, Loss: 0.017 Epoch 69 Batch 76/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.019 Epoch 69 Batch 77/538 - Train Accuracy: 0.963, Validation Accuracy: 0.973, Loss: 0.018 Epoch 69 Batch 78/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.017 Epoch 69 Batch 79/538 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.013 Epoch 69 Batch 80/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.014 Epoch 69 Batch 81/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.019 Epoch 69 Batch 82/538 - Train Accuracy: 0.977, Validation Accuracy: 0.977, Loss: 0.019 Epoch 69 Batch 83/538 - Train Accuracy: 0.975, Validation Accuracy: 0.977, Loss: 0.016 Epoch 69 Batch 84/538 - Train Accuracy: 0.972, Validation Accuracy: 0.977, Loss: 0.018 Epoch 69 Batch 85/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.014 Epoch 69 Batch 86/538 - Train Accuracy: 0.984, Validation Accuracy: 0.974, Loss: 0.016 Epoch 69 Batch 87/538 - Train Accuracy: 0.968, Validation Accuracy: 0.974, Loss: 0.018 Epoch 69 Batch 88/538 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.017 Epoch 69 Batch 89/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.017 Epoch 69 Batch 90/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.016 Epoch 69 Batch 91/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.018 Epoch 69 Batch 92/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.017 Epoch 69 Batch 93/538 - Train Accuracy: 0.983, Validation Accuracy: 0.972, Loss: 0.012 Epoch 69 Batch 94/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.016 Epoch 69 Batch 95/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.013 Epoch 69 Batch 96/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.016 Epoch 69 Batch 97/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.012 Epoch 69 Batch 98/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.017 Epoch 69 Batch 99/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.018 Epoch 69 Batch 100/538 - Train Accuracy: 0.981, Validation Accuracy: 0.973, Loss: 0.017 Epoch 69 Batch 101/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.025 Epoch 69 Batch 102/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.018 Epoch 69 Batch 103/538 - Train Accuracy: 0.975, Validation Accuracy: 0.978, Loss: 0.015 Epoch 69 Batch 104/538 - Train Accuracy: 0.980, Validation Accuracy: 0.976, Loss: 0.017 Epoch 69 Batch 105/538 - Train Accuracy: 0.972, Validation Accuracy: 0.976, Loss: 0.013 Epoch 69 Batch 106/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.010 Epoch 69 Batch 107/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.019 Epoch 69 Batch 108/538 - Train Accuracy: 0.983, Validation Accuracy: 0.973, Loss: 0.018 Epoch 69 Batch 109/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.021 Epoch 69 Batch 110/538 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.012 Epoch 69 Batch 111/538 - Train Accuracy: 0.977, Validation Accuracy: 0.978, Loss: 0.018 Epoch 69 Batch 112/538 - Train Accuracy: 0.975, Validation Accuracy: 0.980, Loss: 0.019 Epoch 69 Batch 113/538 - Train Accuracy: 0.968, Validation Accuracy: 0.980, Loss: 0.020 Epoch 69 Batch 114/538 - Train Accuracy: 0.979, Validation Accuracy: 0.980, Loss: 0.013 Epoch 69 Batch 115/538 - Train Accuracy: 0.981, Validation Accuracy: 0.980, Loss: 0.014 Epoch 69 Batch 116/538 - Train Accuracy: 0.975, Validation Accuracy: 0.980, Loss: 0.024 Epoch 69 Batch 117/538 - Train Accuracy: 0.980, Validation Accuracy: 0.979, Loss: 0.019 Epoch 69 Batch 118/538 - Train Accuracy: 0.976, Validation Accuracy: 0.979, Loss: 0.014 Epoch 69 Batch 119/538 - Train Accuracy: 0.982, Validation Accuracy: 0.977, Loss: 0.013 Epoch 69 Batch 120/538 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.015 Epoch 69 Batch 121/538 - Train Accuracy: 0.976, Validation Accuracy: 0.975, Loss: 0.022 Epoch 69 Batch 122/538 - Train Accuracy: 0.973, Validation Accuracy: 0.975, Loss: 0.015 Epoch 69 Batch 123/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.017 Epoch 69 Batch 124/538 - Train Accuracy: 0.981, Validation Accuracy: 0.975, Loss: 0.018 Epoch 69 Batch 125/538 - Train Accuracy: 0.974, Validation Accuracy: 0.975, Loss: 0.022 Epoch 69 Batch 126/538 - Train Accuracy: 0.966, Validation Accuracy: 0.975, Loss: 0.025 Epoch 69 Batch 127/538 - Train Accuracy: 0.975, Validation Accuracy: 0.975, Loss: 0.020 Epoch 69 Batch 128/538 - Train Accuracy: 0.973, Validation Accuracy: 0.975, Loss: 0.016 Epoch 69 Batch 129/538 - Train Accuracy: 0.984, Validation Accuracy: 0.977, Loss: 0.014 Epoch 69 Batch 130/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.012 Epoch 69 Batch 131/538 - Train Accuracy: 0.981, Validation Accuracy: 0.973, Loss: 0.017 Epoch 69 Batch 132/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.011 Epoch 69 Batch 133/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.012 Epoch 69 Batch 134/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.024 Epoch 69 Batch 135/538 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.031 Epoch 69 Batch 136/538 - Train Accuracy: 0.967, Validation Accuracy: 0.960, Loss: 0.017 Epoch 69 Batch 137/538 - Train Accuracy: 0.972, Validation Accuracy: 0.960, Loss: 0.021 Epoch 69 Batch 138/538 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.015 Epoch 69 Batch 139/538 - Train Accuracy: 0.973, Validation Accuracy: 0.962, Loss: 0.020 Epoch 69 Batch 140/538 - Train Accuracy: 0.966, Validation Accuracy: 0.962, Loss: 0.028 Epoch 69 Batch 141/538 - Train Accuracy: 0.970, Validation Accuracy: 0.964, Loss: 0.020 Epoch 69 Batch 142/538 - Train Accuracy: 0.976, Validation Accuracy: 0.962, Loss: 0.016 Epoch 69 Batch 143/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.025 Epoch 69 Batch 144/538 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.026 Epoch 69 Batch 145/538 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.021 Epoch 69 Batch 146/538 - Train Accuracy: 0.969, Validation Accuracy: 0.973, Loss: 0.020 Epoch 69 Batch 147/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.017 Epoch 69 Batch 148/538 - Train Accuracy: 0.967, Validation Accuracy: 0.974, Loss: 0.021 Epoch 69 Batch 149/538 - Train Accuracy: 0.976, Validation Accuracy: 0.975, Loss: 0.014 Epoch 69 Batch 150/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.017 Epoch 69 Batch 151/538 - Train Accuracy: 0.970, Validation Accuracy: 0.975, Loss: 0.018 Epoch 69 Batch 152/538 - Train Accuracy: 0.977, Validation Accuracy: 0.975, Loss: 0.022 Epoch 69 Batch 153/538 - Train Accuracy: 0.971, Validation Accuracy: 0.974, Loss: 0.019 Epoch 69 Batch 154/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.016 Epoch 69 Batch 155/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.020 Epoch 69 Batch 156/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.020 Epoch 69 Batch 157/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.014 Epoch 69 Batch 158/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.023 Epoch 69 Batch 159/538 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.017 Epoch 69 Batch 160/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.012 Epoch 69 Batch 161/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.018 Epoch 69 Batch 162/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.013 Epoch 69 Batch 163/538 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.022 Epoch 69 Batch 164/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.019 Epoch 69 Batch 165/538 - Train Accuracy: 0.984, Validation Accuracy: 0.974, Loss: 0.013 Epoch 69 Batch 166/538 - Train Accuracy: 0.982, Validation Accuracy: 0.974, Loss: 0.015 Epoch 69 Batch 167/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.028 Epoch 69 Batch 168/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.020 Epoch 69 Batch 169/538 - Train Accuracy: 0.983, Validation Accuracy: 0.973, Loss: 0.013 Epoch 69 Batch 170/538 - Train Accuracy: 0.966, Validation Accuracy: 0.973, Loss: 0.016 Epoch 69 Batch 171/538 - Train Accuracy: 0.970, Validation Accuracy: 0.973, Loss: 0.021 Epoch 69 Batch 172/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.012 Epoch 69 Batch 173/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.011 Epoch 69 Batch 174/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.013 Epoch 69 Batch 175/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.019 Epoch 69 Batch 176/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.017 Epoch 69 Batch 177/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.018 Epoch 69 Batch 178/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.015 Epoch 69 Batch 179/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.018 Epoch 69 Batch 180/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.019 Epoch 69 Batch 181/538 - Train Accuracy: 0.971, Validation Accuracy: 0.974, Loss: 0.023 Epoch 69 Batch 182/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.017 Epoch 69 Batch 183/538 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.012 Epoch 69 Batch 184/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.014 Epoch 69 Batch 185/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.018 Epoch 69 Batch 186/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.017 Epoch 69 Batch 187/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.017 Epoch 69 Batch 188/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.017 Epoch 69 Batch 189/538 - Train Accuracy: 0.980, Validation Accuracy: 0.967, Loss: 0.019 Epoch 69 Batch 190/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.024 Epoch 69 Batch 191/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.016 Epoch 69 Batch 192/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.018 Epoch 69 Batch 193/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.016 Epoch 69 Batch 194/538 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.023 Epoch 69 Batch 195/538 - Train Accuracy: 0.976, Validation Accuracy: 0.965, Loss: 0.025 Epoch 69 Batch 196/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.016 Epoch 69 Batch 197/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.018 Epoch 69 Batch 198/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.016 Epoch 69 Batch 199/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.021 Epoch 69 Batch 200/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.012 Epoch 69 Batch 201/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.030 Epoch 69 Batch 202/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.020 Epoch 69 Batch 203/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.018 Epoch 69 Batch 204/538 - Train Accuracy: 0.966, Validation Accuracy: 0.973, Loss: 0.028 Epoch 69 Batch 205/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.016 Epoch 69 Batch 206/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.014 Epoch 69 Batch 207/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.023 Epoch 69 Batch 208/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.026 Epoch 69 Batch 209/538 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.014 Epoch 69 Batch 210/538 - Train Accuracy: 0.981, Validation Accuracy: 0.965, Loss: 0.024 Epoch 69 Batch 211/538 - Train Accuracy: 0.976, Validation Accuracy: 0.965, Loss: 0.019 Epoch 69 Batch 212/538 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.018 Epoch 69 Batch 213/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.015 Epoch 69 Batch 214/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.014 Epoch 69 Batch 215/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.015 Epoch 69 Batch 216/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.021 Epoch 69 Batch 217/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.021 Epoch 69 Batch 218/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.015 Epoch 69 Batch 219/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.018 Epoch 69 Batch 220/538 - Train Accuracy: 0.967, Validation Accuracy: 0.970, Loss: 0.021 Epoch 69 Batch 221/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.017 Epoch 69 Batch 222/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.013 Epoch 69 Batch 223/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.016 Epoch 69 Batch 224/538 - Train Accuracy: 0.968, Validation Accuracy: 0.967, Loss: 0.030 Epoch 69 Batch 225/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.016 Epoch 69 Batch 226/538 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.019 Epoch 69 Batch 227/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.017 Epoch 69 Batch 228/538 - Train Accuracy: 0.963, Validation Accuracy: 0.967, Loss: 0.020 Epoch 69 Batch 229/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.026 Epoch 69 Batch 230/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.015 Epoch 69 Batch 231/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.018 Epoch 69 Batch 232/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.019 Epoch 69 Batch 233/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.019 Epoch 69 Batch 234/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.018 Epoch 69 Batch 235/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.012 Epoch 69 Batch 236/538 - Train Accuracy: 0.982, Validation Accuracy: 0.971, Loss: 0.013 Epoch 69 Batch 237/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.015 Epoch 69 Batch 238/538 - Train Accuracy: 0.983, Validation Accuracy: 0.971, Loss: 0.023 Epoch 69 Batch 239/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.016 Epoch 69 Batch 240/538 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.021 Epoch 69 Batch 241/538 - Train Accuracy: 0.967, Validation Accuracy: 0.967, Loss: 0.017 Epoch 69 Batch 242/538 - Train Accuracy: 0.979, Validation Accuracy: 0.967, Loss: 0.018 Epoch 69 Batch 243/538 - Train Accuracy: 0.983, Validation Accuracy: 0.965, Loss: 0.018 Epoch 69 Batch 244/538 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.012 Epoch 69 Batch 245/538 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.024 Epoch 69 Batch 246/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.019 Epoch 69 Batch 247/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.019 Epoch 69 Batch 248/538 - Train Accuracy: 0.964, Validation Accuracy: 0.972, Loss: 0.019 Epoch 69 Batch 249/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.019 Epoch 69 Batch 250/538 - Train Accuracy: 0.978, Validation Accuracy: 0.975, Loss: 0.023 Epoch 69 Batch 251/538 - Train Accuracy: 0.977, Validation Accuracy: 0.975, Loss: 0.013 Epoch 69 Batch 252/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.014 Epoch 69 Batch 253/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.013 Epoch 69 Batch 254/538 - Train Accuracy: 0.969, Validation Accuracy: 0.974, Loss: 0.019 Epoch 69 Batch 255/538 - Train Accuracy: 0.978, Validation Accuracy: 0.976, Loss: 0.018 Epoch 69 Batch 256/538 - Train Accuracy: 0.976, Validation Accuracy: 0.976, Loss: 0.018 Epoch 69 Batch 257/538 - Train Accuracy: 0.978, Validation Accuracy: 0.976, Loss: 0.016 Epoch 69 Batch 258/538 - Train Accuracy: 0.985, Validation Accuracy: 0.977, Loss: 0.018 Epoch 69 Batch 259/538 - Train Accuracy: 0.975, Validation Accuracy: 0.977, Loss: 0.013 Epoch 69 Batch 260/538 - Train Accuracy: 0.967, Validation Accuracy: 0.974, Loss: 0.021 Epoch 69 Batch 261/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.021 Epoch 69 Batch 262/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.020 Epoch 69 Batch 263/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.018 Epoch 69 Batch 264/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.022 Epoch 69 Batch 265/538 - Train Accuracy: 0.964, Validation Accuracy: 0.971, Loss: 0.019 Epoch 69 Batch 266/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.017 Epoch 69 Batch 267/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.020 Epoch 69 Batch 268/538 - Train Accuracy: 0.964, Validation Accuracy: 0.973, Loss: 0.015 Epoch 69 Batch 269/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.017 Epoch 69 Batch 270/538 - Train Accuracy: 0.974, Validation Accuracy: 0.977, Loss: 0.015 Epoch 69 Batch 271/538 - Train Accuracy: 0.974, Validation Accuracy: 0.977, Loss: 0.013 Epoch 69 Batch 272/538 - Train Accuracy: 0.976, Validation Accuracy: 0.975, Loss: 0.019 Epoch 69 Batch 273/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.019 Epoch 69 Batch 274/538 - Train Accuracy: 0.973, Validation Accuracy: 0.975, Loss: 0.019 Epoch 69 Batch 275/538 - Train Accuracy: 0.970, Validation Accuracy: 0.975, Loss: 0.021 Epoch 69 Batch 276/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.023 Epoch 69 Batch 277/538 - Train Accuracy: 0.975, Validation Accuracy: 0.975, Loss: 0.016 Epoch 69 Batch 278/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.015 Epoch 69 Batch 279/538 - Train Accuracy: 0.976, Validation Accuracy: 0.975, Loss: 0.015 Epoch 69 Batch 280/538 - Train Accuracy: 0.975, Validation Accuracy: 0.976, Loss: 0.016 Epoch 69 Batch 281/538 - Train Accuracy: 0.971, Validation Accuracy: 0.978, Loss: 0.022 Epoch 69 Batch 282/538 - Train Accuracy: 0.977, Validation Accuracy: 0.978, Loss: 0.018 Epoch 69 Batch 283/538 - Train Accuracy: 0.983, Validation Accuracy: 0.978, Loss: 0.018 Epoch 69 Batch 284/538 - Train Accuracy: 0.971, Validation Accuracy: 0.978, Loss: 0.020 Epoch 69 Batch 285/538 - Train Accuracy: 0.980, Validation Accuracy: 0.978, Loss: 0.013 Epoch 69 Batch 286/538 - Train Accuracy: 0.970, Validation Accuracy: 0.978, Loss: 0.024 Epoch 69 Batch 287/538 - Train Accuracy: 0.979, Validation Accuracy: 0.980, Loss: 0.015 Epoch 69 Batch 288/538 - Train Accuracy: 0.971, Validation Accuracy: 0.980, Loss: 0.018 Epoch 69 Batch 289/538 - Train Accuracy: 0.983, Validation Accuracy: 0.980, Loss: 0.012 Epoch 69 Batch 290/538 - Train Accuracy: 0.982, Validation Accuracy: 0.980, Loss: 0.017 Epoch 69 Batch 291/538 - Train Accuracy: 0.974, Validation Accuracy: 0.980, Loss: 0.017 Epoch 69 Batch 292/538 - Train Accuracy: 0.978, Validation Accuracy: 0.978, Loss: 0.011 Epoch 69 Batch 293/538 - Train Accuracy: 0.966, Validation Accuracy: 0.980, Loss: 0.019 Epoch 69 Batch 294/538 - Train Accuracy: 0.976, Validation Accuracy: 0.978, Loss: 0.017 Epoch 69 Batch 295/538 - Train Accuracy: 0.978, Validation Accuracy: 0.978, Loss: 0.019 Epoch 69 Batch 296/538 - Train Accuracy: 0.974, Validation Accuracy: 0.978, Loss: 0.023 Epoch 69 Batch 297/538 - Train Accuracy: 0.982, Validation Accuracy: 0.977, Loss: 0.014 Epoch 69 Batch 298/538 - Train Accuracy: 0.978, Validation Accuracy: 0.976, Loss: 0.016 Epoch 69 Batch 299/538 - Train Accuracy: 0.977, Validation Accuracy: 0.976, Loss: 0.025 Epoch 69 Batch 300/538 - Train Accuracy: 0.979, Validation Accuracy: 0.976, Loss: 0.016 Epoch 69 Batch 301/538 - Train Accuracy: 0.978, Validation Accuracy: 0.975, Loss: 0.019 Epoch 69 Batch 302/538 - Train Accuracy: 0.973, Validation Accuracy: 0.979, Loss: 0.019 Epoch 69 Batch 303/538 - Train Accuracy: 0.977, Validation Accuracy: 0.976, Loss: 0.021 Epoch 69 Batch 304/538 - Train Accuracy: 0.974, Validation Accuracy: 0.976, Loss: 0.025 Epoch 69 Batch 305/538 - Train Accuracy: 0.979, Validation Accuracy: 0.976, Loss: 0.016 Epoch 69 Batch 306/538 - Train Accuracy: 0.976, Validation Accuracy: 0.976, Loss: 0.020 Epoch 69 Batch 307/538 - Train Accuracy: 0.979, Validation Accuracy: 0.976, Loss: 0.015 Epoch 69 Batch 308/538 - Train Accuracy: 0.980, Validation Accuracy: 0.979, Loss: 0.017 Epoch 69 Batch 309/538 - Train Accuracy: 0.973, Validation Accuracy: 0.976, Loss: 0.013 Epoch 69 Batch 310/538 - Train Accuracy: 0.975, Validation Accuracy: 0.979, Loss: 0.026 Epoch 69 Batch 311/538 - Train Accuracy: 0.971, Validation Accuracy: 0.981, Loss: 0.018 Epoch 69 Batch 312/538 - Train Accuracy: 0.977, Validation Accuracy: 0.979, Loss: 0.010 Epoch 69 Batch 313/538 - Train Accuracy: 0.978, Validation Accuracy: 0.979, Loss: 0.019 Epoch 69 Batch 314/538 - Train Accuracy: 0.981, Validation Accuracy: 0.979, Loss: 0.020 Epoch 69 Batch 315/538 - Train Accuracy: 0.980, Validation Accuracy: 0.979, Loss: 0.018 Epoch 69 Batch 316/538 - Train Accuracy: 0.972, Validation Accuracy: 0.977, Loss: 0.014 Epoch 69 Batch 317/538 - Train Accuracy: 0.980, Validation Accuracy: 0.977, Loss: 0.017 Epoch 69 Batch 318/538 - Train Accuracy: 0.977, Validation Accuracy: 0.977, Loss: 0.016 Epoch 69 Batch 319/538 - Train Accuracy: 0.980, Validation Accuracy: 0.977, Loss: 0.025 Epoch 69 Batch 320/538 - Train Accuracy: 0.974, Validation Accuracy: 0.977, Loss: 0.020 Epoch 69 Batch 321/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.012 Epoch 69 Batch 322/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.021 Epoch 69 Batch 323/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.015 Epoch 69 Batch 324/538 - Train Accuracy: 0.981, Validation Accuracy: 0.974, Loss: 0.010 Epoch 69 Batch 325/538 - Train Accuracy: 0.984, Validation Accuracy: 0.974, Loss: 0.011 Epoch 69 Batch 326/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.014 Epoch 69 Batch 327/538 - Train Accuracy: 0.984, Validation Accuracy: 0.972, Loss: 0.015 Epoch 69 Batch 328/538 - Train Accuracy: 0.983, Validation Accuracy: 0.972, Loss: 0.016 Epoch 69 Batch 329/538 - Train Accuracy: 0.985, Validation Accuracy: 0.972, Loss: 0.018 Epoch 69 Batch 330/538 - Train Accuracy: 0.967, Validation Accuracy: 0.970, Loss: 0.015 Epoch 69 Batch 331/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.015 Epoch 69 Batch 332/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.024 Epoch 69 Batch 333/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.016 Epoch 69 Batch 334/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.013 Epoch 69 Batch 335/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.015 Epoch 69 Batch 336/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.014 Epoch 69 Batch 337/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.016 Epoch 69 Batch 338/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.017 Epoch 69 Batch 339/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.012 Epoch 69 Batch 340/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.019 Epoch 69 Batch 341/538 - Train Accuracy: 0.961, Validation Accuracy: 0.974, Loss: 0.021 Epoch 69 Batch 342/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.017 Epoch 69 Batch 343/538 - Train Accuracy: 0.981, Validation Accuracy: 0.974, Loss: 0.021 Epoch 69 Batch 344/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.015 Epoch 69 Batch 345/538 - Train Accuracy: 0.983, Validation Accuracy: 0.974, Loss: 0.016 Epoch 69 Batch 346/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.018 Epoch 69 Batch 347/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.016 Epoch 69 Batch 348/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.013 Epoch 69 Batch 349/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.012 Epoch 69 Batch 350/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.019 Epoch 69 Batch 351/538 - Train Accuracy: 0.965, Validation Accuracy: 0.972, Loss: 0.025 Epoch 69 Batch 352/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.035 Epoch 69 Batch 353/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.023 Epoch 69 Batch 354/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.015 Epoch 69 Batch 355/538 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.017 Epoch 69 Batch 356/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.014 Epoch 69 Batch 357/538 - Train Accuracy: 0.971, Validation Accuracy: 0.974, Loss: 0.015 Epoch 69 Batch 358/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.017 Epoch 69 Batch 359/538 - Train Accuracy: 0.985, Validation Accuracy: 0.974, Loss: 0.014 Epoch 69 Batch 360/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.019 Epoch 69 Batch 361/538 - Train Accuracy: 0.977, Validation Accuracy: 0.976, Loss: 0.019 Epoch 69 Batch 362/538 - Train Accuracy: 0.980, Validation Accuracy: 0.976, Loss: 0.011 Epoch 69 Batch 363/538 - Train Accuracy: 0.975, Validation Accuracy: 0.976, Loss: 0.014 Epoch 69 Batch 364/538 - Train Accuracy: 0.970, Validation Accuracy: 0.977, Loss: 0.023 Epoch 69 Batch 365/538 - Train Accuracy: 0.980, Validation Accuracy: 0.978, Loss: 0.014 Epoch 69 Batch 366/538 - Train Accuracy: 0.983, Validation Accuracy: 0.978, Loss: 0.017 Epoch 69 Batch 367/538 - Train Accuracy: 0.980, Validation Accuracy: 0.978, Loss: 0.012 Epoch 69 Batch 368/538 - Train Accuracy: 0.977, Validation Accuracy: 0.978, Loss: 0.016 Epoch 69 Batch 369/538 - Train Accuracy: 0.975, Validation Accuracy: 0.980, Loss: 0.015 Epoch 69 Batch 370/538 - Train Accuracy: 0.972, Validation Accuracy: 0.980, Loss: 0.021 Epoch 69 Batch 371/538 - Train Accuracy: 0.985, Validation Accuracy: 0.980, Loss: 0.018 Epoch 69 Batch 372/538 - Train Accuracy: 0.979, Validation Accuracy: 0.980, Loss: 0.016 Epoch 69 Batch 373/538 - Train Accuracy: 0.970, Validation Accuracy: 0.980, Loss: 0.012 Epoch 69 Batch 374/538 - Train Accuracy: 0.980, Validation Accuracy: 0.980, Loss: 0.013 Epoch 69 Batch 375/538 - Train Accuracy: 0.980, Validation Accuracy: 0.980, Loss: 0.016 Epoch 69 Batch 376/538 - Train Accuracy: 0.982, Validation Accuracy: 0.980, Loss: 0.014 Epoch 69 Batch 377/538 - Train Accuracy: 0.982, Validation Accuracy: 0.979, Loss: 0.017 Epoch 69 Batch 378/538 - Train Accuracy: 0.981, Validation Accuracy: 0.977, Loss: 0.017 Epoch 69 Batch 379/538 - Train Accuracy: 0.982, Validation Accuracy: 0.977, Loss: 0.016 Epoch 69 Batch 380/538 - Train Accuracy: 0.982, Validation Accuracy: 0.974, Loss: 0.012 Epoch 69 Batch 381/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.017 Epoch 69 Batch 382/538 - Train Accuracy: 0.970, Validation Accuracy: 0.973, Loss: 0.024 Epoch 69 Batch 383/538 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.013 Epoch 69 Batch 384/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.018 Epoch 69 Batch 385/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.012 Epoch 69 Batch 386/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.019 Epoch 69 Batch 387/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.019 Epoch 69 Batch 388/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.012 Epoch 69 Batch 389/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.015 Epoch 69 Batch 390/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.016 Epoch 69 Batch 391/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.015 Epoch 69 Batch 392/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.014 Epoch 69 Batch 393/538 - Train Accuracy: 0.982, Validation Accuracy: 0.966, Loss: 0.017 Epoch 69 Batch 394/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.020 Epoch 69 Batch 395/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.024 Epoch 69 Batch 396/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.016 Epoch 69 Batch 397/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.016 Epoch 69 Batch 398/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.016 Epoch 69 Batch 399/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.020 Epoch 69 Batch 400/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.018 Epoch 69 Batch 401/538 - Train Accuracy: 0.984, Validation Accuracy: 0.971, Loss: 0.011 Epoch 69 Batch 402/538 - Train Accuracy: 0.984, Validation Accuracy: 0.971, Loss: 0.017 Epoch 69 Batch 403/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.020 Epoch 69 Batch 404/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.019 Epoch 69 Batch 405/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.015 Epoch 69 Batch 406/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.020 Epoch 69 Batch 407/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.021 Epoch 69 Batch 408/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.019 Epoch 69 Batch 409/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.018 Epoch 69 Batch 410/538 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.014 Epoch 69 Batch 411/538 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.016 Epoch 69 Batch 412/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.014 Epoch 69 Batch 413/538 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.012 Epoch 69 Batch 414/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.026 Epoch 69 Batch 415/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.014 Epoch 69 Batch 416/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.017 Epoch 69 Batch 417/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.019 Epoch 69 Batch 418/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.020 Epoch 69 Batch 419/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.013 Epoch 69 Batch 420/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.018 Epoch 69 Batch 421/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.013 Epoch 69 Batch 422/538 - Train Accuracy: 0.984, Validation Accuracy: 0.973, Loss: 0.016 Epoch 69 Batch 423/538 - Train Accuracy: 0.985, Validation Accuracy: 0.973, Loss: 0.016 Epoch 69 Batch 424/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.023 Epoch 69 Batch 425/538 - Train Accuracy: 0.965, Validation Accuracy: 0.973, Loss: 0.030 Epoch 69 Batch 426/538 - Train Accuracy: 0.982, Validation Accuracy: 0.973, Loss: 0.018 Epoch 69 Batch 427/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.021 Epoch 69 Batch 428/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.015 Epoch 69 Batch 429/538 - Train Accuracy: 0.983, Validation Accuracy: 0.971, Loss: 0.017 Epoch 69 Batch 430/538 - Train Accuracy: 0.968, Validation Accuracy: 0.970, Loss: 0.018 Epoch 69 Batch 431/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.015 Epoch 69 Batch 432/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.022 Epoch 69 Batch 433/538 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.033 Epoch 69 Batch 434/538 - Train Accuracy: 0.980, Validation Accuracy: 0.961, Loss: 0.013 Epoch 69 Batch 435/538 - Train Accuracy: 0.976, Validation Accuracy: 0.960, Loss: 0.018 Epoch 69 Batch 436/538 - Train Accuracy: 0.970, Validation Accuracy: 0.960, Loss: 0.021 Epoch 69 Batch 437/538 - Train Accuracy: 0.983, Validation Accuracy: 0.962, Loss: 0.012 Epoch 69 Batch 438/538 - Train Accuracy: 0.982, Validation Accuracy: 0.962, Loss: 0.012 Epoch 69 Batch 439/538 - Train Accuracy: 0.983, Validation Accuracy: 0.962, Loss: 0.020 Epoch 69 Batch 440/538 - Train Accuracy: 0.974, Validation Accuracy: 0.960, Loss: 0.018 Epoch 69 Batch 441/538 - Train Accuracy: 0.975, Validation Accuracy: 0.962, Loss: 0.019 Epoch 69 Batch 442/538 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.015 Epoch 69 Batch 443/538 - Train Accuracy: 0.968, Validation Accuracy: 0.965, Loss: 0.019 Epoch 69 Batch 444/538 - Train Accuracy: 0.978, Validation Accuracy: 0.965, Loss: 0.020 Epoch 69 Batch 445/538 - Train Accuracy: 0.979, Validation Accuracy: 0.966, Loss: 0.014 Epoch 69 Batch 446/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.017 Epoch 69 Batch 447/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.019 Epoch 69 Batch 448/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.013 Epoch 69 Batch 449/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.022 Epoch 69 Batch 450/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.018 Epoch 69 Batch 451/538 - Train Accuracy: 0.966, Validation Accuracy: 0.968, Loss: 0.018 Epoch 69 Batch 452/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.014 Epoch 69 Batch 453/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.017 Epoch 69 Batch 454/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.025 Epoch 69 Batch 455/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.015 Epoch 69 Batch 456/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.038 Epoch 69 Batch 457/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.016 Epoch 69 Batch 458/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.018 Epoch 69 Batch 459/538 - Train Accuracy: 0.983, Validation Accuracy: 0.970, Loss: 0.014 Epoch 69 Batch 460/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.016 Epoch 69 Batch 461/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.017 Epoch 69 Batch 462/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.014 Epoch 69 Batch 463/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.019 Epoch 69 Batch 464/538 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.017 Epoch 69 Batch 465/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.013 Epoch 69 Batch 466/538 - Train Accuracy: 0.968, Validation Accuracy: 0.972, Loss: 0.014 Epoch 69 Batch 467/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.020 Epoch 69 Batch 468/538 - Train Accuracy: 0.983, Validation Accuracy: 0.973, Loss: 0.022 Epoch 69 Batch 469/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.023 Epoch 69 Batch 470/538 - Train Accuracy: 0.967, Validation Accuracy: 0.975, Loss: 0.015 Epoch 69 Batch 471/538 - Train Accuracy: 0.984, Validation Accuracy: 0.972, Loss: 0.013 Epoch 69 Batch 472/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.014 Epoch 69 Batch 473/538 - Train Accuracy: 0.985, Validation Accuracy: 0.970, Loss: 0.015 Epoch 69 Batch 474/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.019 Epoch 69 Batch 475/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.017 Epoch 69 Batch 476/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.014 Epoch 69 Batch 477/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.023 Epoch 69 Batch 478/538 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.012 Epoch 69 Batch 479/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.014 Epoch 69 Batch 480/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.017 Epoch 69 Batch 481/538 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.017 Epoch 69 Batch 482/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.014 Epoch 69 Batch 483/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.020 Epoch 69 Batch 484/538 - Train Accuracy: 0.965, Validation Accuracy: 0.966, Loss: 0.025 Epoch 69 Batch 485/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.023 Epoch 69 Batch 486/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.010 Epoch 69 Batch 487/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.014 Epoch 69 Batch 488/538 - Train Accuracy: 0.982, Validation Accuracy: 0.970, Loss: 0.017 Epoch 69 Batch 489/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.017 Epoch 69 Batch 490/538 - Train Accuracy: 0.967, Validation Accuracy: 0.973, Loss: 0.020 Epoch 69 Batch 491/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.014 Epoch 69 Batch 492/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.019 Epoch 69 Batch 493/538 - Train Accuracy: 0.963, Validation Accuracy: 0.973, Loss: 0.023 Epoch 69 Batch 494/538 - Train Accuracy: 0.982, Validation Accuracy: 0.974, Loss: 0.021 Epoch 69 Batch 495/538 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.018 Epoch 69 Batch 496/538 - Train Accuracy: 0.977, Validation Accuracy: 0.977, Loss: 0.016 Epoch 69 Batch 497/538 - Train Accuracy: 0.975, Validation Accuracy: 0.975, Loss: 0.018 Epoch 69 Batch 498/538 - Train Accuracy: 0.973, Validation Accuracy: 0.975, Loss: 0.018 Epoch 69 Batch 499/538 - Train Accuracy: 0.969, Validation Accuracy: 0.975, Loss: 0.024 Epoch 69 Batch 500/538 - Train Accuracy: 0.978, Validation Accuracy: 0.975, Loss: 0.012 Epoch 69 Batch 501/538 - Train Accuracy: 0.975, Validation Accuracy: 0.976, Loss: 0.018 Epoch 69 Batch 502/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.016 Epoch 69 Batch 503/538 - Train Accuracy: 0.982, Validation Accuracy: 0.971, Loss: 0.016 Epoch 69 Batch 504/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.017 Epoch 69 Batch 505/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.013 Epoch 69 Batch 506/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.014 Epoch 69 Batch 507/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.017 Epoch 69 Batch 508/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.015 Epoch 69 Batch 509/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.017 Epoch 69 Batch 510/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.015 Epoch 69 Batch 511/538 - Train Accuracy: 0.970, Validation Accuracy: 0.976, Loss: 0.021 Epoch 69 Batch 512/538 - Train Accuracy: 0.974, Validation Accuracy: 0.979, Loss: 0.019 Epoch 69 Batch 513/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.019 Epoch 69 Batch 514/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.019 Epoch 69 Batch 515/538 - Train Accuracy: 0.970, Validation Accuracy: 0.974, Loss: 0.016 Epoch 69 Batch 516/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.018 Epoch 69 Batch 517/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.016 Epoch 69 Batch 518/538 - Train Accuracy: 0.965, Validation Accuracy: 0.974, Loss: 0.023 Epoch 69 Batch 519/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.018 Epoch 69 Batch 520/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.029 Epoch 69 Batch 521/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.022 Epoch 69 Batch 522/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.016 Epoch 69 Batch 523/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.019 Epoch 69 Batch 524/538 - Train Accuracy: 0.967, Validation Accuracy: 0.958, Loss: 0.019 Epoch 69 Batch 525/538 - Train Accuracy: 0.973, Validation Accuracy: 0.958, Loss: 0.026 Epoch 69 Batch 526/538 - Train Accuracy: 0.971, Validation Accuracy: 0.958, Loss: 0.015 Epoch 69 Batch 527/538 - Train Accuracy: 0.985, Validation Accuracy: 0.963, Loss: 0.017 Epoch 69 Batch 528/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.018 Epoch 69 Batch 529/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.020 Epoch 69 Batch 530/538 - Train Accuracy: 0.978, Validation Accuracy: 0.967, Loss: 0.018 Epoch 69 Batch 531/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.020 Epoch 69 Batch 532/538 - Train Accuracy: 0.956, Validation Accuracy: 0.967, Loss: 0.018 Epoch 69 Batch 533/538 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.016 Epoch 69 Batch 534/538 - Train Accuracy: 0.977, Validation Accuracy: 0.964, Loss: 0.014 Epoch 69 Batch 535/538 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.020 Epoch 69 Batch 536/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.023 Epoch 70 Batch 0/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.018 Epoch 70 Batch 1/538 - Train Accuracy: 0.979, Validation Accuracy: 0.967, Loss: 0.020 Epoch 70 Batch 2/538 - Train Accuracy: 0.974, Validation Accuracy: 0.962, Loss: 0.021 Epoch 70 Batch 3/538 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.016 Epoch 70 Batch 4/538 - Train Accuracy: 0.982, Validation Accuracy: 0.956, Loss: 0.016 Epoch 70 Batch 5/538 - Train Accuracy: 0.972, Validation Accuracy: 0.956, Loss: 0.020 Epoch 70 Batch 6/538 - Train Accuracy: 0.978, Validation Accuracy: 0.956, Loss: 0.024 Epoch 70 Batch 7/538 - Train Accuracy: 0.974, Validation Accuracy: 0.960, Loss: 0.017 Epoch 70 Batch 8/538 - Train Accuracy: 0.976, Validation Accuracy: 0.963, Loss: 0.016 Epoch 70 Batch 9/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.012 Epoch 70 Batch 10/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.024 Epoch 70 Batch 11/538 - Train Accuracy: 0.981, Validation Accuracy: 0.966, Loss: 0.017 Epoch 70 Batch 12/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.016 Epoch 70 Batch 13/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.014 Epoch 70 Batch 14/538 - Train Accuracy: 0.982, Validation Accuracy: 0.968, Loss: 0.015 Epoch 70 Batch 15/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.015 Epoch 70 Batch 16/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.014 Epoch 70 Batch 17/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.020 Epoch 70 Batch 18/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.017 Epoch 70 Batch 19/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.017 Epoch 70 Batch 20/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.024 Epoch 70 Batch 21/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.009 Epoch 70 Batch 22/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.017 Epoch 70 Batch 23/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.024 Epoch 70 Batch 24/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.024 Epoch 70 Batch 25/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.019 Epoch 70 Batch 26/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.023 Epoch 70 Batch 27/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.011 Epoch 70 Batch 28/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.021 Epoch 70 Batch 29/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.014 Epoch 70 Batch 30/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.017 Epoch 70 Batch 31/538 - Train Accuracy: 0.975, Validation Accuracy: 0.976, Loss: 0.016 Epoch 70 Batch 32/538 - Train Accuracy: 0.976, Validation Accuracy: 0.977, Loss: 0.009 Epoch 70 Batch 33/538 - Train Accuracy: 0.969, Validation Accuracy: 0.977, Loss: 0.022 Epoch 70 Batch 34/538 - Train Accuracy: 0.966, Validation Accuracy: 0.976, Loss: 0.021 Epoch 70 Batch 35/538 - Train Accuracy: 0.965, Validation Accuracy: 0.976, Loss: 0.020 Epoch 70 Batch 36/538 - Train Accuracy: 0.978, Validation Accuracy: 0.975, Loss: 0.014 Epoch 70 Batch 37/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.020 Epoch 70 Batch 38/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.013 Epoch 70 Batch 39/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.014 Epoch 70 Batch 40/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.014 Epoch 70 Batch 41/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.015 Epoch 70 Batch 42/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.015 Epoch 70 Batch 43/538 - Train Accuracy: 0.963, Validation Accuracy: 0.972, Loss: 0.024 Epoch 70 Batch 44/538 - Train Accuracy: 0.983, Validation Accuracy: 0.972, Loss: 0.014 Epoch 70 Batch 45/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.018 Epoch 70 Batch 46/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.017 Epoch 70 Batch 47/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.016 Epoch 70 Batch 48/538 - Train Accuracy: 0.979, Validation Accuracy: 0.976, Loss: 0.022 Epoch 70 Batch 49/538 - Train Accuracy: 0.976, Validation Accuracy: 0.979, Loss: 0.017 Epoch 70 Batch 50/538 - Train Accuracy: 0.976, Validation Accuracy: 0.976, Loss: 0.014 Epoch 70 Batch 51/538 - Train Accuracy: 0.967, Validation Accuracy: 0.976, Loss: 0.019 Epoch 70 Batch 52/538 - Train Accuracy: 0.972, Validation Accuracy: 0.976, Loss: 0.019 Epoch 70 Batch 53/538 - Train Accuracy: 0.969, Validation Accuracy: 0.976, Loss: 0.018 Epoch 70 Batch 54/538 - Train Accuracy: 0.982, Validation Accuracy: 0.976, Loss: 0.014 Epoch 70 Batch 55/538 - Train Accuracy: 0.966, Validation Accuracy: 0.976, Loss: 0.019 Epoch 70 Batch 56/538 - Train Accuracy: 0.977, Validation Accuracy: 0.976, Loss: 0.015 Epoch 70 Batch 57/538 - Train Accuracy: 0.968, Validation Accuracy: 0.976, Loss: 0.023 Epoch 70 Batch 58/538 - Train Accuracy: 0.978, Validation Accuracy: 0.977, Loss: 0.014 Epoch 70 Batch 59/538 - Train Accuracy: 0.971, Validation Accuracy: 0.977, Loss: 0.021 Epoch 70 Batch 60/538 - Train Accuracy: 0.976, Validation Accuracy: 0.975, Loss: 0.022 Epoch 70 Batch 61/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.015 Epoch 70 Batch 62/538 - Train Accuracy: 0.968, Validation Accuracy: 0.973, Loss: 0.027 Epoch 70 Batch 63/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.015 Epoch 70 Batch 64/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.014 Epoch 70 Batch 65/538 - Train Accuracy: 0.966, Validation Accuracy: 0.973, Loss: 0.014 Epoch 70 Batch 66/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.017 Epoch 70 Batch 67/538 - Train Accuracy: 0.980, Validation Accuracy: 0.975, Loss: 0.018 Epoch 70 Batch 68/538 - Train Accuracy: 0.971, Validation Accuracy: 0.978, Loss: 0.016 Epoch 70 Batch 69/538 - Train Accuracy: 0.981, Validation Accuracy: 0.973, Loss: 0.016 Epoch 70 Batch 70/538 - Train Accuracy: 0.970, Validation Accuracy: 0.973, Loss: 0.012 Epoch 70 Batch 71/538 - Train Accuracy: 0.984, Validation Accuracy: 0.973, Loss: 0.021 Epoch 70 Batch 72/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.036 Epoch 70 Batch 73/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.019 Epoch 70 Batch 74/538 - Train Accuracy: 0.986, Validation Accuracy: 0.974, Loss: 0.018 Epoch 70 Batch 75/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.019 Epoch 70 Batch 76/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.019 Epoch 70 Batch 77/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.018 Epoch 70 Batch 78/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.023 Epoch 70 Batch 79/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.013 Epoch 70 Batch 80/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.018 Epoch 70 Batch 81/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.016 Epoch 70 Batch 82/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.016 Epoch 70 Batch 83/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.018 Epoch 70 Batch 84/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.022 Epoch 70 Batch 85/538 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.018 Epoch 70 Batch 86/538 - Train Accuracy: 0.983, Validation Accuracy: 0.967, Loss: 0.013 Epoch 70 Batch 87/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.019 Epoch 70 Batch 88/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.017 Epoch 70 Batch 89/538 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.020 Epoch 70 Batch 90/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.024 Epoch 70 Batch 91/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.015 Epoch 70 Batch 92/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.017 Epoch 70 Batch 93/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.012 Epoch 70 Batch 94/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.012 Epoch 70 Batch 95/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.020 Epoch 70 Batch 96/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.015 Epoch 70 Batch 97/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.017 Epoch 70 Batch 98/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.014 Epoch 70 Batch 99/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.016 Epoch 70 Batch 100/538 - Train Accuracy: 0.981, Validation Accuracy: 0.974, Loss: 0.016 Epoch 70 Batch 101/538 - Train Accuracy: 0.977, Validation Accuracy: 0.976, Loss: 0.024 Epoch 70 Batch 102/538 - Train Accuracy: 0.967, Validation Accuracy: 0.976, Loss: 0.021 Epoch 70 Batch 103/538 - Train Accuracy: 0.970, Validation Accuracy: 0.974, Loss: 0.017 Epoch 70 Batch 104/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.015 Epoch 70 Batch 105/538 - Train Accuracy: 0.976, Validation Accuracy: 0.976, Loss: 0.013 Epoch 70 Batch 106/538 - Train Accuracy: 0.977, Validation Accuracy: 0.976, Loss: 0.013 Epoch 70 Batch 107/538 - Train Accuracy: 0.973, Validation Accuracy: 0.978, Loss: 0.017 Epoch 70 Batch 108/538 - Train Accuracy: 0.981, Validation Accuracy: 0.978, Loss: 0.022 Epoch 70 Batch 109/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.018 Epoch 70 Batch 110/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.013 Epoch 70 Batch 111/538 - Train Accuracy: 0.963, Validation Accuracy: 0.968, Loss: 0.020 Epoch 70 Batch 112/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.019 Epoch 70 Batch 113/538 - Train Accuracy: 0.962, Validation Accuracy: 0.968, Loss: 0.021 Epoch 70 Batch 114/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.016 Epoch 70 Batch 115/538 - Train Accuracy: 0.982, Validation Accuracy: 0.968, Loss: 0.017 Epoch 70 Batch 116/538 - Train Accuracy: 0.973, Validation Accuracy: 0.975, Loss: 0.020 Epoch 70 Batch 117/538 - Train Accuracy: 0.977, Validation Accuracy: 0.977, Loss: 0.015 Epoch 70 Batch 118/538 - Train Accuracy: 0.975, Validation Accuracy: 0.976, Loss: 0.014 Epoch 70 Batch 119/538 - Train Accuracy: 0.983, Validation Accuracy: 0.976, Loss: 0.012 Epoch 70 Batch 120/538 - Train Accuracy: 0.973, Validation Accuracy: 0.976, Loss: 0.012 Epoch 70 Batch 121/538 - Train Accuracy: 0.972, Validation Accuracy: 0.976, Loss: 0.022 Epoch 70 Batch 122/538 - Train Accuracy: 0.972, Validation Accuracy: 0.976, Loss: 0.024 Epoch 70 Batch 123/538 - Train Accuracy: 0.976, Validation Accuracy: 0.977, Loss: 0.018 Epoch 70 Batch 124/538 - Train Accuracy: 0.972, Validation Accuracy: 0.977, Loss: 0.018 Epoch 70 Batch 125/538 - Train Accuracy: 0.975, Validation Accuracy: 0.977, Loss: 0.022 Epoch 70 Batch 126/538 - Train Accuracy: 0.964, Validation Accuracy: 0.977, Loss: 0.021 Epoch 70 Batch 127/538 - Train Accuracy: 0.965, Validation Accuracy: 0.977, Loss: 0.025 Epoch 70 Batch 128/538 - Train Accuracy: 0.975, Validation Accuracy: 0.976, Loss: 0.017 Epoch 70 Batch 129/538 - Train Accuracy: 0.986, Validation Accuracy: 0.976, Loss: 0.010 Epoch 70 Batch 130/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.015 Epoch 70 Batch 131/538 - Train Accuracy: 0.984, Validation Accuracy: 0.971, Loss: 0.017 Epoch 70 Batch 132/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.018 Epoch 70 Batch 133/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.016 Epoch 70 Batch 134/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.019 Epoch 70 Batch 135/538 - Train Accuracy: 0.967, Validation Accuracy: 0.971, Loss: 0.028 Epoch 70 Batch 136/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.015 Epoch 70 Batch 137/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.020 Epoch 70 Batch 138/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.017 Epoch 70 Batch 139/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.020 Epoch 70 Batch 140/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.022 Epoch 70 Batch 141/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.018 Epoch 70 Batch 142/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.016 Epoch 70 Batch 143/538 - Train Accuracy: 0.966, Validation Accuracy: 0.970, Loss: 0.026 Epoch 70 Batch 144/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.021 Epoch 70 Batch 145/538 - Train Accuracy: 0.967, Validation Accuracy: 0.974, Loss: 0.024 Epoch 70 Batch 146/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.017 Epoch 70 Batch 147/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.019 Epoch 70 Batch 148/538 - Train Accuracy: 0.966, Validation Accuracy: 0.974, Loss: 0.021 Epoch 70 Batch 149/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.016 Epoch 70 Batch 150/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.017 Epoch 70 Batch 151/538 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.018 Epoch 70 Batch 152/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.020 Epoch 70 Batch 153/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.016 Epoch 70 Batch 154/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.015 Epoch 70 Batch 155/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.017 Epoch 70 Batch 156/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.017 Epoch 70 Batch 157/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.016 Epoch 70 Batch 158/538 - Train Accuracy: 0.984, Validation Accuracy: 0.972, Loss: 0.021 Epoch 70 Batch 159/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.021 Epoch 70 Batch 160/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.017 Epoch 70 Batch 161/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.016 Epoch 70 Batch 162/538 - Train Accuracy: 0.983, Validation Accuracy: 0.973, Loss: 0.015 Epoch 70 Batch 163/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.023 Epoch 70 Batch 164/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.015 Epoch 70 Batch 165/538 - Train Accuracy: 0.984, Validation Accuracy: 0.972, Loss: 0.015 Epoch 70 Batch 166/538 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.014 Epoch 70 Batch 167/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.027 Epoch 70 Batch 168/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.020 Epoch 70 Batch 169/538 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.018 Epoch 70 Batch 170/538 - Train Accuracy: 0.965, Validation Accuracy: 0.974, Loss: 0.023 Epoch 70 Batch 171/538 - Train Accuracy: 0.968, Validation Accuracy: 0.974, Loss: 0.022 Epoch 70 Batch 172/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.017 Epoch 70 Batch 173/538 - Train Accuracy: 0.980, Validation Accuracy: 0.975, Loss: 0.013 Epoch 70 Batch 174/538 - Train Accuracy: 0.972, Validation Accuracy: 0.977, Loss: 0.021 Epoch 70 Batch 175/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.016 Epoch 70 Batch 176/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.018 Epoch 70 Batch 177/538 - Train Accuracy: 0.981, Validation Accuracy: 0.964, Loss: 0.015 Epoch 70 Batch 178/538 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.018 Epoch 70 Batch 179/538 - Train Accuracy: 0.979, Validation Accuracy: 0.967, Loss: 0.020 Epoch 70 Batch 180/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.017 Epoch 70 Batch 181/538 - Train Accuracy: 0.968, Validation Accuracy: 0.975, Loss: 0.024 Epoch 70 Batch 182/538 - Train Accuracy: 0.974, Validation Accuracy: 0.975, Loss: 0.011 Epoch 70 Batch 183/538 - Train Accuracy: 0.982, Validation Accuracy: 0.973, Loss: 0.012 Epoch 70 Batch 184/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.012 Epoch 70 Batch 185/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.012 Epoch 70 Batch 186/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.015 Epoch 70 Batch 187/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.014 Epoch 70 Batch 188/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.015 Epoch 70 Batch 189/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.017 Epoch 70 Batch 190/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.022 Epoch 70 Batch 191/538 - Train Accuracy: 0.982, Validation Accuracy: 0.971, Loss: 0.016 Epoch 70 Batch 192/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.017 Epoch 70 Batch 193/538 - Train Accuracy: 0.969, Validation Accuracy: 0.971, Loss: 0.018 Epoch 70 Batch 194/538 - Train Accuracy: 0.968, Validation Accuracy: 0.971, Loss: 0.021 Epoch 70 Batch 195/538 - Train Accuracy: 0.981, Validation Accuracy: 0.973, Loss: 0.018 Epoch 70 Batch 196/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.016 Epoch 70 Batch 197/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.016 Epoch 70 Batch 198/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.014 Epoch 70 Batch 199/538 - Train Accuracy: 0.968, Validation Accuracy: 0.974, Loss: 0.022 Epoch 70 Batch 200/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.013 Epoch 70 Batch 201/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.026 Epoch 70 Batch 202/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.018 Epoch 70 Batch 203/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.022 Epoch 70 Batch 204/538 - Train Accuracy: 0.966, Validation Accuracy: 0.972, Loss: 0.022 Epoch 70 Batch 205/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.017 Epoch 70 Batch 206/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.020 Epoch 70 Batch 207/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.022 Epoch 70 Batch 208/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.022 Epoch 70 Batch 209/538 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.014 Epoch 70 Batch 210/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.026 Epoch 70 Batch 211/538 - Train Accuracy: 0.979, Validation Accuracy: 0.967, Loss: 0.018 Epoch 70 Batch 212/538 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.015 Epoch 70 Batch 213/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.017 Epoch 70 Batch 214/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.015 Epoch 70 Batch 215/538 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.016 Epoch 70 Batch 216/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.014 Epoch 70 Batch 217/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.019 Epoch 70 Batch 218/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.012 Epoch 70 Batch 219/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.019 Epoch 70 Batch 220/538 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.015 Epoch 70 Batch 221/538 - Train Accuracy: 0.982, Validation Accuracy: 0.967, Loss: 0.015 Epoch 70 Batch 222/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.011 Epoch 70 Batch 223/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.019 Epoch 70 Batch 224/538 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.026 Epoch 70 Batch 225/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.019 Epoch 70 Batch 226/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.020 Epoch 70 Batch 227/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.018 Epoch 70 Batch 228/538 - Train Accuracy: 0.965, Validation Accuracy: 0.964, Loss: 0.019 Epoch 70 Batch 229/538 - Train Accuracy: 0.975, Validation Accuracy: 0.962, Loss: 0.024 Epoch 70 Batch 230/538 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.018 Epoch 70 Batch 231/538 - Train Accuracy: 0.970, Validation Accuracy: 0.964, Loss: 0.018 Epoch 70 Batch 232/538 - Train Accuracy: 0.979, Validation Accuracy: 0.965, Loss: 0.018 Epoch 70 Batch 233/538 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.019 Epoch 70 Batch 234/538 - Train Accuracy: 0.979, Validation Accuracy: 0.965, Loss: 0.016 Epoch 70 Batch 235/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.012 Epoch 70 Batch 236/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.012 Epoch 70 Batch 237/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.010 Epoch 70 Batch 238/538 - Train Accuracy: 0.980, Validation Accuracy: 0.965, Loss: 0.017 Epoch 70 Batch 239/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.016 Epoch 70 Batch 240/538 - Train Accuracy: 0.976, Validation Accuracy: 0.965, Loss: 0.019 Epoch 70 Batch 241/538 - Train Accuracy: 0.968, Validation Accuracy: 0.967, Loss: 0.020 Epoch 70 Batch 242/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.017 Epoch 70 Batch 243/538 - Train Accuracy: 0.980, Validation Accuracy: 0.965, Loss: 0.020 Epoch 70 Batch 244/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.013 Epoch 70 Batch 245/538 - Train Accuracy: 0.968, Validation Accuracy: 0.967, Loss: 0.020 Epoch 70 Batch 246/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.009 Epoch 70 Batch 247/538 - Train Accuracy: 0.970, Validation Accuracy: 0.971, Loss: 0.019 Epoch 70 Batch 248/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.019 Epoch 70 Batch 249/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.011 Epoch 70 Batch 250/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.016 Epoch 70 Batch 251/538 - Train Accuracy: 0.982, Validation Accuracy: 0.970, Loss: 0.012 Epoch 70 Batch 252/538 - Train Accuracy: 0.969, Validation Accuracy: 0.971, Loss: 0.014 Epoch 70 Batch 253/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.015 Epoch 70 Batch 254/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.017 Epoch 70 Batch 255/538 - Train Accuracy: 0.984, Validation Accuracy: 0.971, Loss: 0.015 Epoch 70 Batch 256/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.017 Epoch 70 Batch 257/538 - Train Accuracy: 0.982, Validation Accuracy: 0.971, Loss: 0.015 Epoch 70 Batch 258/538 - Train Accuracy: 0.984, Validation Accuracy: 0.971, Loss: 0.016 Epoch 70 Batch 259/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.014 Epoch 70 Batch 260/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.017 Epoch 70 Batch 261/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.025 Epoch 70 Batch 262/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.021 Epoch 70 Batch 263/538 - Train Accuracy: 0.970, Validation Accuracy: 0.964, Loss: 0.022 Epoch 70 Batch 264/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.020 Epoch 70 Batch 265/538 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.024 Epoch 70 Batch 266/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.015 Epoch 70 Batch 267/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.019 Epoch 70 Batch 268/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.014 Epoch 70 Batch 269/538 - Train Accuracy: 0.981, Validation Accuracy: 0.974, Loss: 0.014 Epoch 70 Batch 270/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.013 Epoch 70 Batch 271/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.015 Epoch 70 Batch 272/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.018 Epoch 70 Batch 273/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.015 Epoch 70 Batch 274/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.016 Epoch 70 Batch 275/538 - Train Accuracy: 0.968, Validation Accuracy: 0.972, Loss: 0.020 Epoch 70 Batch 276/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.021 Epoch 70 Batch 277/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.014 Epoch 70 Batch 278/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.014 Epoch 70 Batch 279/538 - Train Accuracy: 0.979, Validation Accuracy: 0.965, Loss: 0.017 Epoch 70 Batch 280/538 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.013 Epoch 70 Batch 281/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.024 Epoch 70 Batch 282/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.019 Epoch 70 Batch 283/538 - Train Accuracy: 0.983, Validation Accuracy: 0.972, Loss: 0.015 Epoch 70 Batch 284/538 - Train Accuracy: 0.967, Validation Accuracy: 0.972, Loss: 0.018 Epoch 70 Batch 285/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.014 Epoch 70 Batch 286/538 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.017 Epoch 70 Batch 287/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.012 Epoch 70 Batch 288/538 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.016 Epoch 70 Batch 289/538 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.010 Epoch 70 Batch 290/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.013 Epoch 70 Batch 291/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.017 Epoch 70 Batch 292/538 - Train Accuracy: 0.983, Validation Accuracy: 0.973, Loss: 0.011 Epoch 70 Batch 293/538 - Train Accuracy: 0.965, Validation Accuracy: 0.974, Loss: 0.017 Epoch 70 Batch 294/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.018 Epoch 70 Batch 295/538 - Train Accuracy: 0.981, Validation Accuracy: 0.974, Loss: 0.015 Epoch 70 Batch 296/538 - Train Accuracy: 0.972, Validation Accuracy: 0.976, Loss: 0.023 Epoch 70 Batch 297/538 - Train Accuracy: 0.981, Validation Accuracy: 0.977, Loss: 0.017 Epoch 70 Batch 298/538 - Train Accuracy: 0.980, Validation Accuracy: 0.976, Loss: 0.012 Epoch 70 Batch 299/538 - Train Accuracy: 0.972, Validation Accuracy: 0.976, Loss: 0.026 Epoch 70 Batch 300/538 - Train Accuracy: 0.983, Validation Accuracy: 0.977, Loss: 0.014 Epoch 70 Batch 301/538 - Train Accuracy: 0.976, Validation Accuracy: 0.977, Loss: 0.021 Epoch 70 Batch 302/538 - Train Accuracy: 0.976, Validation Accuracy: 0.975, Loss: 0.021 Epoch 70 Batch 303/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.018 Epoch 70 Batch 304/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.019 Epoch 70 Batch 305/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.018 Epoch 70 Batch 306/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.018 Epoch 70 Batch 307/538 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.019 Epoch 70 Batch 308/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.019 Epoch 70 Batch 309/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.016 Epoch 70 Batch 310/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.019 Epoch 70 Batch 311/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.019 Epoch 70 Batch 312/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.011 Epoch 70 Batch 313/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.015 Epoch 70 Batch 314/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.019 Epoch 70 Batch 315/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.016 Epoch 70 Batch 316/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.014 Epoch 70 Batch 317/538 - Train Accuracy: 0.985, Validation Accuracy: 0.975, Loss: 0.014 Epoch 70 Batch 318/538 - Train Accuracy: 0.975, Validation Accuracy: 0.976, Loss: 0.016 Epoch 70 Batch 319/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.022 Epoch 70 Batch 320/538 - Train Accuracy: 0.970, Validation Accuracy: 0.971, Loss: 0.014 Epoch 70 Batch 321/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.013 Epoch 70 Batch 322/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.017 Epoch 70 Batch 323/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.015 Epoch 70 Batch 324/538 - Train Accuracy: 0.985, Validation Accuracy: 0.971, Loss: 0.012 Epoch 70 Batch 325/538 - Train Accuracy: 0.984, Validation Accuracy: 0.971, Loss: 0.011 Epoch 70 Batch 326/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.014 Epoch 70 Batch 327/538 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.016 Epoch 70 Batch 328/538 - Train Accuracy: 0.983, Validation Accuracy: 0.974, Loss: 0.011 Epoch 70 Batch 329/538 - Train Accuracy: 0.981, Validation Accuracy: 0.974, Loss: 0.017 Epoch 70 Batch 330/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.014 Epoch 70 Batch 331/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.016 Epoch 70 Batch 332/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.020 Epoch 70 Batch 333/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.020 Epoch 70 Batch 334/538 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.014 Epoch 70 Batch 335/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.016 Epoch 70 Batch 336/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.015 Epoch 70 Batch 337/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.017 Epoch 70 Batch 338/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.016 Epoch 70 Batch 339/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.014 Epoch 70 Batch 340/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.015 Epoch 70 Batch 341/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.023 Epoch 70 Batch 342/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.020 Epoch 70 Batch 343/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.022 Epoch 70 Batch 344/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.014 Epoch 70 Batch 345/538 - Train Accuracy: 0.982, Validation Accuracy: 0.968, Loss: 0.012 Epoch 70 Batch 346/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.018 Epoch 70 Batch 347/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.017 Epoch 70 Batch 348/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.016 Epoch 70 Batch 349/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.015 Epoch 70 Batch 350/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.021 Epoch 70 Batch 351/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.021 Epoch 70 Batch 352/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.030 Epoch 70 Batch 353/538 - Train Accuracy: 0.978, Validation Accuracy: 0.963, Loss: 0.023 Epoch 70 Batch 354/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.016 Epoch 70 Batch 355/538 - Train Accuracy: 0.979, Validation Accuracy: 0.966, Loss: 0.017 Epoch 70 Batch 356/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.014 Epoch 70 Batch 357/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.016 Epoch 70 Batch 358/538 - Train Accuracy: 0.982, Validation Accuracy: 0.969, Loss: 0.013 Epoch 70 Batch 359/538 - Train Accuracy: 0.982, Validation Accuracy: 0.965, Loss: 0.016 Epoch 70 Batch 360/538 - Train Accuracy: 0.973, Validation Accuracy: 0.963, Loss: 0.015 Epoch 70 Batch 361/538 - Train Accuracy: 0.978, Validation Accuracy: 0.964, Loss: 0.017 Epoch 70 Batch 362/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.016 Epoch 70 Batch 363/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.018 Epoch 70 Batch 364/538 - Train Accuracy: 0.969, Validation Accuracy: 0.971, Loss: 0.029 Epoch 70 Batch 365/538 - Train Accuracy: 0.982, Validation Accuracy: 0.970, Loss: 0.014 Epoch 70 Batch 366/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.014 Epoch 70 Batch 367/538 - Train Accuracy: 0.982, Validation Accuracy: 0.965, Loss: 0.012 Epoch 70 Batch 368/538 - Train Accuracy: 0.980, Validation Accuracy: 0.965, Loss: 0.015 Epoch 70 Batch 369/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.014 Epoch 70 Batch 370/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.019 Epoch 70 Batch 371/538 - Train Accuracy: 0.984, Validation Accuracy: 0.965, Loss: 0.019 Epoch 70 Batch 372/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.021 Epoch 70 Batch 373/538 - Train Accuracy: 0.974, Validation Accuracy: 0.976, Loss: 0.013 Epoch 70 Batch 374/538 - Train Accuracy: 0.975, Validation Accuracy: 0.976, Loss: 0.017 Epoch 70 Batch 375/538 - Train Accuracy: 0.980, Validation Accuracy: 0.977, Loss: 0.016 Epoch 70 Batch 376/538 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.015 Epoch 70 Batch 377/538 - Train Accuracy: 0.976, Validation Accuracy: 0.975, Loss: 0.022 Epoch 70 Batch 378/538 - Train Accuracy: 0.984, Validation Accuracy: 0.975, Loss: 0.011 Epoch 70 Batch 379/538 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.016 Epoch 70 Batch 380/538 - Train Accuracy: 0.983, Validation Accuracy: 0.973, Loss: 0.013 Epoch 70 Batch 381/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.017 Epoch 70 Batch 382/538 - Train Accuracy: 0.966, Validation Accuracy: 0.973, Loss: 0.023 Epoch 70 Batch 383/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.013 Epoch 70 Batch 384/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.018 Epoch 70 Batch 385/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.015 Epoch 70 Batch 386/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.014 Epoch 70 Batch 387/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.013 Epoch 70 Batch 388/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.013 Epoch 70 Batch 389/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.020 Epoch 70 Batch 390/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.015 Epoch 70 Batch 391/538 - Train Accuracy: 0.967, Validation Accuracy: 0.968, Loss: 0.021 Epoch 70 Batch 392/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.015 Epoch 70 Batch 393/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.019 Epoch 70 Batch 394/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.022 Epoch 70 Batch 395/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.018 Epoch 70 Batch 396/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.013 Epoch 70 Batch 397/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.018 Epoch 70 Batch 398/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.013 Epoch 70 Batch 399/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.016 Epoch 70 Batch 400/538 - Train Accuracy: 0.982, Validation Accuracy: 0.970, Loss: 0.015 Epoch 70 Batch 401/538 - Train Accuracy: 0.988, Validation Accuracy: 0.970, Loss: 0.014 Epoch 70 Batch 402/538 - Train Accuracy: 0.984, Validation Accuracy: 0.972, Loss: 0.011 Epoch 70 Batch 403/538 - Train Accuracy: 0.981, Validation Accuracy: 0.974, Loss: 0.016 Epoch 70 Batch 404/538 - Train Accuracy: 0.978, Validation Accuracy: 0.975, Loss: 0.018 Epoch 70 Batch 405/538 - Train Accuracy: 0.973, Validation Accuracy: 0.975, Loss: 0.017 Epoch 70 Batch 406/538 - Train Accuracy: 0.974, Validation Accuracy: 0.975, Loss: 0.018 Epoch 70 Batch 407/538 - Train Accuracy: 0.983, Validation Accuracy: 0.973, Loss: 0.021 Epoch 70 Batch 408/538 - Train Accuracy: 0.967, Validation Accuracy: 0.973, Loss: 0.021 Epoch 70 Batch 409/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.016 Epoch 70 Batch 410/538 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.014 Epoch 70 Batch 411/538 - Train Accuracy: 0.984, Validation Accuracy: 0.970, Loss: 0.015 Epoch 70 Batch 412/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.010 Epoch 70 Batch 413/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.014 Epoch 70 Batch 414/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.020 Epoch 70 Batch 415/538 - Train Accuracy: 0.964, Validation Accuracy: 0.968, Loss: 0.014 Epoch 70 Batch 416/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.018 Epoch 70 Batch 417/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.013 Epoch 70 Batch 418/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.020 Epoch 70 Batch 419/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.018 Epoch 70 Batch 420/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.017 Epoch 70 Batch 421/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.015 Epoch 70 Batch 422/538 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.015 Epoch 70 Batch 423/538 - Train Accuracy: 0.984, Validation Accuracy: 0.971, Loss: 0.013 Epoch 70 Batch 424/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.021 Epoch 70 Batch 425/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.027 Epoch 70 Batch 426/538 - Train Accuracy: 0.983, Validation Accuracy: 0.971, Loss: 0.020 Epoch 70 Batch 427/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.015 Epoch 70 Batch 428/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.012 Epoch 70 Batch 429/538 - Train Accuracy: 0.986, Validation Accuracy: 0.970, Loss: 0.015 Epoch 70 Batch 430/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.014 Epoch 70 Batch 431/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.014 Epoch 70 Batch 432/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.016 Epoch 70 Batch 433/538 - Train Accuracy: 0.963, Validation Accuracy: 0.970, Loss: 0.034 Epoch 70 Batch 434/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.014 Epoch 70 Batch 435/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.016 Epoch 70 Batch 436/538 - Train Accuracy: 0.968, Validation Accuracy: 0.971, Loss: 0.018 Epoch 70 Batch 437/538 - Train Accuracy: 0.983, Validation Accuracy: 0.972, Loss: 0.013 Epoch 70 Batch 438/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.011 Epoch 70 Batch 439/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.018 Epoch 70 Batch 440/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.015 Epoch 70 Batch 441/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.018 Epoch 70 Batch 442/538 - Train Accuracy: 0.969, Validation Accuracy: 0.971, Loss: 0.018 Epoch 70 Batch 443/538 - Train Accuracy: 0.970, Validation Accuracy: 0.971, Loss: 0.018 Epoch 70 Batch 444/538 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.013 Epoch 70 Batch 445/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.012 Epoch 70 Batch 446/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.013 Epoch 70 Batch 447/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.017 Epoch 70 Batch 448/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.015 Epoch 70 Batch 449/538 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.019 Epoch 70 Batch 450/538 - Train Accuracy: 0.968, Validation Accuracy: 0.971, Loss: 0.029 Epoch 70 Batch 451/538 - Train Accuracy: 0.967, Validation Accuracy: 0.971, Loss: 0.012 Epoch 70 Batch 452/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.015 Epoch 70 Batch 453/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.018 Epoch 70 Batch 454/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.020 Epoch 70 Batch 455/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.016 Epoch 70 Batch 456/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.029 Epoch 70 Batch 457/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.014 Epoch 70 Batch 458/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.015 Epoch 70 Batch 459/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.013 Epoch 70 Batch 460/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.016 Epoch 70 Batch 461/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.014 Epoch 70 Batch 462/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.018 Epoch 70 Batch 463/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.020 Epoch 70 Batch 464/538 - Train Accuracy: 0.985, Validation Accuracy: 0.975, Loss: 0.017 Epoch 70 Batch 465/538 - Train Accuracy: 0.975, Validation Accuracy: 0.975, Loss: 0.015 Epoch 70 Batch 466/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.014 Epoch 70 Batch 467/538 - Train Accuracy: 0.977, Validation Accuracy: 0.976, Loss: 0.019 Epoch 70 Batch 468/538 - Train Accuracy: 0.978, Validation Accuracy: 0.976, Loss: 0.023 Epoch 70 Batch 469/538 - Train Accuracy: 0.973, Validation Accuracy: 0.976, Loss: 0.017 Epoch 70 Batch 470/538 - Train Accuracy: 0.969, Validation Accuracy: 0.975, Loss: 0.016 Epoch 70 Batch 471/538 - Train Accuracy: 0.983, Validation Accuracy: 0.975, Loss: 0.012 Epoch 70 Batch 472/538 - Train Accuracy: 0.983, Validation Accuracy: 0.974, Loss: 0.011 Epoch 70 Batch 473/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.013 Epoch 70 Batch 474/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.012 Epoch 70 Batch 475/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.018 Epoch 70 Batch 476/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.016 Epoch 70 Batch 477/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.021 Epoch 70 Batch 478/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.012 Epoch 70 Batch 479/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.017 Epoch 70 Batch 480/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.017 Epoch 70 Batch 481/538 - Train Accuracy: 0.984, Validation Accuracy: 0.973, Loss: 0.018 Epoch 70 Batch 482/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.013 Epoch 70 Batch 483/538 - Train Accuracy: 0.967, Validation Accuracy: 0.965, Loss: 0.024 Epoch 70 Batch 484/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.023 Epoch 70 Batch 485/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.027 Epoch 70 Batch 486/538 - Train Accuracy: 0.979, Validation Accuracy: 0.963, Loss: 0.013 Epoch 70 Batch 487/538 - Train Accuracy: 0.984, Validation Accuracy: 0.966, Loss: 0.012 Epoch 70 Batch 488/538 - Train Accuracy: 0.987, Validation Accuracy: 0.967, Loss: 0.018 Epoch 70 Batch 489/538 - Train Accuracy: 0.969, Validation Accuracy: 0.971, Loss: 0.017 Epoch 70 Batch 490/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.014 Epoch 70 Batch 491/538 - Train Accuracy: 0.969, Validation Accuracy: 0.971, Loss: 0.021 Epoch 70 Batch 492/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.015 Epoch 70 Batch 493/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.022 Epoch 70 Batch 494/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.024 Epoch 70 Batch 495/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.017 Epoch 70 Batch 496/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.019 Epoch 70 Batch 497/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.016 Epoch 70 Batch 498/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.018 Epoch 70 Batch 499/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.019 Epoch 70 Batch 500/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.010 Epoch 70 Batch 501/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.020 Epoch 70 Batch 502/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.013 Epoch 70 Batch 503/538 - Train Accuracy: 0.983, Validation Accuracy: 0.971, Loss: 0.016 Epoch 70 Batch 504/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.013 Epoch 70 Batch 505/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.013 Epoch 70 Batch 506/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.015 Epoch 70 Batch 507/538 - Train Accuracy: 0.974, Validation Accuracy: 0.974, Loss: 0.018 Epoch 70 Batch 508/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.014 Epoch 70 Batch 509/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.020 Epoch 70 Batch 510/538 - Train Accuracy: 0.974, Validation Accuracy: 0.974, Loss: 0.016 Epoch 70 Batch 511/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.024 Epoch 70 Batch 512/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.018 Epoch 70 Batch 513/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.014 Epoch 70 Batch 514/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.016 Epoch 70 Batch 515/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.021 Epoch 70 Batch 516/538 - Train Accuracy: 0.975, Validation Accuracy: 0.975, Loss: 0.019 Epoch 70 Batch 517/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.018 Epoch 70 Batch 518/538 - Train Accuracy: 0.968, Validation Accuracy: 0.972, Loss: 0.020 Epoch 70 Batch 519/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.016 Epoch 70 Batch 520/538 - Train Accuracy: 0.970, Validation Accuracy: 0.971, Loss: 0.024 Epoch 70 Batch 521/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.020 Epoch 70 Batch 522/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.018 Epoch 70 Batch 523/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.018 Epoch 70 Batch 524/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.013 Epoch 70 Batch 525/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.023 Epoch 70 Batch 526/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.019 Epoch 70 Batch 527/538 - Train Accuracy: 0.984, Validation Accuracy: 0.971, Loss: 0.012 Epoch 70 Batch 528/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.015 Epoch 70 Batch 529/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.019 Epoch 70 Batch 530/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.019 Epoch 70 Batch 531/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.018 Epoch 70 Batch 532/538 - Train Accuracy: 0.961, Validation Accuracy: 0.969, Loss: 0.017 Epoch 70 Batch 533/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.015 Epoch 70 Batch 534/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.011 Epoch 70 Batch 535/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.019 Epoch 70 Batch 536/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.024 Epoch 71 Batch 0/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.016 Epoch 71 Batch 1/538 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.017 Epoch 71 Batch 2/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.021 Epoch 71 Batch 3/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.013 Epoch 71 Batch 4/538 - Train Accuracy: 0.982, Validation Accuracy: 0.971, Loss: 0.020 Epoch 71 Batch 5/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.020 Epoch 71 Batch 6/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.018 Epoch 71 Batch 7/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.017 Epoch 71 Batch 8/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.017 Epoch 71 Batch 9/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.017 Epoch 71 Batch 10/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.017 Epoch 71 Batch 11/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.020 Epoch 71 Batch 12/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.018 Epoch 71 Batch 13/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.014 Epoch 71 Batch 14/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.013 Epoch 71 Batch 15/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.026 Epoch 71 Batch 16/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.020 Epoch 71 Batch 17/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.017 Epoch 71 Batch 18/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.026 Epoch 71 Batch 19/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.022 Epoch 71 Batch 20/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.021 Epoch 71 Batch 21/538 - Train Accuracy: 0.983, Validation Accuracy: 0.969, Loss: 0.011 Epoch 71 Batch 22/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.017 Epoch 71 Batch 23/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.026 Epoch 71 Batch 24/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.022 Epoch 71 Batch 25/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.017 Epoch 71 Batch 26/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.019 Epoch 71 Batch 27/538 - Train Accuracy: 0.980, Validation Accuracy: 0.968, Loss: 0.015 Epoch 71 Batch 28/538 - Train Accuracy: 0.980, Validation Accuracy: 0.968, Loss: 0.020 Epoch 71 Batch 29/538 - Train Accuracy: 0.980, Validation Accuracy: 0.968, Loss: 0.010 Epoch 71 Batch 30/538 - Train Accuracy: 0.967, Validation Accuracy: 0.968, Loss: 0.015 Epoch 71 Batch 31/538 - Train Accuracy: 0.983, Validation Accuracy: 0.967, Loss: 0.012 Epoch 71 Batch 32/538 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.013 Epoch 71 Batch 33/538 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.020 Epoch 71 Batch 34/538 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.026 Epoch 71 Batch 35/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.017 Epoch 71 Batch 36/538 - Train Accuracy: 0.979, Validation Accuracy: 0.964, Loss: 0.014 Epoch 71 Batch 37/538 - Train Accuracy: 0.972, Validation Accuracy: 0.961, Loss: 0.019 Epoch 71 Batch 38/538 - Train Accuracy: 0.971, Validation Accuracy: 0.961, Loss: 0.016 Epoch 71 Batch 39/538 - Train Accuracy: 0.975, Validation Accuracy: 0.962, Loss: 0.014 Epoch 71 Batch 40/538 - Train Accuracy: 0.980, Validation Accuracy: 0.964, Loss: 0.013 Epoch 71 Batch 41/538 - Train Accuracy: 0.979, Validation Accuracy: 0.966, Loss: 0.015 Epoch 71 Batch 42/538 - Train Accuracy: 0.985, Validation Accuracy: 0.966, Loss: 0.014 Epoch 71 Batch 43/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.022 Epoch 71 Batch 44/538 - Train Accuracy: 0.982, Validation Accuracy: 0.973, Loss: 0.014 Epoch 71 Batch 45/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.019 Epoch 71 Batch 46/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.014 Epoch 71 Batch 47/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.016 Epoch 71 Batch 48/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.022 Epoch 71 Batch 49/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.015 Epoch 71 Batch 50/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.013 Epoch 71 Batch 51/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.018 Epoch 71 Batch 52/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.020 Epoch 71 Batch 53/538 - Train Accuracy: 0.965, Validation Accuracy: 0.969, Loss: 0.019 Epoch 71 Batch 54/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.014 Epoch 71 Batch 55/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.013 Epoch 71 Batch 56/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.021 Epoch 71 Batch 57/538 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.019 Epoch 71 Batch 58/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.013 Epoch 71 Batch 59/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.021 Epoch 71 Batch 60/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.018 Epoch 71 Batch 61/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.013 Epoch 71 Batch 62/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.025 Epoch 71 Batch 63/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.013 Epoch 71 Batch 64/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.018 Epoch 71 Batch 65/538 - Train Accuracy: 0.967, Validation Accuracy: 0.972, Loss: 0.024 Epoch 71 Batch 66/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.013 Epoch 71 Batch 67/538 - Train Accuracy: 0.985, Validation Accuracy: 0.973, Loss: 0.016 Epoch 71 Batch 68/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.018 Epoch 71 Batch 69/538 - Train Accuracy: 0.975, Validation Accuracy: 0.975, Loss: 0.016 Epoch 71 Batch 70/538 - Train Accuracy: 0.970, Validation Accuracy: 0.976, Loss: 0.016 Epoch 71 Batch 71/538 - Train Accuracy: 0.982, Validation Accuracy: 0.975, Loss: 0.024 Epoch 71 Batch 72/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.038 Epoch 71 Batch 73/538 - Train Accuracy: 0.971, Validation Accuracy: 0.975, Loss: 0.017 Epoch 71 Batch 74/538 - Train Accuracy: 0.981, Validation Accuracy: 0.973, Loss: 0.017 Epoch 71 Batch 75/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.017 Epoch 71 Batch 76/538 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.018 Epoch 71 Batch 77/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.013 Epoch 71 Batch 78/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.020 Epoch 71 Batch 79/538 - Train Accuracy: 0.980, Validation Accuracy: 0.968, Loss: 0.013 Epoch 71 Batch 80/538 - Train Accuracy: 0.984, Validation Accuracy: 0.968, Loss: 0.015 Epoch 71 Batch 81/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.017 Epoch 71 Batch 82/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.014 Epoch 71 Batch 83/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.020 Epoch 71 Batch 84/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.014 Epoch 71 Batch 85/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.012 Epoch 71 Batch 86/538 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.014 Epoch 71 Batch 87/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.016 Epoch 71 Batch 88/538 - Train Accuracy: 0.983, Validation Accuracy: 0.969, Loss: 0.013 Epoch 71 Batch 89/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.020 Epoch 71 Batch 90/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.018 Epoch 71 Batch 91/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.018 Epoch 71 Batch 92/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.017 Epoch 71 Batch 93/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.015 Epoch 71 Batch 94/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.014 Epoch 71 Batch 95/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.013 Epoch 71 Batch 96/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.014 Epoch 71 Batch 97/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.016 Epoch 71 Batch 98/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.021 Epoch 71 Batch 99/538 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.014 Epoch 71 Batch 100/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.013 Epoch 71 Batch 101/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.020 Epoch 71 Batch 102/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.020 Epoch 71 Batch 103/538 - Train Accuracy: 0.970, Validation Accuracy: 0.974, Loss: 0.015 Epoch 71 Batch 104/538 - Train Accuracy: 0.984, Validation Accuracy: 0.974, Loss: 0.011 Epoch 71 Batch 105/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.013 Epoch 71 Batch 106/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.011 Epoch 71 Batch 107/538 - Train Accuracy: 0.977, Validation Accuracy: 0.977, Loss: 0.015 Epoch 71 Batch 108/538 - Train Accuracy: 0.975, Validation Accuracy: 0.978, Loss: 0.017 Epoch 71 Batch 109/538 - Train Accuracy: 0.985, Validation Accuracy: 0.978, Loss: 0.016 Epoch 71 Batch 110/538 - Train Accuracy: 0.977, Validation Accuracy: 0.976, Loss: 0.018 Epoch 71 Batch 111/538 - Train Accuracy: 0.970, Validation Accuracy: 0.974, Loss: 0.020 Epoch 71 Batch 112/538 - Train Accuracy: 0.973, Validation Accuracy: 0.975, Loss: 0.020 Epoch 71 Batch 113/538 - Train Accuracy: 0.970, Validation Accuracy: 0.973, Loss: 0.018 Epoch 71 Batch 114/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.015 Epoch 71 Batch 115/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.017 Epoch 71 Batch 116/538 - Train Accuracy: 0.970, Validation Accuracy: 0.973, Loss: 0.022 Epoch 71 Batch 117/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.015 Epoch 71 Batch 118/538 - Train Accuracy: 0.975, Validation Accuracy: 0.975, Loss: 0.016 Epoch 71 Batch 119/538 - Train Accuracy: 0.982, Validation Accuracy: 0.978, Loss: 0.013 Epoch 71 Batch 120/538 - Train Accuracy: 0.973, Validation Accuracy: 0.976, Loss: 0.012 Epoch 71 Batch 121/538 - Train Accuracy: 0.975, Validation Accuracy: 0.976, Loss: 0.017 Epoch 71 Batch 122/538 - Train Accuracy: 0.969, Validation Accuracy: 0.976, Loss: 0.016 Epoch 71 Batch 123/538 - Train Accuracy: 0.980, Validation Accuracy: 0.976, Loss: 0.016 Epoch 71 Batch 124/538 - Train Accuracy: 0.974, Validation Accuracy: 0.978, Loss: 0.019 Epoch 71 Batch 125/538 - Train Accuracy: 0.975, Validation Accuracy: 0.977, Loss: 0.023 Epoch 71 Batch 126/538 - Train Accuracy: 0.968, Validation Accuracy: 0.975, Loss: 0.021 Epoch 71 Batch 127/538 - Train Accuracy: 0.968, Validation Accuracy: 0.975, Loss: 0.020 Epoch 71 Batch 128/538 - Train Accuracy: 0.975, Validation Accuracy: 0.975, Loss: 0.014 Epoch 71 Batch 129/538 - Train Accuracy: 0.981, Validation Accuracy: 0.975, Loss: 0.011 Epoch 71 Batch 130/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.014 Epoch 71 Batch 131/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.019 Epoch 71 Batch 132/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.021 Epoch 71 Batch 133/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.015 Epoch 71 Batch 134/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.017 Epoch 71 Batch 135/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.025 Epoch 71 Batch 136/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.013 Epoch 71 Batch 137/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.016 Epoch 71 Batch 138/538 - Train Accuracy: 0.967, Validation Accuracy: 0.973, Loss: 0.012 Epoch 71 Batch 139/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.019 Epoch 71 Batch 140/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.021 Epoch 71 Batch 141/538 - Train Accuracy: 0.977, Validation Accuracy: 0.977, Loss: 0.023 Epoch 71 Batch 142/538 - Train Accuracy: 0.980, Validation Accuracy: 0.977, Loss: 0.019 Epoch 71 Batch 143/538 - Train Accuracy: 0.971, Validation Accuracy: 0.977, Loss: 0.024 Epoch 71 Batch 144/538 - Train Accuracy: 0.982, Validation Accuracy: 0.977, Loss: 0.025 Epoch 71 Batch 145/538 - Train Accuracy: 0.970, Validation Accuracy: 0.977, Loss: 0.025 Epoch 71 Batch 146/538 - Train Accuracy: 0.975, Validation Accuracy: 0.977, Loss: 0.018 Epoch 71 Batch 147/538 - Train Accuracy: 0.980, Validation Accuracy: 0.977, Loss: 0.017 Epoch 71 Batch 148/538 - Train Accuracy: 0.968, Validation Accuracy: 0.977, Loss: 0.019 Epoch 71 Batch 149/538 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.015 Epoch 71 Batch 150/538 - Train Accuracy: 0.973, Validation Accuracy: 0.975, Loss: 0.013 Epoch 71 Batch 151/538 - Train Accuracy: 0.968, Validation Accuracy: 0.975, Loss: 0.020 Epoch 71 Batch 152/538 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.023 Epoch 71 Batch 153/538 - Train Accuracy: 0.975, Validation Accuracy: 0.975, Loss: 0.017 Epoch 71 Batch 154/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.017 Epoch 71 Batch 155/538 - Train Accuracy: 0.981, Validation Accuracy: 0.966, Loss: 0.014 Epoch 71 Batch 156/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.022 Epoch 71 Batch 157/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.014 Epoch 71 Batch 158/538 - Train Accuracy: 0.982, Validation Accuracy: 0.966, Loss: 0.020 Epoch 71 Batch 159/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.020 Epoch 71 Batch 160/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.013 Epoch 71 Batch 161/538 - Train Accuracy: 0.974, Validation Accuracy: 0.975, Loss: 0.018 Epoch 71 Batch 162/538 - Train Accuracy: 0.985, Validation Accuracy: 0.975, Loss: 0.017 Epoch 71 Batch 163/538 - Train Accuracy: 0.974, Validation Accuracy: 0.975, Loss: 0.023 Epoch 71 Batch 164/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.023 Epoch 71 Batch 165/538 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.016 Epoch 71 Batch 166/538 - Train Accuracy: 0.982, Validation Accuracy: 0.973, Loss: 0.012 Epoch 71 Batch 167/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.025 Epoch 71 Batch 168/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.021 Epoch 71 Batch 169/538 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.018 Epoch 71 Batch 170/538 - Train Accuracy: 0.967, Validation Accuracy: 0.971, Loss: 0.017 Epoch 71 Batch 171/538 - Train Accuracy: 0.969, Validation Accuracy: 0.971, Loss: 0.020 Epoch 71 Batch 172/538 - Train Accuracy: 0.982, Validation Accuracy: 0.971, Loss: 0.015 Epoch 71 Batch 173/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.013 Epoch 71 Batch 174/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.015 Epoch 71 Batch 175/538 - Train Accuracy: 0.983, Validation Accuracy: 0.969, Loss: 0.009 Epoch 71 Batch 176/538 - Train Accuracy: 0.980, Validation Accuracy: 0.966, Loss: 0.017 Epoch 71 Batch 177/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.017 Epoch 71 Batch 178/538 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.014 Epoch 71 Batch 179/538 - Train Accuracy: 0.979, Validation Accuracy: 0.966, Loss: 0.017 Epoch 71 Batch 180/538 - Train Accuracy: 0.976, Validation Accuracy: 0.965, Loss: 0.022 Epoch 71 Batch 181/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.021 Epoch 71 Batch 182/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.014 Epoch 71 Batch 183/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.018 Epoch 71 Batch 184/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.012 Epoch 71 Batch 185/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.012 Epoch 71 Batch 186/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.018 Epoch 71 Batch 187/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.015 Epoch 71 Batch 188/538 - Train Accuracy: 0.964, Validation Accuracy: 0.970, Loss: 0.014 Epoch 71 Batch 189/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.021 Epoch 71 Batch 190/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.022 Epoch 71 Batch 191/538 - Train Accuracy: 0.982, Validation Accuracy: 0.970, Loss: 0.014 Epoch 71 Batch 192/538 - Train Accuracy: 0.981, Validation Accuracy: 0.965, Loss: 0.016 Epoch 71 Batch 193/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.018 Epoch 71 Batch 194/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.024 Epoch 71 Batch 195/538 - Train Accuracy: 0.980, Validation Accuracy: 0.963, Loss: 0.026 Epoch 71 Batch 196/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.019 Epoch 71 Batch 197/538 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.023 Epoch 71 Batch 198/538 - Train Accuracy: 0.978, Validation Accuracy: 0.963, Loss: 0.015 Epoch 71 Batch 199/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.020 Epoch 71 Batch 200/538 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.016 Epoch 71 Batch 201/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.023 Epoch 71 Batch 202/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.016 Epoch 71 Batch 203/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.016 Epoch 71 Batch 204/538 - Train Accuracy: 0.968, Validation Accuracy: 0.972, Loss: 0.028 Epoch 71 Batch 205/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.019 Epoch 71 Batch 206/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.016 Epoch 71 Batch 207/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.024 Epoch 71 Batch 208/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.023 Epoch 71 Batch 209/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.017 Epoch 71 Batch 210/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.026 Epoch 71 Batch 211/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.020 Epoch 71 Batch 212/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.015 Epoch 71 Batch 213/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.017 Epoch 71 Batch 214/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.015 Epoch 71 Batch 215/538 - Train Accuracy: 0.964, Validation Accuracy: 0.969, Loss: 0.018 Epoch 71 Batch 216/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.016 Epoch 71 Batch 217/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.021 Epoch 71 Batch 218/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.013 Epoch 71 Batch 219/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.017 Epoch 71 Batch 220/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.020 Epoch 71 Batch 221/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.017 Epoch 71 Batch 222/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.015 Epoch 71 Batch 223/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.015 Epoch 71 Batch 224/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.020 Epoch 71 Batch 225/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.018 Epoch 71 Batch 226/538 - Train Accuracy: 0.967, Validation Accuracy: 0.970, Loss: 0.016 Epoch 71 Batch 227/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.020 Epoch 71 Batch 228/538 - Train Accuracy: 0.962, Validation Accuracy: 0.975, Loss: 0.017 Epoch 71 Batch 229/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.023 Epoch 71 Batch 230/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.019 Epoch 71 Batch 231/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.022 Epoch 71 Batch 232/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.022 Epoch 71 Batch 233/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.016 Epoch 71 Batch 234/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.012 Epoch 71 Batch 235/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.013 Epoch 71 Batch 236/538 - Train Accuracy: 0.979, Validation Accuracy: 0.963, Loss: 0.014 Epoch 71 Batch 237/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.013 Epoch 71 Batch 238/538 - Train Accuracy: 0.975, Validation Accuracy: 0.961, Loss: 0.019 Epoch 71 Batch 239/538 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.017 Epoch 71 Batch 240/538 - Train Accuracy: 0.982, Validation Accuracy: 0.968, Loss: 0.018 Epoch 71 Batch 241/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.022 Epoch 71 Batch 242/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.015 Epoch 71 Batch 243/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.017 Epoch 71 Batch 244/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.016 Epoch 71 Batch 245/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.024 Epoch 71 Batch 246/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.015 Epoch 71 Batch 247/538 - Train Accuracy: 0.966, Validation Accuracy: 0.971, Loss: 0.018 Epoch 71 Batch 248/538 - Train Accuracy: 0.974, Validation Accuracy: 0.974, Loss: 0.016 Epoch 71 Batch 249/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.011 Epoch 71 Batch 250/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.015 Epoch 71 Batch 251/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.012 Epoch 71 Batch 252/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.015 Epoch 71 Batch 253/538 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.013 Epoch 71 Batch 254/538 - Train Accuracy: 0.967, Validation Accuracy: 0.967, Loss: 0.026 Epoch 71 Batch 255/538 - Train Accuracy: 0.987, Validation Accuracy: 0.967, Loss: 0.015 Epoch 71 Batch 256/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.018 Epoch 71 Batch 257/538 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.017 Epoch 71 Batch 258/538 - Train Accuracy: 0.986, Validation Accuracy: 0.969, Loss: 0.018 Epoch 71 Batch 259/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.014 Epoch 71 Batch 260/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.016 Epoch 71 Batch 261/538 - Train Accuracy: 0.966, Validation Accuracy: 0.968, Loss: 0.020 Epoch 71 Batch 262/538 - Train Accuracy: 0.980, Validation Accuracy: 0.967, Loss: 0.018 Epoch 71 Batch 263/538 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.019 Epoch 71 Batch 264/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.021 Epoch 71 Batch 265/538 - Train Accuracy: 0.963, Validation Accuracy: 0.974, Loss: 0.020 Epoch 71 Batch 266/538 - Train Accuracy: 0.972, Validation Accuracy: 0.976, Loss: 0.014 Epoch 71 Batch 267/538 - Train Accuracy: 0.971, Validation Accuracy: 0.978, Loss: 0.015 Epoch 71 Batch 268/538 - Train Accuracy: 0.975, Validation Accuracy: 0.978, Loss: 0.011 Epoch 71 Batch 269/538 - Train Accuracy: 0.978, Validation Accuracy: 0.978, Loss: 0.012 Epoch 71 Batch 270/538 - Train Accuracy: 0.974, Validation Accuracy: 0.977, Loss: 0.013 Epoch 71 Batch 271/538 - Train Accuracy: 0.980, Validation Accuracy: 0.977, Loss: 0.013 Epoch 71 Batch 272/538 - Train Accuracy: 0.979, Validation Accuracy: 0.977, Loss: 0.017 Epoch 71 Batch 273/538 - Train Accuracy: 0.977, Validation Accuracy: 0.977, Loss: 0.016 Epoch 71 Batch 274/538 - Train Accuracy: 0.965, Validation Accuracy: 0.976, Loss: 0.017 Epoch 71 Batch 275/538 - Train Accuracy: 0.971, Validation Accuracy: 0.976, Loss: 0.021 Epoch 71 Batch 276/538 - Train Accuracy: 0.962, Validation Accuracy: 0.971, Loss: 0.021 Epoch 71 Batch 277/538 - Train Accuracy: 0.969, Validation Accuracy: 0.971, Loss: 0.019 Epoch 71 Batch 278/538 - Train Accuracy: 0.968, Validation Accuracy: 0.971, Loss: 0.016 Epoch 71 Batch 279/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.017 Epoch 71 Batch 280/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.011 Epoch 71 Batch 281/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.023 Epoch 71 Batch 282/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.019 Epoch 71 Batch 283/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.021 Epoch 71 Batch 284/538 - Train Accuracy: 0.963, Validation Accuracy: 0.965, Loss: 0.025 Epoch 71 Batch 285/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.017 Epoch 71 Batch 286/538 - Train Accuracy: 0.965, Validation Accuracy: 0.960, Loss: 0.021 Epoch 71 Batch 287/538 - Train Accuracy: 0.972, Validation Accuracy: 0.962, Loss: 0.011 Epoch 71 Batch 288/538 - Train Accuracy: 0.962, Validation Accuracy: 0.964, Loss: 0.020 Epoch 71 Batch 289/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.012 Epoch 71 Batch 290/538 - Train Accuracy: 0.978, Validation Accuracy: 0.967, Loss: 0.011 Epoch 71 Batch 291/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.018 Epoch 71 Batch 292/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.011 Epoch 71 Batch 293/538 - Train Accuracy: 0.962, Validation Accuracy: 0.968, Loss: 0.015 Epoch 71 Batch 294/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.015 Epoch 71 Batch 295/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.015 Epoch 71 Batch 296/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.030 Epoch 71 Batch 297/538 - Train Accuracy: 0.983, Validation Accuracy: 0.975, Loss: 0.016 Epoch 71 Batch 298/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.017 Epoch 71 Batch 299/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.021 Epoch 71 Batch 300/538 - Train Accuracy: 0.981, Validation Accuracy: 0.974, Loss: 0.015 Epoch 71 Batch 301/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.018 Epoch 71 Batch 302/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.017 Epoch 71 Batch 303/538 - Train Accuracy: 0.981, Validation Accuracy: 0.966, Loss: 0.014 Epoch 71 Batch 304/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.024 Epoch 71 Batch 305/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.016 Epoch 71 Batch 306/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.023 Epoch 71 Batch 307/538 - Train Accuracy: 0.983, Validation Accuracy: 0.968, Loss: 0.015 Epoch 71 Batch 308/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.016 Epoch 71 Batch 309/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.017 Epoch 71 Batch 310/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.021 Epoch 71 Batch 311/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.019 Epoch 71 Batch 312/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.016 Epoch 71 Batch 313/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.019 Epoch 71 Batch 314/538 - Train Accuracy: 0.982, Validation Accuracy: 0.974, Loss: 0.019 Epoch 71 Batch 315/538 - Train Accuracy: 0.981, Validation Accuracy: 0.974, Loss: 0.018 Epoch 71 Batch 316/538 - Train Accuracy: 0.970, Validation Accuracy: 0.974, Loss: 0.011 Epoch 71 Batch 317/538 - Train Accuracy: 0.982, Validation Accuracy: 0.974, Loss: 0.017 Epoch 71 Batch 318/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.016 Epoch 71 Batch 319/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.016 Epoch 71 Batch 320/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.018 Epoch 71 Batch 321/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.021 Epoch 71 Batch 322/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.016 Epoch 71 Batch 323/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.017 Epoch 71 Batch 324/538 - Train Accuracy: 0.984, Validation Accuracy: 0.967, Loss: 0.016 Epoch 71 Batch 325/538 - Train Accuracy: 0.982, Validation Accuracy: 0.966, Loss: 0.016 Epoch 71 Batch 326/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.017 Epoch 71 Batch 327/538 - Train Accuracy: 0.976, Validation Accuracy: 0.964, Loss: 0.018 Epoch 71 Batch 328/538 - Train Accuracy: 0.983, Validation Accuracy: 0.967, Loss: 0.013 Epoch 71 Batch 329/538 - Train Accuracy: 0.983, Validation Accuracy: 0.969, Loss: 0.015 Epoch 71 Batch 330/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.015 Epoch 71 Batch 331/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.016 Epoch 71 Batch 332/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.017 Epoch 71 Batch 333/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.017 Epoch 71 Batch 334/538 - Train Accuracy: 0.983, Validation Accuracy: 0.970, Loss: 0.012 Epoch 71 Batch 335/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.016 Epoch 71 Batch 336/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.017 Epoch 71 Batch 337/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.019 Epoch 71 Batch 338/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.016 Epoch 71 Batch 339/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.016 Epoch 71 Batch 340/538 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.018 Epoch 71 Batch 341/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.014 Epoch 71 Batch 342/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.014 Epoch 71 Batch 343/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.021 Epoch 71 Batch 344/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.013 Epoch 71 Batch 345/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.016 Epoch 71 Batch 346/538 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.020 Epoch 71 Batch 347/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.016 Epoch 71 Batch 348/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.021 Epoch 71 Batch 349/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.014 Epoch 71 Batch 350/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.024 Epoch 71 Batch 351/538 - Train Accuracy: 0.964, Validation Accuracy: 0.972, Loss: 0.025 Epoch 71 Batch 352/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.027 Epoch 71 Batch 353/538 - Train Accuracy: 0.981, Validation Accuracy: 0.974, Loss: 0.016 Epoch 71 Batch 354/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.018 Epoch 71 Batch 355/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.017 Epoch 71 Batch 356/538 - Train Accuracy: 0.981, Validation Accuracy: 0.973, Loss: 0.014 Epoch 71 Batch 357/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.019 Epoch 71 Batch 358/538 - Train Accuracy: 0.982, Validation Accuracy: 0.970, Loss: 0.010 Epoch 71 Batch 359/538 - Train Accuracy: 0.985, Validation Accuracy: 0.970, Loss: 0.017 Epoch 71 Batch 360/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.014 Epoch 71 Batch 361/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.020 Epoch 71 Batch 362/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.013 Epoch 71 Batch 363/538 - Train Accuracy: 0.978, Validation Accuracy: 0.975, Loss: 0.017 Epoch 71 Batch 364/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.026 Epoch 71 Batch 365/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.017 Epoch 71 Batch 366/538 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.013 Epoch 71 Batch 367/538 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.013 Epoch 71 Batch 368/538 - Train Accuracy: 0.979, Validation Accuracy: 0.965, Loss: 0.017 Epoch 71 Batch 369/538 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.011 Epoch 71 Batch 370/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.018 Epoch 71 Batch 371/538 - Train Accuracy: 0.981, Validation Accuracy: 0.963, Loss: 0.022 Epoch 71 Batch 372/538 - Train Accuracy: 0.976, Validation Accuracy: 0.963, Loss: 0.019 Epoch 71 Batch 373/538 - Train Accuracy: 0.973, Validation Accuracy: 0.963, Loss: 0.016 Epoch 71 Batch 374/538 - Train Accuracy: 0.978, Validation Accuracy: 0.965, Loss: 0.016 Epoch 71 Batch 375/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.014 Epoch 71 Batch 376/538 - Train Accuracy: 0.984, Validation Accuracy: 0.970, Loss: 0.016 Epoch 71 Batch 377/538 - Train Accuracy: 0.983, Validation Accuracy: 0.970, Loss: 0.014 Epoch 71 Batch 378/538 - Train Accuracy: 0.985, Validation Accuracy: 0.970, Loss: 0.010 Epoch 71 Batch 379/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.017 Epoch 71 Batch 380/538 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.014 Epoch 71 Batch 381/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.016 Epoch 71 Batch 382/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.023 Epoch 71 Batch 383/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.016 Epoch 71 Batch 384/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.014 Epoch 71 Batch 385/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.023 Epoch 71 Batch 386/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.018 Epoch 71 Batch 387/538 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.016 Epoch 71 Batch 388/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.015 Epoch 71 Batch 389/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.017 Epoch 71 Batch 390/538 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.015 Epoch 71 Batch 391/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.017 Epoch 71 Batch 392/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.014 Epoch 71 Batch 393/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.016 Epoch 71 Batch 394/538 - Train Accuracy: 0.967, Validation Accuracy: 0.965, Loss: 0.017 Epoch 71 Batch 395/538 - Train Accuracy: 0.975, Validation Accuracy: 0.965, Loss: 0.018 Epoch 71 Batch 396/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.015 Epoch 71 Batch 397/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.017 Epoch 71 Batch 398/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.016 Epoch 71 Batch 399/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.018 Epoch 71 Batch 400/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.016 Epoch 71 Batch 401/538 - Train Accuracy: 0.983, Validation Accuracy: 0.970, Loss: 0.017 Epoch 71 Batch 402/538 - Train Accuracy: 0.987, Validation Accuracy: 0.970, Loss: 0.012 Epoch 71 Batch 403/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.018 Epoch 71 Batch 404/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.025 Epoch 71 Batch 405/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.015 Epoch 71 Batch 406/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.017 Epoch 71 Batch 407/538 - Train Accuracy: 0.983, Validation Accuracy: 0.970, Loss: 0.017 Epoch 71 Batch 408/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.021 Epoch 71 Batch 409/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.013 Epoch 71 Batch 410/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.013 Epoch 71 Batch 411/538 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.019 Epoch 71 Batch 412/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.014 Epoch 71 Batch 413/538 - Train Accuracy: 0.982, Validation Accuracy: 0.970, Loss: 0.019 Epoch 71 Batch 414/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.022 Epoch 71 Batch 415/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.017 Epoch 71 Batch 416/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.016 Epoch 71 Batch 417/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.012 Epoch 71 Batch 418/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.022 Epoch 71 Batch 419/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.014 Epoch 71 Batch 420/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.018 Epoch 71 Batch 421/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.013 Epoch 71 Batch 422/538 - Train Accuracy: 0.985, Validation Accuracy: 0.969, Loss: 0.021 Epoch 71 Batch 423/538 - Train Accuracy: 0.984, Validation Accuracy: 0.969, Loss: 0.013 Epoch 71 Batch 424/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.018 Epoch 71 Batch 425/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.027 Epoch 71 Batch 426/538 - Train Accuracy: 0.986, Validation Accuracy: 0.972, Loss: 0.015 Epoch 71 Batch 427/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.016 Epoch 71 Batch 428/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.014 Epoch 71 Batch 429/538 - Train Accuracy: 0.987, Validation Accuracy: 0.972, Loss: 0.017 Epoch 71 Batch 430/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.015 Epoch 71 Batch 431/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.016 Epoch 71 Batch 432/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.021 Epoch 71 Batch 433/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.035 Epoch 71 Batch 434/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.014 Epoch 71 Batch 435/538 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.013 Epoch 71 Batch 436/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.018 Epoch 71 Batch 437/538 - Train Accuracy: 0.983, Validation Accuracy: 0.967, Loss: 0.016 Epoch 71 Batch 438/538 - Train Accuracy: 0.982, Validation Accuracy: 0.964, Loss: 0.013 Epoch 71 Batch 439/538 - Train Accuracy: 0.981, Validation Accuracy: 0.964, Loss: 0.016 Epoch 71 Batch 440/538 - Train Accuracy: 0.976, Validation Accuracy: 0.964, Loss: 0.018 Epoch 71 Batch 441/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.024 Epoch 71 Batch 442/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.019 Epoch 71 Batch 443/538 - Train Accuracy: 0.968, Validation Accuracy: 0.970, Loss: 0.017 Epoch 71 Batch 444/538 - Train Accuracy: 0.985, Validation Accuracy: 0.970, Loss: 0.012 Epoch 71 Batch 445/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.018 Epoch 71 Batch 446/538 - Train Accuracy: 0.982, Validation Accuracy: 0.970, Loss: 0.012 Epoch 71 Batch 447/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.013 Epoch 71 Batch 448/538 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.013 Epoch 71 Batch 449/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.020 Epoch 71 Batch 450/538 - Train Accuracy: 0.966, Validation Accuracy: 0.971, Loss: 0.024 Epoch 71 Batch 451/538 - Train Accuracy: 0.968, Validation Accuracy: 0.971, Loss: 0.014 Epoch 71 Batch 452/538 - Train Accuracy: 0.981, Validation Accuracy: 0.973, Loss: 0.013 Epoch 71 Batch 453/538 - Train Accuracy: 0.963, Validation Accuracy: 0.973, Loss: 0.021 Epoch 71 Batch 454/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.023 Epoch 71 Batch 455/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.018 Epoch 71 Batch 456/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.033 Epoch 71 Batch 457/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.014 Epoch 71 Batch 458/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.017 Epoch 71 Batch 459/538 - Train Accuracy: 0.983, Validation Accuracy: 0.974, Loss: 0.015 Epoch 71 Batch 460/538 - Train Accuracy: 0.974, Validation Accuracy: 0.974, Loss: 0.017 Epoch 71 Batch 461/538 - Train Accuracy: 0.974, Validation Accuracy: 0.974, Loss: 0.020 Epoch 71 Batch 462/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.017 Epoch 71 Batch 463/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.019 Epoch 71 Batch 464/538 - Train Accuracy: 0.982, Validation Accuracy: 0.973, Loss: 0.012 Epoch 71 Batch 465/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.017 Epoch 71 Batch 466/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.018 Epoch 71 Batch 467/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.022 Epoch 71 Batch 468/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.029 Epoch 71 Batch 469/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.023 Epoch 71 Batch 470/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.013 Epoch 71 Batch 471/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.013 Epoch 71 Batch 472/538 - Train Accuracy: 0.984, Validation Accuracy: 0.968, Loss: 0.012 Epoch 71 Batch 473/538 - Train Accuracy: 0.983, Validation Accuracy: 0.967, Loss: 0.017 Epoch 71 Batch 474/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.014 Epoch 71 Batch 475/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.016 Epoch 71 Batch 476/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.016 Epoch 71 Batch 477/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.020 Epoch 71 Batch 478/538 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.013 Epoch 71 Batch 479/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.013 Epoch 71 Batch 480/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.014 Epoch 71 Batch 481/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.019 Epoch 71 Batch 482/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.016 Epoch 71 Batch 483/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.015 Epoch 71 Batch 484/538 - Train Accuracy: 0.960, Validation Accuracy: 0.971, Loss: 0.021 Epoch 71 Batch 485/538 - Train Accuracy: 0.970, Validation Accuracy: 0.971, Loss: 0.025 Epoch 71 Batch 486/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.009 Epoch 71 Batch 487/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.014 Epoch 71 Batch 488/538 - Train Accuracy: 0.985, Validation Accuracy: 0.967, Loss: 0.014 Epoch 71 Batch 489/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.017 Epoch 71 Batch 490/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.016 Epoch 71 Batch 491/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.018 Epoch 71 Batch 492/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.014 Epoch 71 Batch 493/538 - Train Accuracy: 0.968, Validation Accuracy: 0.970, Loss: 0.020 Epoch 71 Batch 494/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.018 Epoch 71 Batch 495/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.018 Epoch 71 Batch 496/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.013 Epoch 71 Batch 497/538 - Train Accuracy: 0.982, Validation Accuracy: 0.974, Loss: 0.017 Epoch 71 Batch 498/538 - Train Accuracy: 0.973, Validation Accuracy: 0.975, Loss: 0.014 Epoch 71 Batch 499/538 - Train Accuracy: 0.976, Validation Accuracy: 0.975, Loss: 0.021 Epoch 71 Batch 500/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.012 Epoch 71 Batch 501/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.018 Epoch 71 Batch 502/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.012 Epoch 71 Batch 503/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.012 Epoch 71 Batch 504/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.010 Epoch 71 Batch 505/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.016 Epoch 71 Batch 506/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.015 Epoch 71 Batch 507/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.015 Epoch 71 Batch 508/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.016 Epoch 71 Batch 509/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.016 Epoch 71 Batch 510/538 - Train Accuracy: 0.978, Validation Accuracy: 0.975, Loss: 0.016 Epoch 71 Batch 511/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.022 Epoch 71 Batch 512/538 - Train Accuracy: 0.981, Validation Accuracy: 0.975, Loss: 0.016 Epoch 71 Batch 513/538 - Train Accuracy: 0.978, Validation Accuracy: 0.975, Loss: 0.014 Epoch 71 Batch 514/538 - Train Accuracy: 0.974, Validation Accuracy: 0.975, Loss: 0.012 Epoch 71 Batch 515/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.021 Epoch 71 Batch 516/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.016 Epoch 71 Batch 517/538 - Train Accuracy: 0.977, Validation Accuracy: 0.975, Loss: 0.022 Epoch 71 Batch 518/538 - Train Accuracy: 0.971, Validation Accuracy: 0.975, Loss: 0.022 Epoch 71 Batch 519/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.019 Epoch 71 Batch 520/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.024 Epoch 71 Batch 521/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.022 Epoch 71 Batch 522/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.017 Epoch 71 Batch 523/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.019 Epoch 71 Batch 524/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.011 Epoch 71 Batch 525/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.026 Epoch 71 Batch 526/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.014 Epoch 71 Batch 527/538 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.013 Epoch 71 Batch 528/538 - Train Accuracy: 0.967, Validation Accuracy: 0.970, Loss: 0.019 Epoch 71 Batch 529/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.015 Epoch 71 Batch 530/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.019 Epoch 71 Batch 531/538 - Train Accuracy: 0.984, Validation Accuracy: 0.970, Loss: 0.021 Epoch 71 Batch 532/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.018 Epoch 71 Batch 533/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.016 Epoch 71 Batch 534/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.012 Epoch 71 Batch 535/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.013 Epoch 71 Batch 536/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.016 Epoch 72 Batch 0/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.016 Epoch 72 Batch 1/538 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.018 Epoch 72 Batch 2/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.014 Epoch 72 Batch 3/538 - Train Accuracy: 0.968, Validation Accuracy: 0.971, Loss: 0.017 Epoch 72 Batch 4/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.022 Epoch 72 Batch 5/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.019 Epoch 72 Batch 6/538 - Train Accuracy: 0.982, Validation Accuracy: 0.971, Loss: 0.017 Epoch 72 Batch 7/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.017 Epoch 72 Batch 8/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.016 Epoch 72 Batch 9/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.019 Epoch 72 Batch 10/538 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.019 Epoch 72 Batch 11/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.019 Epoch 72 Batch 12/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.016 Epoch 72 Batch 13/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.015 Epoch 72 Batch 14/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.011 Epoch 72 Batch 15/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.022 Epoch 72 Batch 16/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.019 Epoch 72 Batch 17/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.022 Epoch 72 Batch 18/538 - Train Accuracy: 0.983, Validation Accuracy: 0.972, Loss: 0.017 Epoch 72 Batch 19/538 - Train Accuracy: 0.966, Validation Accuracy: 0.972, Loss: 0.013 Epoch 72 Batch 20/538 - Train Accuracy: 0.973, Validation Accuracy: 0.975, Loss: 0.019 Epoch 72 Batch 21/538 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.011 Epoch 72 Batch 22/538 - Train Accuracy: 0.969, Validation Accuracy: 0.976, Loss: 0.019 Epoch 72 Batch 23/538 - Train Accuracy: 0.971, Validation Accuracy: 0.977, Loss: 0.023 Epoch 72 Batch 24/538 - Train Accuracy: 0.970, Validation Accuracy: 0.977, Loss: 0.019 Epoch 72 Batch 25/538 - Train Accuracy: 0.971, Validation Accuracy: 0.977, Loss: 0.019 Epoch 72 Batch 26/538 - Train Accuracy: 0.971, Validation Accuracy: 0.978, Loss: 0.029 Epoch 72 Batch 27/538 - Train Accuracy: 0.984, Validation Accuracy: 0.975, Loss: 0.008 Epoch 72 Batch 28/538 - Train Accuracy: 0.980, Validation Accuracy: 0.975, Loss: 0.019 Epoch 72 Batch 29/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.010 Epoch 72 Batch 30/538 - Train Accuracy: 0.971, Validation Accuracy: 0.974, Loss: 0.014 Epoch 72 Batch 31/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.013 Epoch 72 Batch 32/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.015 Epoch 72 Batch 33/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.018 Epoch 72 Batch 34/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.022 Epoch 72 Batch 35/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.012 Epoch 72 Batch 36/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.019 Epoch 72 Batch 37/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.021 Epoch 72 Batch 38/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.015 Epoch 72 Batch 39/538 - Train Accuracy: 0.981, Validation Accuracy: 0.974, Loss: 0.016 Epoch 72 Batch 40/538 - Train Accuracy: 0.984, Validation Accuracy: 0.974, Loss: 0.013 Epoch 72 Batch 41/538 - Train Accuracy: 0.982, Validation Accuracy: 0.974, Loss: 0.015 Epoch 72 Batch 42/538 - Train Accuracy: 0.981, Validation Accuracy: 0.974, Loss: 0.016 Epoch 72 Batch 43/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.020 Epoch 72 Batch 44/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.013 Epoch 72 Batch 45/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.016 Epoch 72 Batch 46/538 - Train Accuracy: 0.981, Validation Accuracy: 0.974, Loss: 0.013 Epoch 72 Batch 47/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.018 Epoch 72 Batch 48/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.014 Epoch 72 Batch 49/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.020 Epoch 72 Batch 50/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.016 Epoch 72 Batch 51/538 - Train Accuracy: 0.963, Validation Accuracy: 0.973, Loss: 0.028 Epoch 72 Batch 52/538 - Train Accuracy: 0.977, Validation Accuracy: 0.975, Loss: 0.013 Epoch 72 Batch 53/538 - Train Accuracy: 0.973, Validation Accuracy: 0.975, Loss: 0.013 Epoch 72 Batch 54/538 - Train Accuracy: 0.984, Validation Accuracy: 0.975, Loss: 0.012 Epoch 72 Batch 55/538 - Train Accuracy: 0.971, Validation Accuracy: 0.975, Loss: 0.014 Epoch 72 Batch 56/538 - Train Accuracy: 0.975, Validation Accuracy: 0.975, Loss: 0.018 Epoch 72 Batch 57/538 - Train Accuracy: 0.966, Validation Accuracy: 0.975, Loss: 0.020 Epoch 72 Batch 58/538 - Train Accuracy: 0.977, Validation Accuracy: 0.975, Loss: 0.014 Epoch 72 Batch 59/538 - Train Accuracy: 0.978, Validation Accuracy: 0.975, Loss: 0.022 Epoch 72 Batch 60/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.017 Epoch 72 Batch 61/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.014 Epoch 72 Batch 62/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.024 Epoch 72 Batch 63/538 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.016 Epoch 72 Batch 64/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.015 Epoch 72 Batch 65/538 - Train Accuracy: 0.965, Validation Accuracy: 0.973, Loss: 0.020 Epoch 72 Batch 66/538 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.012 Epoch 72 Batch 67/538 - Train Accuracy: 0.982, Validation Accuracy: 0.973, Loss: 0.015 Epoch 72 Batch 68/538 - Train Accuracy: 0.969, Validation Accuracy: 0.973, Loss: 0.016 Epoch 72 Batch 69/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.016 Epoch 72 Batch 70/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.014 Epoch 72 Batch 71/538 - Train Accuracy: 0.981, Validation Accuracy: 0.974, Loss: 0.021 Epoch 72 Batch 72/538 - Train Accuracy: 0.969, Validation Accuracy: 0.974, Loss: 0.038 Epoch 72 Batch 73/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.020 Epoch 72 Batch 74/538 - Train Accuracy: 0.987, Validation Accuracy: 0.974, Loss: 0.014 Epoch 72 Batch 75/538 - Train Accuracy: 0.980, Validation Accuracy: 0.976, Loss: 0.016 Epoch 72 Batch 76/538 - Train Accuracy: 0.983, Validation Accuracy: 0.974, Loss: 0.015 Epoch 72 Batch 77/538 - Train Accuracy: 0.968, Validation Accuracy: 0.974, Loss: 0.014 Epoch 72 Batch 78/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.019 Epoch 72 Batch 79/538 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.009 Epoch 72 Batch 80/538 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.017 Epoch 72 Batch 81/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.017 Epoch 72 Batch 82/538 - Train Accuracy: 0.974, Validation Accuracy: 0.974, Loss: 0.019 Epoch 72 Batch 83/538 - Train Accuracy: 0.974, Validation Accuracy: 0.976, Loss: 0.015 Epoch 72 Batch 84/538 - Train Accuracy: 0.973, Validation Accuracy: 0.976, Loss: 0.018 Epoch 72 Batch 85/538 - Train Accuracy: 0.976, Validation Accuracy: 0.976, Loss: 0.020 Epoch 72 Batch 86/538 - Train Accuracy: 0.984, Validation Accuracy: 0.972, Loss: 0.011 Epoch 72 Batch 87/538 - Train Accuracy: 0.966, Validation Accuracy: 0.972, Loss: 0.017 Epoch 72 Batch 88/538 - Train Accuracy: 0.982, Validation Accuracy: 0.974, Loss: 0.014 Epoch 72 Batch 89/538 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.016 Epoch 72 Batch 90/538 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.019 Epoch 72 Batch 91/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.015 Epoch 72 Batch 92/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.016 Epoch 72 Batch 93/538 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.019 Epoch 72 Batch 94/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.014 Epoch 72 Batch 95/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.012 Epoch 72 Batch 96/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.013 Epoch 72 Batch 97/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.018 Epoch 72 Batch 98/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.018 Epoch 72 Batch 99/538 - Train Accuracy: 0.982, Validation Accuracy: 0.970, Loss: 0.013 Epoch 72 Batch 100/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.013 Epoch 72 Batch 101/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.029 Epoch 72 Batch 102/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.018 Epoch 72 Batch 103/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.017 Epoch 72 Batch 104/538 - Train Accuracy: 0.981, Validation Accuracy: 0.973, Loss: 0.015 Epoch 72 Batch 105/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.012 Epoch 72 Batch 106/538 - Train Accuracy: 0.977, Validation Accuracy: 0.975, Loss: 0.015 Epoch 72 Batch 107/538 - Train Accuracy: 0.972, Validation Accuracy: 0.978, Loss: 0.024 Epoch 72 Batch 108/538 - Train Accuracy: 0.981, Validation Accuracy: 0.976, Loss: 0.019 Epoch 72 Batch 109/538 - Train Accuracy: 0.983, Validation Accuracy: 0.974, Loss: 0.011 Epoch 72 Batch 110/538 - Train Accuracy: 0.981, Validation Accuracy: 0.974, Loss: 0.016 Epoch 72 Batch 111/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.015 Epoch 72 Batch 112/538 - Train Accuracy: 0.975, Validation Accuracy: 0.975, Loss: 0.015 Epoch 72 Batch 113/538 - Train Accuracy: 0.962, Validation Accuracy: 0.975, Loss: 0.019 Epoch 72 Batch 114/538 - Train Accuracy: 0.974, Validation Accuracy: 0.977, Loss: 0.015 Epoch 72 Batch 115/538 - Train Accuracy: 0.982, Validation Accuracy: 0.977, Loss: 0.017 Epoch 72 Batch 116/538 - Train Accuracy: 0.970, Validation Accuracy: 0.977, Loss: 0.024 Epoch 72 Batch 117/538 - Train Accuracy: 0.975, Validation Accuracy: 0.978, Loss: 0.022 Epoch 72 Batch 118/538 - Train Accuracy: 0.971, Validation Accuracy: 0.978, Loss: 0.015 Epoch 72 Batch 119/538 - Train Accuracy: 0.984, Validation Accuracy: 0.973, Loss: 0.015 Epoch 72 Batch 120/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.010 Epoch 72 Batch 121/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.021 Epoch 72 Batch 122/538 - Train Accuracy: 0.967, Validation Accuracy: 0.972, Loss: 0.017 Epoch 72 Batch 123/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.015 Epoch 72 Batch 124/538 - Train Accuracy: 0.970, Validation Accuracy: 0.973, Loss: 0.016 Epoch 72 Batch 125/538 - Train Accuracy: 0.972, Validation Accuracy: 0.976, Loss: 0.019 Epoch 72 Batch 126/538 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.022 Epoch 72 Batch 127/538 - Train Accuracy: 0.968, Validation Accuracy: 0.975, Loss: 0.020 Epoch 72 Batch 128/538 - Train Accuracy: 0.971, Validation Accuracy: 0.975, Loss: 0.016 Epoch 72 Batch 129/538 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.014 Epoch 72 Batch 130/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.015 Epoch 72 Batch 131/538 - Train Accuracy: 0.983, Validation Accuracy: 0.975, Loss: 0.012 Epoch 72 Batch 132/538 - Train Accuracy: 0.978, Validation Accuracy: 0.975, Loss: 0.012 Epoch 72 Batch 133/538 - Train Accuracy: 0.977, Validation Accuracy: 0.975, Loss: 0.019 Epoch 72 Batch 134/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.021 Epoch 72 Batch 135/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.029 Epoch 72 Batch 136/538 - Train Accuracy: 0.970, Validation Accuracy: 0.973, Loss: 0.018 Epoch 72 Batch 137/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.023 Epoch 72 Batch 138/538 - Train Accuracy: 0.967, Validation Accuracy: 0.971, Loss: 0.020 Epoch 72 Batch 139/538 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.019 Epoch 72 Batch 140/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.020 Epoch 72 Batch 141/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.017 Epoch 72 Batch 142/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.016 Epoch 72 Batch 143/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.030 Epoch 72 Batch 144/538 - Train Accuracy: 0.980, Validation Accuracy: 0.966, Loss: 0.022 Epoch 72 Batch 145/538 - Train Accuracy: 0.967, Validation Accuracy: 0.967, Loss: 0.019 Epoch 72 Batch 146/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.018 Epoch 72 Batch 147/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.018 Epoch 72 Batch 148/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.024 Epoch 72 Batch 149/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.014 Epoch 72 Batch 150/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.014 Epoch 72 Batch 151/538 - Train Accuracy: 0.970, Validation Accuracy: 0.971, Loss: 0.017 Epoch 72 Batch 152/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.020 Epoch 72 Batch 153/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.014 Epoch 72 Batch 154/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.016 Epoch 72 Batch 155/538 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.018 Epoch 72 Batch 156/538 - Train Accuracy: 0.983, Validation Accuracy: 0.973, Loss: 0.020 Epoch 72 Batch 157/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.013 Epoch 72 Batch 158/538 - Train Accuracy: 0.985, Validation Accuracy: 0.973, Loss: 0.016 Epoch 72 Batch 159/538 - Train Accuracy: 0.966, Validation Accuracy: 0.970, Loss: 0.017 Epoch 72 Batch 160/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.011 Epoch 72 Batch 161/538 - Train Accuracy: 0.978, Validation Accuracy: 0.966, Loss: 0.015 Epoch 72 Batch 162/538 - Train Accuracy: 0.982, Validation Accuracy: 0.966, Loss: 0.016 Epoch 72 Batch 163/538 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.020 Epoch 72 Batch 164/538 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.016 Epoch 72 Batch 165/538 - Train Accuracy: 0.984, Validation Accuracy: 0.966, Loss: 0.012 Epoch 72 Batch 166/538 - Train Accuracy: 0.984, Validation Accuracy: 0.967, Loss: 0.018 Epoch 72 Batch 167/538 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.025 Epoch 72 Batch 168/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.020 Epoch 72 Batch 169/538 - Train Accuracy: 0.984, Validation Accuracy: 0.975, Loss: 0.013 Epoch 72 Batch 170/538 - Train Accuracy: 0.967, Validation Accuracy: 0.975, Loss: 0.017 Epoch 72 Batch 171/538 - Train Accuracy: 0.967, Validation Accuracy: 0.972, Loss: 0.026 Epoch 72 Batch 172/538 - Train Accuracy: 0.982, Validation Accuracy: 0.970, Loss: 0.013 Epoch 72 Batch 173/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.011 Epoch 72 Batch 174/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.018 Epoch 72 Batch 175/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.015 Epoch 72 Batch 176/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.018 Epoch 72 Batch 177/538 - Train Accuracy: 0.977, Validation Accuracy: 0.963, Loss: 0.016 Epoch 72 Batch 178/538 - Train Accuracy: 0.978, Validation Accuracy: 0.963, Loss: 0.017 Epoch 72 Batch 179/538 - Train Accuracy: 0.980, Validation Accuracy: 0.961, Loss: 0.017 Epoch 72 Batch 180/538 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.018 Epoch 72 Batch 181/538 - Train Accuracy: 0.974, Validation Accuracy: 0.961, Loss: 0.019 Epoch 72 Batch 182/538 - Train Accuracy: 0.980, Validation Accuracy: 0.965, Loss: 0.012 Epoch 72 Batch 183/538 - Train Accuracy: 0.982, Validation Accuracy: 0.968, Loss: 0.016 Epoch 72 Batch 184/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.015 Epoch 72 Batch 185/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.011 Epoch 72 Batch 186/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.018 Epoch 72 Batch 187/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.017 Epoch 72 Batch 188/538 - Train Accuracy: 0.967, Validation Accuracy: 0.968, Loss: 0.018 Epoch 72 Batch 189/538 - Train Accuracy: 0.980, Validation Accuracy: 0.968, Loss: 0.020 Epoch 72 Batch 190/538 - Train Accuracy: 0.977, Validation Accuracy: 0.963, Loss: 0.022 Epoch 72 Batch 191/538 - Train Accuracy: 0.982, Validation Accuracy: 0.963, Loss: 0.014 Epoch 72 Batch 192/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.015 Epoch 72 Batch 193/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.014 Epoch 72 Batch 194/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.022 Epoch 72 Batch 195/538 - Train Accuracy: 0.981, Validation Accuracy: 0.965, Loss: 0.022 Epoch 72 Batch 196/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.015 Epoch 72 Batch 197/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.017 Epoch 72 Batch 198/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.018 Epoch 72 Batch 199/538 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.015 Epoch 72 Batch 200/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.014 Epoch 72 Batch 201/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.026 Epoch 72 Batch 202/538 - Train Accuracy: 0.975, Validation Accuracy: 0.965, Loss: 0.017 Epoch 72 Batch 203/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.016 Epoch 72 Batch 204/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.029 Epoch 72 Batch 205/538 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.018 Epoch 72 Batch 206/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.017 Epoch 72 Batch 207/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.020 Epoch 72 Batch 208/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.024 Epoch 72 Batch 209/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.013 Epoch 72 Batch 210/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.022 Epoch 72 Batch 211/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.018 Epoch 72 Batch 212/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.017 Epoch 72 Batch 213/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.014 Epoch 72 Batch 214/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.015 Epoch 72 Batch 215/538 - Train Accuracy: 0.965, Validation Accuracy: 0.973, Loss: 0.015 Epoch 72 Batch 216/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.016 Epoch 72 Batch 217/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.018 Epoch 72 Batch 218/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.012 Epoch 72 Batch 219/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.017 Epoch 72 Batch 220/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.021 Epoch 72 Batch 221/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.016 Epoch 72 Batch 222/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.020 Epoch 72 Batch 223/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.017 Epoch 72 Batch 224/538 - Train Accuracy: 0.964, Validation Accuracy: 0.969, Loss: 0.020 Epoch 72 Batch 225/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.016 Epoch 72 Batch 226/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.017 Epoch 72 Batch 227/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.020 Epoch 72 Batch 228/538 - Train Accuracy: 0.964, Validation Accuracy: 0.969, Loss: 0.017 Epoch 72 Batch 229/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.023 Epoch 72 Batch 230/538 - Train Accuracy: 0.968, Validation Accuracy: 0.967, Loss: 0.017 Epoch 72 Batch 231/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.015 Epoch 72 Batch 232/538 - Train Accuracy: 0.978, Validation Accuracy: 0.967, Loss: 0.019 Epoch 72 Batch 233/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.021 Epoch 72 Batch 234/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.017 Epoch 72 Batch 235/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.015 Epoch 72 Batch 236/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.015 Epoch 72 Batch 237/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.010 Epoch 72 Batch 238/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.020 Epoch 72 Batch 239/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.017 Epoch 72 Batch 240/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.015 Epoch 72 Batch 241/538 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.020 Epoch 72 Batch 242/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.018 Epoch 72 Batch 243/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.015 Epoch 72 Batch 244/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.013 Epoch 72 Batch 245/538 - Train Accuracy: 0.969, Validation Accuracy: 0.974, Loss: 0.021 Epoch 72 Batch 246/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.015 Epoch 72 Batch 247/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.018 Epoch 72 Batch 248/538 - Train Accuracy: 0.968, Validation Accuracy: 0.972, Loss: 0.021 Epoch 72 Batch 249/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.011 Epoch 72 Batch 250/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.017 Epoch 72 Batch 251/538 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.015 Epoch 72 Batch 252/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.015 Epoch 72 Batch 253/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.009 Epoch 72 Batch 254/538 - Train Accuracy: 0.967, Validation Accuracy: 0.972, Loss: 0.016 Epoch 72 Batch 255/538 - Train Accuracy: 0.983, Validation Accuracy: 0.972, Loss: 0.017 Epoch 72 Batch 256/538 - Train Accuracy: 0.974, Validation Accuracy: 0.974, Loss: 0.018 Epoch 72 Batch 257/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.013 Epoch 72 Batch 258/538 - Train Accuracy: 0.983, Validation Accuracy: 0.974, Loss: 0.015 Epoch 72 Batch 259/538 - Train Accuracy: 0.981, Validation Accuracy: 0.974, Loss: 0.015 Epoch 72 Batch 260/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.019 Epoch 72 Batch 261/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.021 Epoch 72 Batch 262/538 - Train Accuracy: 0.981, Validation Accuracy: 0.974, Loss: 0.023 Epoch 72 Batch 263/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.022 Epoch 72 Batch 264/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.016 Epoch 72 Batch 265/538 - Train Accuracy: 0.970, Validation Accuracy: 0.971, Loss: 0.019 Epoch 72 Batch 266/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.014 Epoch 72 Batch 267/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.021 Epoch 72 Batch 268/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.016 Epoch 72 Batch 269/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.016 Epoch 72 Batch 270/538 - Train Accuracy: 0.973, Validation Accuracy: 0.975, Loss: 0.017 Epoch 72 Batch 271/538 - Train Accuracy: 0.984, Validation Accuracy: 0.974, Loss: 0.016 Epoch 72 Batch 272/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.017 Epoch 72 Batch 273/538 - Train Accuracy: 0.981, Validation Accuracy: 0.974, Loss: 0.017 Epoch 72 Batch 274/538 - Train Accuracy: 0.968, Validation Accuracy: 0.972, Loss: 0.017 Epoch 72 Batch 275/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.018 Epoch 72 Batch 276/538 - Train Accuracy: 0.969, Validation Accuracy: 0.974, Loss: 0.021 Epoch 72 Batch 277/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.014 Epoch 72 Batch 278/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.016 Epoch 72 Batch 279/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.019 Epoch 72 Batch 280/538 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.010 Epoch 72 Batch 281/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.020 Epoch 72 Batch 282/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.019 Epoch 72 Batch 283/538 - Train Accuracy: 0.983, Validation Accuracy: 0.970, Loss: 0.020 Epoch 72 Batch 284/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.023 Epoch 72 Batch 285/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.013 Epoch 72 Batch 286/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.022 Epoch 72 Batch 287/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.012 Epoch 72 Batch 288/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.020 Epoch 72 Batch 289/538 - Train Accuracy: 0.983, Validation Accuracy: 0.972, Loss: 0.013 Epoch 72 Batch 290/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.015 Epoch 72 Batch 291/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.020 Epoch 72 Batch 292/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.009 Epoch 72 Batch 293/538 - Train Accuracy: 0.964, Validation Accuracy: 0.971, Loss: 0.019 Epoch 72 Batch 294/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.015 Epoch 72 Batch 295/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.019 Epoch 72 Batch 296/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.028 Epoch 72 Batch 297/538 - Train Accuracy: 0.982, Validation Accuracy: 0.968, Loss: 0.014 Epoch 72 Batch 298/538 - Train Accuracy: 0.980, Validation Accuracy: 0.968, Loss: 0.014 Epoch 72 Batch 299/538 - Train Accuracy: 0.978, Validation Accuracy: 0.967, Loss: 0.021 Epoch 72 Batch 300/538 - Train Accuracy: 0.983, Validation Accuracy: 0.967, Loss: 0.014 Epoch 72 Batch 301/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.019 Epoch 72 Batch 302/538 - Train Accuracy: 0.982, Validation Accuracy: 0.968, Loss: 0.016 Epoch 72 Batch 303/538 - Train Accuracy: 0.984, Validation Accuracy: 0.968, Loss: 0.017 Epoch 72 Batch 304/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.020 Epoch 72 Batch 305/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.015 Epoch 72 Batch 306/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.019 Epoch 72 Batch 307/538 - Train Accuracy: 0.983, Validation Accuracy: 0.971, Loss: 0.016 Epoch 72 Batch 308/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.015 Epoch 72 Batch 309/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.017 Epoch 72 Batch 310/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.022 Epoch 72 Batch 311/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.021 Epoch 72 Batch 312/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.017 Epoch 72 Batch 313/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.015 Epoch 72 Batch 314/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.014 Epoch 72 Batch 315/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.016 Epoch 72 Batch 316/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.014 Epoch 72 Batch 317/538 - Train Accuracy: 0.982, Validation Accuracy: 0.969, Loss: 0.016 Epoch 72 Batch 318/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.013 Epoch 72 Batch 319/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.016 Epoch 72 Batch 320/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.015 Epoch 72 Batch 321/538 - Train Accuracy: 0.974, Validation Accuracy: 0.974, Loss: 0.016 Epoch 72 Batch 322/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.015 Epoch 72 Batch 323/538 - Train Accuracy: 0.974, Validation Accuracy: 0.974, Loss: 0.015 Epoch 72 Batch 324/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.014 Epoch 72 Batch 325/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.010 Epoch 72 Batch 326/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.012 Epoch 72 Batch 327/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.016 Epoch 72 Batch 328/538 - Train Accuracy: 0.983, Validation Accuracy: 0.971, Loss: 0.011 Epoch 72 Batch 329/538 - Train Accuracy: 0.985, Validation Accuracy: 0.973, Loss: 0.015 Epoch 72 Batch 330/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.016 Epoch 72 Batch 331/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.013 Epoch 72 Batch 332/538 - Train Accuracy: 0.982, Validation Accuracy: 0.971, Loss: 0.020 Epoch 72 Batch 333/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.017 Epoch 72 Batch 334/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.016 Epoch 72 Batch 335/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.014 Epoch 72 Batch 336/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.015 Epoch 72 Batch 337/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.020 Epoch 72 Batch 338/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.014 Epoch 72 Batch 339/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.015 Epoch 72 Batch 340/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.018 Epoch 72 Batch 341/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.016 Epoch 72 Batch 342/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.020 Epoch 72 Batch 343/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.017 Epoch 72 Batch 344/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.015 Epoch 72 Batch 345/538 - Train Accuracy: 0.981, Validation Accuracy: 0.968, Loss: 0.018 Epoch 72 Batch 346/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.020 Epoch 72 Batch 347/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.014 Epoch 72 Batch 348/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.016 Epoch 72 Batch 349/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.013 Epoch 72 Batch 350/538 - Train Accuracy: 0.966, Validation Accuracy: 0.968, Loss: 0.022 Epoch 72 Batch 351/538 - Train Accuracy: 0.964, Validation Accuracy: 0.968, Loss: 0.025 Epoch 72 Batch 352/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.028 Epoch 72 Batch 353/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.015 Epoch 72 Batch 354/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.020 Epoch 72 Batch 355/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.011 Epoch 72 Batch 356/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.017 Epoch 72 Batch 357/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.016 Epoch 72 Batch 358/538 - Train Accuracy: 0.984, Validation Accuracy: 0.967, Loss: 0.011 Epoch 72 Batch 359/538 - Train Accuracy: 0.981, Validation Accuracy: 0.967, Loss: 0.012 Epoch 72 Batch 360/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.019 Epoch 72 Batch 361/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.020 Epoch 72 Batch 362/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.012 Epoch 72 Batch 363/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.017 Epoch 72 Batch 364/538 - Train Accuracy: 0.968, Validation Accuracy: 0.973, Loss: 0.024 Epoch 72 Batch 365/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.015 Epoch 72 Batch 366/538 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.013 Epoch 72 Batch 367/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.010 Epoch 72 Batch 368/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.013 Epoch 72 Batch 369/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.017 Epoch 72 Batch 370/538 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.019 Epoch 72 Batch 371/538 - Train Accuracy: 0.983, Validation Accuracy: 0.969, Loss: 0.018 Epoch 72 Batch 372/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.012 Epoch 72 Batch 373/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.013 Epoch 72 Batch 374/538 - Train Accuracy: 0.983, Validation Accuracy: 0.972, Loss: 0.013 Epoch 72 Batch 375/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.017 Epoch 72 Batch 376/538 - Train Accuracy: 0.984, Validation Accuracy: 0.971, Loss: 0.014 Epoch 72 Batch 377/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.018 Epoch 72 Batch 378/538 - Train Accuracy: 0.985, Validation Accuracy: 0.973, Loss: 0.010 Epoch 72 Batch 379/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.017 Epoch 72 Batch 380/538 - Train Accuracy: 0.974, Validation Accuracy: 0.975, Loss: 0.017 Epoch 72 Batch 381/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.018 Epoch 72 Batch 382/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.020 Epoch 72 Batch 383/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.015 Epoch 72 Batch 384/538 - Train Accuracy: 0.971, Validation Accuracy: 0.974, Loss: 0.013 Epoch 72 Batch 385/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.017 Epoch 72 Batch 386/538 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.016 Epoch 72 Batch 387/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.013 Epoch 72 Batch 388/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.017 Epoch 72 Batch 389/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.019 Epoch 72 Batch 390/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.015 Epoch 72 Batch 391/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.015 Epoch 72 Batch 392/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.014 Epoch 72 Batch 393/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.018 Epoch 72 Batch 394/538 - Train Accuracy: 0.966, Validation Accuracy: 0.975, Loss: 0.021 Epoch 72 Batch 395/538 - Train Accuracy: 0.976, Validation Accuracy: 0.976, Loss: 0.019 Epoch 72 Batch 396/538 - Train Accuracy: 0.980, Validation Accuracy: 0.976, Loss: 0.013 Epoch 72 Batch 397/538 - Train Accuracy: 0.982, Validation Accuracy: 0.976, Loss: 0.022 Epoch 72 Batch 398/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.017 Epoch 72 Batch 399/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.016 Epoch 72 Batch 400/538 - Train Accuracy: 0.981, Validation Accuracy: 0.975, Loss: 0.016 Epoch 72 Batch 401/538 - Train Accuracy: 0.984, Validation Accuracy: 0.975, Loss: 0.013 Epoch 72 Batch 402/538 - Train Accuracy: 0.978, Validation Accuracy: 0.975, Loss: 0.014 Epoch 72 Batch 403/538 - Train Accuracy: 0.978, Validation Accuracy: 0.975, Loss: 0.021 Epoch 72 Batch 404/538 - Train Accuracy: 0.979, Validation Accuracy: 0.977, Loss: 0.018 Epoch 72 Batch 405/538 - Train Accuracy: 0.976, Validation Accuracy: 0.977, Loss: 0.016 Epoch 72 Batch 406/538 - Train Accuracy: 0.975, Validation Accuracy: 0.977, Loss: 0.016 Epoch 72 Batch 407/538 - Train Accuracy: 0.975, Validation Accuracy: 0.977, Loss: 0.017 Epoch 72 Batch 408/538 - Train Accuracy: 0.972, Validation Accuracy: 0.976, Loss: 0.020 Epoch 72 Batch 409/538 - Train Accuracy: 0.980, Validation Accuracy: 0.976, Loss: 0.013 Epoch 72 Batch 410/538 - Train Accuracy: 0.985, Validation Accuracy: 0.974, Loss: 0.016 Epoch 72 Batch 411/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.016 Epoch 72 Batch 412/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.017 Epoch 72 Batch 413/538 - Train Accuracy: 0.984, Validation Accuracy: 0.972, Loss: 0.015 Epoch 72 Batch 414/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.024 Epoch 72 Batch 415/538 - Train Accuracy: 0.967, Validation Accuracy: 0.972, Loss: 0.018 Epoch 72 Batch 416/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.014 Epoch 72 Batch 417/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.018 Epoch 72 Batch 418/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.018 Epoch 72 Batch 419/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.016 Epoch 72 Batch 420/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.019 Epoch 72 Batch 421/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.013 Epoch 72 Batch 422/538 - Train Accuracy: 0.985, Validation Accuracy: 0.974, Loss: 0.016 Epoch 72 Batch 423/538 - Train Accuracy: 0.976, Validation Accuracy: 0.975, Loss: 0.023 Epoch 72 Batch 424/538 - Train Accuracy: 0.981, Validation Accuracy: 0.975, Loss: 0.015 Epoch 72 Batch 425/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.029 Epoch 72 Batch 426/538 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.018 Epoch 72 Batch 427/538 - Train Accuracy: 0.969, Validation Accuracy: 0.973, Loss: 0.013 Epoch 72 Batch 428/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.012 Epoch 72 Batch 429/538 - Train Accuracy: 0.984, Validation Accuracy: 0.973, Loss: 0.011 Epoch 72 Batch 430/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.021 Epoch 72 Batch 431/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.015 Epoch 72 Batch 432/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.018 Epoch 72 Batch 433/538 - Train Accuracy: 0.970, Validation Accuracy: 0.973, Loss: 0.033 Epoch 72 Batch 434/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.018 Epoch 72 Batch 435/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.024 Epoch 72 Batch 436/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.019 Epoch 72 Batch 437/538 - Train Accuracy: 0.984, Validation Accuracy: 0.973, Loss: 0.014 Epoch 72 Batch 438/538 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.013 Epoch 72 Batch 439/538 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.020 Epoch 72 Batch 440/538 - Train Accuracy: 0.981, Validation Accuracy: 0.974, Loss: 0.015 Epoch 72 Batch 441/538 - Train Accuracy: 0.971, Validation Accuracy: 0.974, Loss: 0.021 Epoch 72 Batch 442/538 - Train Accuracy: 0.970, Validation Accuracy: 0.973, Loss: 0.018 Epoch 72 Batch 443/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.015 Epoch 72 Batch 444/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.016 Epoch 72 Batch 445/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.011 Epoch 72 Batch 446/538 - Train Accuracy: 0.980, Validation Accuracy: 0.967, Loss: 0.013 Epoch 72 Batch 447/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.013 Epoch 72 Batch 448/538 - Train Accuracy: 0.982, Validation Accuracy: 0.970, Loss: 0.014 Epoch 72 Batch 449/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.016 Epoch 72 Batch 450/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.023 Epoch 72 Batch 451/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.012 Epoch 72 Batch 452/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.014 Epoch 72 Batch 453/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.017 Epoch 72 Batch 454/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.016 Epoch 72 Batch 455/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.016 Epoch 72 Batch 456/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.034 Epoch 72 Batch 457/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.012 Epoch 72 Batch 458/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.019 Epoch 72 Batch 459/538 - Train Accuracy: 0.981, Validation Accuracy: 0.973, Loss: 0.017 Epoch 72 Batch 460/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.018 Epoch 72 Batch 461/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.022 Epoch 72 Batch 462/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.018 Epoch 72 Batch 463/538 - Train Accuracy: 0.971, Validation Accuracy: 0.974, Loss: 0.021 Epoch 72 Batch 464/538 - Train Accuracy: 0.982, Validation Accuracy: 0.974, Loss: 0.012 Epoch 72 Batch 465/538 - Train Accuracy: 0.981, Validation Accuracy: 0.974, Loss: 0.014 Epoch 72 Batch 466/538 - Train Accuracy: 0.967, Validation Accuracy: 0.974, Loss: 0.017 Epoch 72 Batch 467/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.019 Epoch 72 Batch 468/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.022 Epoch 72 Batch 469/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.017 Epoch 72 Batch 470/538 - Train Accuracy: 0.969, Validation Accuracy: 0.973, Loss: 0.013 Epoch 72 Batch 471/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.012 Epoch 72 Batch 472/538 - Train Accuracy: 0.984, Validation Accuracy: 0.971, Loss: 0.013 Epoch 72 Batch 473/538 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.013 Epoch 72 Batch 474/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.014 Epoch 72 Batch 475/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.012 Epoch 72 Batch 476/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.017 Epoch 72 Batch 477/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.023 Epoch 72 Batch 478/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.009 Epoch 72 Batch 479/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.016 Epoch 72 Batch 480/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.020 Epoch 72 Batch 481/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.022 Epoch 72 Batch 482/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.015 Epoch 72 Batch 483/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.019 Epoch 72 Batch 484/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.019 Epoch 72 Batch 485/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.025 Epoch 72 Batch 486/538 - Train Accuracy: 0.981, Validation Accuracy: 0.966, Loss: 0.011 Epoch 72 Batch 487/538 - Train Accuracy: 0.980, Validation Accuracy: 0.964, Loss: 0.011 Epoch 72 Batch 488/538 - Train Accuracy: 0.981, Validation Accuracy: 0.964, Loss: 0.015 Epoch 72 Batch 489/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.015 Epoch 72 Batch 490/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.019 Epoch 72 Batch 491/538 - Train Accuracy: 0.977, Validation Accuracy: 0.975, Loss: 0.016 Epoch 72 Batch 492/538 - Train Accuracy: 0.974, Validation Accuracy: 0.975, Loss: 0.017 Epoch 72 Batch 493/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.015 Epoch 72 Batch 494/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.020 Epoch 72 Batch 495/538 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.016 Epoch 72 Batch 496/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.013 Epoch 72 Batch 497/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.014 Epoch 72 Batch 498/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.012 Epoch 72 Batch 499/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.016 Epoch 72 Batch 500/538 - Train Accuracy: 0.977, Validation Accuracy: 0.975, Loss: 0.011 Epoch 72 Batch 501/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.016 Epoch 72 Batch 502/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.013 Epoch 72 Batch 503/538 - Train Accuracy: 0.981, Validation Accuracy: 0.976, Loss: 0.015 Epoch 72 Batch 504/538 - Train Accuracy: 0.981, Validation Accuracy: 0.976, Loss: 0.013 Epoch 72 Batch 505/538 - Train Accuracy: 0.966, Validation Accuracy: 0.974, Loss: 0.018 Epoch 72 Batch 506/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.013 Epoch 72 Batch 507/538 - Train Accuracy: 0.969, Validation Accuracy: 0.974, Loss: 0.021 Epoch 72 Batch 508/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.021 Epoch 72 Batch 509/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.019 Epoch 72 Batch 510/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.013 Epoch 72 Batch 511/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.026 Epoch 72 Batch 512/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.025 Epoch 72 Batch 513/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.015 Epoch 72 Batch 514/538 - Train Accuracy: 0.975, Validation Accuracy: 0.976, Loss: 0.015 Epoch 72 Batch 515/538 - Train Accuracy: 0.967, Validation Accuracy: 0.976, Loss: 0.027 Epoch 72 Batch 516/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.020 Epoch 72 Batch 517/538 - Train Accuracy: 0.982, Validation Accuracy: 0.973, Loss: 0.016 Epoch 72 Batch 518/538 - Train Accuracy: 0.964, Validation Accuracy: 0.973, Loss: 0.018 Epoch 72 Batch 519/538 - Train Accuracy: 0.984, Validation Accuracy: 0.973, Loss: 0.017 Epoch 72 Batch 520/538 - Train Accuracy: 0.977, Validation Accuracy: 0.977, Loss: 0.026 Epoch 72 Batch 521/538 - Train Accuracy: 0.978, Validation Accuracy: 0.977, Loss: 0.022 Epoch 72 Batch 522/538 - Train Accuracy: 0.980, Validation Accuracy: 0.975, Loss: 0.013 Epoch 72 Batch 523/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.015 Epoch 72 Batch 524/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.018 Epoch 72 Batch 525/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.024 Epoch 72 Batch 526/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.017 Epoch 72 Batch 527/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.016 Epoch 72 Batch 528/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.015 Epoch 72 Batch 529/538 - Train Accuracy: 0.971, Validation Accuracy: 0.975, Loss: 0.018 Epoch 72 Batch 530/538 - Train Accuracy: 0.978, Validation Accuracy: 0.975, Loss: 0.018 Epoch 72 Batch 531/538 - Train Accuracy: 0.977, Validation Accuracy: 0.975, Loss: 0.017 Epoch 72 Batch 532/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.015 Epoch 72 Batch 533/538 - Train Accuracy: 0.970, Validation Accuracy: 0.975, Loss: 0.016 Epoch 72 Batch 534/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.010 Epoch 72 Batch 535/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.018 Epoch 72 Batch 536/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.025 Epoch 73 Batch 0/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.015 Epoch 73 Batch 1/538 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.018 Epoch 73 Batch 2/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.022 Epoch 73 Batch 3/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.021 Epoch 73 Batch 4/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.021 Epoch 73 Batch 5/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.017 Epoch 73 Batch 6/538 - Train Accuracy: 0.980, Validation Accuracy: 0.967, Loss: 0.011 Epoch 73 Batch 7/538 - Train Accuracy: 0.976, Validation Accuracy: 0.963, Loss: 0.017 Epoch 73 Batch 8/538 - Train Accuracy: 0.979, Validation Accuracy: 0.965, Loss: 0.014 Epoch 73 Batch 9/538 - Train Accuracy: 0.975, Validation Accuracy: 0.965, Loss: 0.018 Epoch 73 Batch 10/538 - Train Accuracy: 0.974, Validation Accuracy: 0.963, Loss: 0.018 Epoch 73 Batch 11/538 - Train Accuracy: 0.979, Validation Accuracy: 0.963, Loss: 0.016 Epoch 73 Batch 12/538 - Train Accuracy: 0.974, Validation Accuracy: 0.963, Loss: 0.016 Epoch 73 Batch 13/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.018 Epoch 73 Batch 14/538 - Train Accuracy: 0.980, Validation Accuracy: 0.961, Loss: 0.013 Epoch 73 Batch 15/538 - Train Accuracy: 0.976, Validation Accuracy: 0.963, Loss: 0.019 Epoch 73 Batch 16/538 - Train Accuracy: 0.974, Validation Accuracy: 0.963, Loss: 0.018 Epoch 73 Batch 17/538 - Train Accuracy: 0.980, Validation Accuracy: 0.965, Loss: 0.017 Epoch 73 Batch 18/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.023 Epoch 73 Batch 19/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.023 Epoch 73 Batch 20/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.018 Epoch 73 Batch 21/538 - Train Accuracy: 0.984, Validation Accuracy: 0.968, Loss: 0.011 Epoch 73 Batch 22/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.018 Epoch 73 Batch 23/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.022 Epoch 73 Batch 24/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.021 Epoch 73 Batch 25/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.021 Epoch 73 Batch 26/538 - Train Accuracy: 0.975, Validation Accuracy: 0.975, Loss: 0.021 Epoch 73 Batch 27/538 - Train Accuracy: 0.983, Validation Accuracy: 0.973, Loss: 0.014 Epoch 73 Batch 28/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.016 Epoch 73 Batch 29/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.013 Epoch 73 Batch 30/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.019 Epoch 73 Batch 31/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.010 Epoch 73 Batch 32/538 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.012 Epoch 73 Batch 33/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.018 Epoch 73 Batch 34/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.026 Epoch 73 Batch 35/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.015 Epoch 73 Batch 36/538 - Train Accuracy: 0.970, Validation Accuracy: 0.971, Loss: 0.020 Epoch 73 Batch 37/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.020 Epoch 73 Batch 38/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.017 Epoch 73 Batch 39/538 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.014 Epoch 73 Batch 40/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.015 Epoch 73 Batch 41/538 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.013 Epoch 73 Batch 42/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.018 Epoch 73 Batch 43/538 - Train Accuracy: 0.974, Validation Accuracy: 0.976, Loss: 0.019 Epoch 73 Batch 44/538 - Train Accuracy: 0.985, Validation Accuracy: 0.974, Loss: 0.012 Epoch 73 Batch 45/538 - Train Accuracy: 0.972, Validation Accuracy: 0.976, Loss: 0.016 Epoch 73 Batch 46/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.011 Epoch 73 Batch 47/538 - Train Accuracy: 0.981, Validation Accuracy: 0.974, Loss: 0.017 Epoch 73 Batch 48/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.017 Epoch 73 Batch 49/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.019 Epoch 73 Batch 50/538 - Train Accuracy: 0.977, Validation Accuracy: 0.976, Loss: 0.017 Epoch 73 Batch 51/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.019 Epoch 73 Batch 52/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.019 Epoch 73 Batch 53/538 - Train Accuracy: 0.970, Validation Accuracy: 0.973, Loss: 0.018 Epoch 73 Batch 54/538 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.017 Epoch 73 Batch 55/538 - Train Accuracy: 0.974, Validation Accuracy: 0.975, Loss: 0.016 Epoch 73 Batch 56/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.017 Epoch 73 Batch 57/538 - Train Accuracy: 0.966, Validation Accuracy: 0.975, Loss: 0.018 Epoch 73 Batch 58/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.013 Epoch 73 Batch 59/538 - Train Accuracy: 0.982, Validation Accuracy: 0.976, Loss: 0.017 Epoch 73 Batch 60/538 - Train Accuracy: 0.978, Validation Accuracy: 0.976, Loss: 0.019 Epoch 73 Batch 61/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.014 Epoch 73 Batch 62/538 - Train Accuracy: 0.970, Validation Accuracy: 0.974, Loss: 0.029 Epoch 73 Batch 63/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.015 Epoch 73 Batch 64/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.016 Epoch 73 Batch 65/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.022 Epoch 73 Batch 66/538 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.012 Epoch 73 Batch 67/538 - Train Accuracy: 0.985, Validation Accuracy: 0.969, Loss: 0.016 Epoch 73 Batch 68/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.012 Epoch 73 Batch 69/538 - Train Accuracy: 0.982, Validation Accuracy: 0.967, Loss: 0.016 Epoch 73 Batch 70/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.015 Epoch 73 Batch 71/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.026 Epoch 73 Batch 72/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.034 Epoch 73 Batch 73/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.022 Epoch 73 Batch 74/538 - Train Accuracy: 0.986, Validation Accuracy: 0.968, Loss: 0.016 Epoch 73 Batch 75/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.014 Epoch 73 Batch 76/538 - Train Accuracy: 0.979, Validation Accuracy: 0.966, Loss: 0.014 Epoch 73 Batch 77/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.014 Epoch 73 Batch 78/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.021 Epoch 73 Batch 79/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.013 Epoch 73 Batch 80/538 - Train Accuracy: 0.982, Validation Accuracy: 0.973, Loss: 0.015 Epoch 73 Batch 81/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.021 Epoch 73 Batch 82/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.017 Epoch 73 Batch 83/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.015 Epoch 73 Batch 84/538 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.017 Epoch 73 Batch 85/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.017 Epoch 73 Batch 86/538 - Train Accuracy: 0.984, Validation Accuracy: 0.970, Loss: 0.013 Epoch 73 Batch 87/538 - Train Accuracy: 0.964, Validation Accuracy: 0.972, Loss: 0.019 Epoch 73 Batch 88/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.016 Epoch 73 Batch 89/538 - Train Accuracy: 0.982, Validation Accuracy: 0.967, Loss: 0.013 Epoch 73 Batch 90/538 - Train Accuracy: 0.979, Validation Accuracy: 0.965, Loss: 0.024 Epoch 73 Batch 91/538 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.015 Epoch 73 Batch 92/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.018 Epoch 73 Batch 93/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.017 Epoch 73 Batch 94/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.014 Epoch 73 Batch 95/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.019 Epoch 73 Batch 96/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.015 Epoch 73 Batch 97/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.011 Epoch 73 Batch 98/538 - Train Accuracy: 0.978, Validation Accuracy: 0.976, Loss: 0.017 Epoch 73 Batch 99/538 - Train Accuracy: 0.983, Validation Accuracy: 0.974, Loss: 0.015 Epoch 73 Batch 100/538 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.011 Epoch 73 Batch 101/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.021 Epoch 73 Batch 102/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.018 Epoch 73 Batch 103/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.017 Epoch 73 Batch 104/538 - Train Accuracy: 0.982, Validation Accuracy: 0.970, Loss: 0.012 Epoch 73 Batch 105/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.017 Epoch 73 Batch 106/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.013 Epoch 73 Batch 107/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.019 Epoch 73 Batch 108/538 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.016 Epoch 73 Batch 109/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.013 Epoch 73 Batch 110/538 - Train Accuracy: 0.981, Validation Accuracy: 0.977, Loss: 0.014 Epoch 73 Batch 111/538 - Train Accuracy: 0.980, Validation Accuracy: 0.977, Loss: 0.012 Epoch 73 Batch 112/538 - Train Accuracy: 0.972, Validation Accuracy: 0.977, Loss: 0.021 Epoch 73 Batch 113/538 - Train Accuracy: 0.964, Validation Accuracy: 0.975, Loss: 0.022 Epoch 73 Batch 114/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.013 Epoch 73 Batch 115/538 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.016 Epoch 73 Batch 116/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.021 Epoch 73 Batch 117/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.019 Epoch 73 Batch 118/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.012 Epoch 73 Batch 119/538 - Train Accuracy: 0.983, Validation Accuracy: 0.975, Loss: 0.016 Epoch 73 Batch 120/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.015 Epoch 73 Batch 121/538 - Train Accuracy: 0.973, Validation Accuracy: 0.975, Loss: 0.019 Epoch 73 Batch 122/538 - Train Accuracy: 0.975, Validation Accuracy: 0.975, Loss: 0.017 Epoch 73 Batch 123/538 - Train Accuracy: 0.971, Validation Accuracy: 0.980, Loss: 0.019 Epoch 73 Batch 124/538 - Train Accuracy: 0.981, Validation Accuracy: 0.980, Loss: 0.016 Epoch 73 Batch 125/538 - Train Accuracy: 0.978, Validation Accuracy: 0.980, Loss: 0.022 Epoch 73 Batch 126/538 - Train Accuracy: 0.970, Validation Accuracy: 0.980, Loss: 0.026 Epoch 73 Batch 127/538 - Train Accuracy: 0.972, Validation Accuracy: 0.979, Loss: 0.021 Epoch 73 Batch 128/538 - Train Accuracy: 0.971, Validation Accuracy: 0.979, Loss: 0.018 Epoch 73 Batch 129/538 - Train Accuracy: 0.984, Validation Accuracy: 0.979, Loss: 0.012 Epoch 73 Batch 130/538 - Train Accuracy: 0.977, Validation Accuracy: 0.978, Loss: 0.012 Epoch 73 Batch 131/538 - Train Accuracy: 0.985, Validation Accuracy: 0.978, Loss: 0.017 Epoch 73 Batch 132/538 - Train Accuracy: 0.975, Validation Accuracy: 0.977, Loss: 0.019 Epoch 73 Batch 133/538 - Train Accuracy: 0.978, Validation Accuracy: 0.975, Loss: 0.020 Epoch 73 Batch 134/538 - Train Accuracy: 0.981, Validation Accuracy: 0.975, Loss: 0.021 Epoch 73 Batch 135/538 - Train Accuracy: 0.970, Validation Accuracy: 0.975, Loss: 0.032 Epoch 73 Batch 136/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.013 Epoch 73 Batch 137/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.020 Epoch 73 Batch 138/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.014 Epoch 73 Batch 139/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.022 Epoch 73 Batch 140/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.019 Epoch 73 Batch 141/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.017 Epoch 73 Batch 142/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.015 Epoch 73 Batch 143/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.024 Epoch 73 Batch 144/538 - Train Accuracy: 0.981, Validation Accuracy: 0.973, Loss: 0.024 Epoch 73 Batch 145/538 - Train Accuracy: 0.974, Validation Accuracy: 0.977, Loss: 0.024 Epoch 73 Batch 146/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.014 Epoch 73 Batch 147/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.021 Epoch 73 Batch 148/538 - Train Accuracy: 0.957, Validation Accuracy: 0.975, Loss: 0.026 Epoch 73 Batch 149/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.013 Epoch 73 Batch 150/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.011 Epoch 73 Batch 151/538 - Train Accuracy: 0.969, Validation Accuracy: 0.973, Loss: 0.019 Epoch 73 Batch 152/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.022 Epoch 73 Batch 153/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.016 Epoch 73 Batch 154/538 - Train Accuracy: 0.981, Validation Accuracy: 0.966, Loss: 0.017 Epoch 73 Batch 155/538 - Train Accuracy: 0.978, Validation Accuracy: 0.966, Loss: 0.019 Epoch 73 Batch 156/538 - Train Accuracy: 0.981, Validation Accuracy: 0.966, Loss: 0.019 Epoch 73 Batch 157/538 - Train Accuracy: 0.978, Validation Accuracy: 0.966, Loss: 0.015 Epoch 73 Batch 158/538 - Train Accuracy: 0.982, Validation Accuracy: 0.966, Loss: 0.016 Epoch 73 Batch 159/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.017 Epoch 73 Batch 160/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.012 Epoch 73 Batch 161/538 - Train Accuracy: 0.979, Validation Accuracy: 0.966, Loss: 0.016 Epoch 73 Batch 162/538 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.020 Epoch 73 Batch 163/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.027 Epoch 73 Batch 164/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.015 Epoch 73 Batch 165/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.015 Epoch 73 Batch 166/538 - Train Accuracy: 0.986, Validation Accuracy: 0.971, Loss: 0.013 Epoch 73 Batch 167/538 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.026 Epoch 73 Batch 168/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.020 Epoch 73 Batch 169/538 - Train Accuracy: 0.983, Validation Accuracy: 0.965, Loss: 0.011 Epoch 73 Batch 170/538 - Train Accuracy: 0.967, Validation Accuracy: 0.965, Loss: 0.014 Epoch 73 Batch 171/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.016 Epoch 73 Batch 172/538 - Train Accuracy: 0.984, Validation Accuracy: 0.966, Loss: 0.013 Epoch 73 Batch 173/538 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.011 Epoch 73 Batch 174/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.016 Epoch 73 Batch 175/538 - Train Accuracy: 0.981, Validation Accuracy: 0.966, Loss: 0.013 Epoch 73 Batch 176/538 - Train Accuracy: 0.980, Validation Accuracy: 0.965, Loss: 0.017 Epoch 73 Batch 177/538 - Train Accuracy: 0.978, Validation Accuracy: 0.965, Loss: 0.014 Epoch 73 Batch 178/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.017 Epoch 73 Batch 179/538 - Train Accuracy: 0.980, Validation Accuracy: 0.963, Loss: 0.016 Epoch 73 Batch 180/538 - Train Accuracy: 0.981, Validation Accuracy: 0.961, Loss: 0.018 Epoch 73 Batch 181/538 - Train Accuracy: 0.972, Validation Accuracy: 0.962, Loss: 0.020 Epoch 73 Batch 182/538 - Train Accuracy: 0.974, Validation Accuracy: 0.962, Loss: 0.014 Epoch 73 Batch 183/538 - Train Accuracy: 0.983, Validation Accuracy: 0.964, Loss: 0.012 Epoch 73 Batch 184/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.015 Epoch 73 Batch 185/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.012 Epoch 73 Batch 186/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.013 Epoch 73 Batch 187/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.015 Epoch 73 Batch 188/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.017 Epoch 73 Batch 189/538 - Train Accuracy: 0.979, Validation Accuracy: 0.962, Loss: 0.017 Epoch 73 Batch 190/538 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.021 Epoch 73 Batch 191/538 - Train Accuracy: 0.979, Validation Accuracy: 0.965, Loss: 0.013 Epoch 73 Batch 192/538 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.018 Epoch 73 Batch 193/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.018 Epoch 73 Batch 194/538 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.021 Epoch 73 Batch 195/538 - Train Accuracy: 0.979, Validation Accuracy: 0.964, Loss: 0.022 Epoch 73 Batch 196/538 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.016 Epoch 73 Batch 197/538 - Train Accuracy: 0.978, Validation Accuracy: 0.962, Loss: 0.019 Epoch 73 Batch 198/538 - Train Accuracy: 0.979, Validation Accuracy: 0.962, Loss: 0.018 Epoch 73 Batch 199/538 - Train Accuracy: 0.977, Validation Accuracy: 0.962, Loss: 0.015 Epoch 73 Batch 200/538 - Train Accuracy: 0.977, Validation Accuracy: 0.964, Loss: 0.011 Epoch 73 Batch 201/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.028 Epoch 73 Batch 202/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.014 Epoch 73 Batch 203/538 - Train Accuracy: 0.979, Validation Accuracy: 0.967, Loss: 0.018 Epoch 73 Batch 204/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.022 Epoch 73 Batch 205/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.015 Epoch 73 Batch 206/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.016 Epoch 73 Batch 207/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.020 Epoch 73 Batch 208/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.022 Epoch 73 Batch 209/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.013 Epoch 73 Batch 210/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.017 Epoch 73 Batch 211/538 - Train Accuracy: 0.978, Validation Accuracy: 0.966, Loss: 0.014 Epoch 73 Batch 212/538 - Train Accuracy: 0.978, Validation Accuracy: 0.966, Loss: 0.014 Epoch 73 Batch 213/538 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.020 Epoch 73 Batch 214/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.011 Epoch 73 Batch 215/538 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.014 Epoch 73 Batch 216/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.016 Epoch 73 Batch 217/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.019 Epoch 73 Batch 218/538 - Train Accuracy: 0.979, Validation Accuracy: 0.966, Loss: 0.011 Epoch 73 Batch 219/538 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.016 Epoch 73 Batch 220/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.018 Epoch 73 Batch 221/538 - Train Accuracy: 0.979, Validation Accuracy: 0.966, Loss: 0.010 Epoch 73 Batch 222/538 - Train Accuracy: 0.980, Validation Accuracy: 0.967, Loss: 0.012 Epoch 73 Batch 223/538 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.015 Epoch 73 Batch 224/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.017 Epoch 73 Batch 225/538 - Train Accuracy: 0.979, Validation Accuracy: 0.967, Loss: 0.016 Epoch 73 Batch 226/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.018 Epoch 73 Batch 227/538 - Train Accuracy: 0.974, Validation Accuracy: 0.974, Loss: 0.015 Epoch 73 Batch 228/538 - Train Accuracy: 0.962, Validation Accuracy: 0.974, Loss: 0.016 Epoch 73 Batch 229/538 - Train Accuracy: 0.978, Validation Accuracy: 0.976, Loss: 0.018 Epoch 73 Batch 230/538 - Train Accuracy: 0.972, Validation Accuracy: 0.976, Loss: 0.016 Epoch 73 Batch 231/538 - Train Accuracy: 0.971, Validation Accuracy: 0.976, Loss: 0.017 Epoch 73 Batch 232/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.015 Epoch 73 Batch 233/538 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.019 Epoch 73 Batch 234/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.018 Epoch 73 Batch 235/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.013 Epoch 73 Batch 236/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.013 Epoch 73 Batch 237/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.016 Epoch 73 Batch 238/538 - Train Accuracy: 0.981, Validation Accuracy: 0.967, Loss: 0.016 Epoch 73 Batch 239/538 - Train Accuracy: 0.980, Validation Accuracy: 0.966, Loss: 0.020 Epoch 73 Batch 240/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.015 Epoch 73 Batch 241/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.026 Epoch 73 Batch 242/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.016 Epoch 73 Batch 243/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.017 Epoch 73 Batch 244/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.014 Epoch 73 Batch 245/538 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.022 Epoch 73 Batch 246/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.013 Epoch 73 Batch 247/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.016 Epoch 73 Batch 248/538 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.021 Epoch 73 Batch 249/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.016 Epoch 73 Batch 250/538 - Train Accuracy: 0.979, Validation Accuracy: 0.965, Loss: 0.018 Epoch 73 Batch 251/538 - Train Accuracy: 0.981, Validation Accuracy: 0.965, Loss: 0.012 Epoch 73 Batch 252/538 - Train Accuracy: 0.975, Validation Accuracy: 0.965, Loss: 0.015 Epoch 73 Batch 253/538 - Train Accuracy: 0.982, Validation Accuracy: 0.965, Loss: 0.011 Epoch 73 Batch 254/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.021 Epoch 73 Batch 255/538 - Train Accuracy: 0.981, Validation Accuracy: 0.975, Loss: 0.016 Epoch 73 Batch 256/538 - Train Accuracy: 0.970, Validation Accuracy: 0.976, Loss: 0.024 Epoch 73 Batch 257/538 - Train Accuracy: 0.977, Validation Accuracy: 0.976, Loss: 0.016 Epoch 73 Batch 258/538 - Train Accuracy: 0.982, Validation Accuracy: 0.976, Loss: 0.017 Epoch 73 Batch 259/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.013 Epoch 73 Batch 260/538 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.018 Epoch 73 Batch 261/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.019 Epoch 73 Batch 262/538 - Train Accuracy: 0.982, Validation Accuracy: 0.975, Loss: 0.018 Epoch 73 Batch 263/538 - Train Accuracy: 0.968, Validation Accuracy: 0.975, Loss: 0.017 Epoch 73 Batch 264/538 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.017 Epoch 73 Batch 265/538 - Train Accuracy: 0.965, Validation Accuracy: 0.975, Loss: 0.021 Epoch 73 Batch 266/538 - Train Accuracy: 0.977, Validation Accuracy: 0.975, Loss: 0.012 Epoch 73 Batch 267/538 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.016 Epoch 73 Batch 268/538 - Train Accuracy: 0.970, Validation Accuracy: 0.976, Loss: 0.010 Epoch 73 Batch 269/538 - Train Accuracy: 0.979, Validation Accuracy: 0.976, Loss: 0.014 Epoch 73 Batch 270/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.014 Epoch 73 Batch 271/538 - Train Accuracy: 0.986, Validation Accuracy: 0.973, Loss: 0.009 Epoch 73 Batch 272/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.018 Epoch 73 Batch 273/538 - Train Accuracy: 0.980, Validation Accuracy: 0.975, Loss: 0.019 Epoch 73 Batch 274/538 - Train Accuracy: 0.968, Validation Accuracy: 0.973, Loss: 0.015 Epoch 73 Batch 275/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.019 Epoch 73 Batch 276/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.022 Epoch 73 Batch 277/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.012 Epoch 73 Batch 278/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.014 Epoch 73 Batch 279/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.014 Epoch 73 Batch 280/538 - Train Accuracy: 0.983, Validation Accuracy: 0.970, Loss: 0.016 Epoch 73 Batch 281/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.018 Epoch 73 Batch 282/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.022 Epoch 73 Batch 283/538 - Train Accuracy: 0.982, Validation Accuracy: 0.968, Loss: 0.015 Epoch 73 Batch 284/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.018 Epoch 73 Batch 285/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.010 Epoch 73 Batch 286/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.019 Epoch 73 Batch 287/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.014 Epoch 73 Batch 288/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.016 Epoch 73 Batch 289/538 - Train Accuracy: 0.981, Validation Accuracy: 0.966, Loss: 0.014 Epoch 73 Batch 290/538 - Train Accuracy: 0.981, Validation Accuracy: 0.968, Loss: 0.015 Epoch 73 Batch 291/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.020 Epoch 73 Batch 292/538 - Train Accuracy: 0.983, Validation Accuracy: 0.968, Loss: 0.012 Epoch 73 Batch 293/538 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.015 Epoch 73 Batch 294/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.014 Epoch 73 Batch 295/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.016 Epoch 73 Batch 296/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.025 Epoch 73 Batch 297/538 - Train Accuracy: 0.983, Validation Accuracy: 0.972, Loss: 0.015 Epoch 73 Batch 298/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.017 Epoch 73 Batch 299/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.022 Epoch 73 Batch 300/538 - Train Accuracy: 0.984, Validation Accuracy: 0.974, Loss: 0.016 Epoch 73 Batch 301/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.016 Epoch 73 Batch 302/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.022 Epoch 73 Batch 303/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.018 Epoch 73 Batch 304/538 - Train Accuracy: 0.968, Validation Accuracy: 0.974, Loss: 0.022 Epoch 73 Batch 305/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.017 Epoch 73 Batch 306/538 - Train Accuracy: 0.969, Validation Accuracy: 0.974, Loss: 0.021 Epoch 73 Batch 307/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.014 Epoch 73 Batch 308/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.018 Epoch 73 Batch 309/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.018 Epoch 73 Batch 310/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.021 Epoch 73 Batch 311/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.020 Epoch 73 Batch 312/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.016 Epoch 73 Batch 313/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.017 Epoch 73 Batch 314/538 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.017 Epoch 73 Batch 315/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.014 Epoch 73 Batch 316/538 - Train Accuracy: 0.977, Validation Accuracy: 0.976, Loss: 0.013 Epoch 73 Batch 317/538 - Train Accuracy: 0.979, Validation Accuracy: 0.976, Loss: 0.018 Epoch 73 Batch 318/538 - Train Accuracy: 0.974, Validation Accuracy: 0.976, Loss: 0.020 Epoch 73 Batch 319/538 - Train Accuracy: 0.977, Validation Accuracy: 0.976, Loss: 0.017 Epoch 73 Batch 320/538 - Train Accuracy: 0.978, Validation Accuracy: 0.976, Loss: 0.013 Epoch 73 Batch 321/538 - Train Accuracy: 0.978, Validation Accuracy: 0.976, Loss: 0.012 Epoch 73 Batch 322/538 - Train Accuracy: 0.980, Validation Accuracy: 0.976, Loss: 0.013 Epoch 73 Batch 323/538 - Train Accuracy: 0.974, Validation Accuracy: 0.975, Loss: 0.016 Epoch 73 Batch 324/538 - Train Accuracy: 0.982, Validation Accuracy: 0.976, Loss: 0.012 Epoch 73 Batch 325/538 - Train Accuracy: 0.981, Validation Accuracy: 0.976, Loss: 0.013 Epoch 73 Batch 326/538 - Train Accuracy: 0.973, Validation Accuracy: 0.976, Loss: 0.016 Epoch 73 Batch 327/538 - Train Accuracy: 0.976, Validation Accuracy: 0.976, Loss: 0.018 Epoch 73 Batch 328/538 - Train Accuracy: 0.983, Validation Accuracy: 0.976, Loss: 0.012 Epoch 73 Batch 329/538 - Train Accuracy: 0.981, Validation Accuracy: 0.976, Loss: 0.015 Epoch 73 Batch 330/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.013 Epoch 73 Batch 331/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.018 Epoch 73 Batch 332/538 - Train Accuracy: 0.976, Validation Accuracy: 0.975, Loss: 0.017 Epoch 73 Batch 333/538 - Train Accuracy: 0.977, Validation Accuracy: 0.975, Loss: 0.015 Epoch 73 Batch 334/538 - Train Accuracy: 0.981, Validation Accuracy: 0.975, Loss: 0.012 Epoch 73 Batch 335/538 - Train Accuracy: 0.980, Validation Accuracy: 0.975, Loss: 0.014 Epoch 73 Batch 336/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.010 Epoch 73 Batch 337/538 - Train Accuracy: 0.976, Validation Accuracy: 0.975, Loss: 0.017 Epoch 73 Batch 338/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.016 Epoch 73 Batch 339/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.014 Epoch 73 Batch 340/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.019 Epoch 73 Batch 341/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.017 Epoch 73 Batch 342/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.018 Epoch 73 Batch 343/538 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.017 Epoch 73 Batch 344/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.012 Epoch 73 Batch 345/538 - Train Accuracy: 0.983, Validation Accuracy: 0.971, Loss: 0.015 Epoch 73 Batch 346/538 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.018 Epoch 73 Batch 347/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.015 Epoch 73 Batch 348/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.012 Epoch 73 Batch 349/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.012 Epoch 73 Batch 350/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.019 Epoch 73 Batch 351/538 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.018 Epoch 73 Batch 352/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.028 Epoch 73 Batch 353/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.016 Epoch 73 Batch 354/538 - Train Accuracy: 0.975, Validation Accuracy: 0.975, Loss: 0.016 Epoch 73 Batch 355/538 - Train Accuracy: 0.978, Validation Accuracy: 0.975, Loss: 0.018 Epoch 73 Batch 356/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.015 Epoch 73 Batch 357/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.013 Epoch 73 Batch 358/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.011 Epoch 73 Batch 359/538 - Train Accuracy: 0.983, Validation Accuracy: 0.971, Loss: 0.017 Epoch 73 Batch 360/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.016 Epoch 73 Batch 361/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.015 Epoch 73 Batch 362/538 - Train Accuracy: 0.983, Validation Accuracy: 0.971, Loss: 0.010 Epoch 73 Batch 363/538 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.015 Epoch 73 Batch 364/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.026 Epoch 73 Batch 365/538 - Train Accuracy: 0.983, Validation Accuracy: 0.974, Loss: 0.012 Epoch 73 Batch 366/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.018 Epoch 73 Batch 367/538 - Train Accuracy: 0.982, Validation Accuracy: 0.974, Loss: 0.013 Epoch 73 Batch 368/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.012 Epoch 73 Batch 369/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.015 Epoch 73 Batch 370/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.026 Epoch 73 Batch 371/538 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.026 Epoch 73 Batch 372/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.017 Epoch 73 Batch 373/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.016 Epoch 73 Batch 374/538 - Train Accuracy: 0.979, Validation Accuracy: 0.976, Loss: 0.014 Epoch 73 Batch 375/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.012 Epoch 73 Batch 376/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.013 Epoch 73 Batch 377/538 - Train Accuracy: 0.982, Validation Accuracy: 0.975, Loss: 0.019 Epoch 73 Batch 378/538 - Train Accuracy: 0.982, Validation Accuracy: 0.975, Loss: 0.013 Epoch 73 Batch 379/538 - Train Accuracy: 0.977, Validation Accuracy: 0.975, Loss: 0.013 Epoch 73 Batch 380/538 - Train Accuracy: 0.977, Validation Accuracy: 0.975, Loss: 0.014 Epoch 73 Batch 381/538 - Train Accuracy: 0.974, Validation Accuracy: 0.976, Loss: 0.016 Epoch 73 Batch 382/538 - Train Accuracy: 0.975, Validation Accuracy: 0.976, Loss: 0.020 Epoch 73 Batch 383/538 - Train Accuracy: 0.981, Validation Accuracy: 0.975, Loss: 0.013 Epoch 73 Batch 384/538 - Train Accuracy: 0.971, Validation Accuracy: 0.977, Loss: 0.013 Epoch 73 Batch 385/538 - Train Accuracy: 0.974, Validation Accuracy: 0.977, Loss: 0.021 Epoch 73 Batch 386/538 - Train Accuracy: 0.980, Validation Accuracy: 0.977, Loss: 0.013 Epoch 73 Batch 387/538 - Train Accuracy: 0.977, Validation Accuracy: 0.975, Loss: 0.014 Epoch 73 Batch 388/538 - Train Accuracy: 0.978, Validation Accuracy: 0.977, Loss: 0.014 Epoch 73 Batch 389/538 - Train Accuracy: 0.973, Validation Accuracy: 0.976, Loss: 0.016 Epoch 73 Batch 390/538 - Train Accuracy: 0.975, Validation Accuracy: 0.976, Loss: 0.018 Epoch 73 Batch 391/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.020 Epoch 73 Batch 392/538 - Train Accuracy: 0.975, Validation Accuracy: 0.975, Loss: 0.014 Epoch 73 Batch 393/538 - Train Accuracy: 0.976, Validation Accuracy: 0.975, Loss: 0.019 Epoch 73 Batch 394/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.018 Epoch 73 Batch 395/538 - Train Accuracy: 0.973, Validation Accuracy: 0.976, Loss: 0.019 Epoch 73 Batch 396/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.013 Epoch 73 Batch 397/538 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.019 Epoch 73 Batch 398/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.015 Epoch 73 Batch 399/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.016 Epoch 73 Batch 400/538 - Train Accuracy: 0.984, Validation Accuracy: 0.972, Loss: 0.014 Epoch 73 Batch 401/538 - Train Accuracy: 0.983, Validation Accuracy: 0.972, Loss: 0.010 Epoch 73 Batch 402/538 - Train Accuracy: 0.989, Validation Accuracy: 0.972, Loss: 0.018 Epoch 73 Batch 403/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.019 Epoch 73 Batch 404/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.025 Epoch 73 Batch 405/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.019 Epoch 73 Batch 406/538 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.017 Epoch 73 Batch 407/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.018 Epoch 73 Batch 408/538 - Train Accuracy: 0.963, Validation Accuracy: 0.972, Loss: 0.020 Epoch 73 Batch 409/538 - Train Accuracy: 0.981, Validation Accuracy: 0.975, Loss: 0.012 Epoch 73 Batch 410/538 - Train Accuracy: 0.984, Validation Accuracy: 0.975, Loss: 0.014 Epoch 73 Batch 411/538 - Train Accuracy: 0.977, Validation Accuracy: 0.975, Loss: 0.019 Epoch 73 Batch 412/538 - Train Accuracy: 0.976, Validation Accuracy: 0.977, Loss: 0.014 Epoch 73 Batch 413/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.012 Epoch 73 Batch 414/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.020 Epoch 73 Batch 415/538 - Train Accuracy: 0.971, Validation Accuracy: 0.977, Loss: 0.016 Epoch 73 Batch 416/538 - Train Accuracy: 0.986, Validation Accuracy: 0.977, Loss: 0.014 Epoch 73 Batch 417/538 - Train Accuracy: 0.980, Validation Accuracy: 0.975, Loss: 0.014 Epoch 73 Batch 418/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.022 Epoch 73 Batch 419/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.012 Epoch 73 Batch 420/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.019 Epoch 73 Batch 421/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.011 Epoch 73 Batch 422/538 - Train Accuracy: 0.982, Validation Accuracy: 0.971, Loss: 0.015 Epoch 73 Batch 423/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.015 Epoch 73 Batch 424/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.020 Epoch 73 Batch 425/538 - Train Accuracy: 0.965, Validation Accuracy: 0.974, Loss: 0.029 Epoch 73 Batch 426/538 - Train Accuracy: 0.986, Validation Accuracy: 0.972, Loss: 0.011 Epoch 73 Batch 427/538 - Train Accuracy: 0.971, Validation Accuracy: 0.975, Loss: 0.018 Epoch 73 Batch 428/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.011 Epoch 73 Batch 429/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.014 Epoch 73 Batch 430/538 - Train Accuracy: 0.970, Validation Accuracy: 0.974, Loss: 0.017 Epoch 73 Batch 431/538 - Train Accuracy: 0.974, Validation Accuracy: 0.974, Loss: 0.015 Epoch 73 Batch 432/538 - Train Accuracy: 0.970, Validation Accuracy: 0.974, Loss: 0.019 Epoch 73 Batch 433/538 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.040 Epoch 73 Batch 434/538 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.013 Epoch 73 Batch 435/538 - Train Accuracy: 0.977, Validation Accuracy: 0.963, Loss: 0.013 Epoch 73 Batch 436/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.016 Epoch 73 Batch 437/538 - Train Accuracy: 0.985, Validation Accuracy: 0.961, Loss: 0.016 Epoch 73 Batch 438/538 - Train Accuracy: 0.970, Validation Accuracy: 0.961, Loss: 0.012 Epoch 73 Batch 439/538 - Train Accuracy: 0.980, Validation Accuracy: 0.959, Loss: 0.016 Epoch 73 Batch 440/538 - Train Accuracy: 0.977, Validation Accuracy: 0.959, Loss: 0.014 Epoch 73 Batch 441/538 - Train Accuracy: 0.966, Validation Accuracy: 0.959, Loss: 0.021 Epoch 73 Batch 442/538 - Train Accuracy: 0.967, Validation Accuracy: 0.964, Loss: 0.017 Epoch 73 Batch 443/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.021 Epoch 73 Batch 444/538 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.013 Epoch 73 Batch 445/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.015 Epoch 73 Batch 446/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.013 Epoch 73 Batch 447/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.011 Epoch 73 Batch 448/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.019 Epoch 73 Batch 449/538 - Train Accuracy: 0.981, Validation Accuracy: 0.975, Loss: 0.020 Epoch 73 Batch 450/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.027 Epoch 73 Batch 451/538 - Train Accuracy: 0.965, Validation Accuracy: 0.969, Loss: 0.017 Epoch 73 Batch 452/538 - Train Accuracy: 0.981, Validation Accuracy: 0.964, Loss: 0.016 Epoch 73 Batch 453/538 - Train Accuracy: 0.970, Validation Accuracy: 0.964, Loss: 0.023 Epoch 73 Batch 454/538 - Train Accuracy: 0.977, Validation Accuracy: 0.964, Loss: 0.017 Epoch 73 Batch 455/538 - Train Accuracy: 0.981, Validation Accuracy: 0.963, Loss: 0.009 Epoch 73 Batch 456/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.035 Epoch 73 Batch 457/538 - Train Accuracy: 0.978, Validation Accuracy: 0.963, Loss: 0.010 Epoch 73 Batch 458/538 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.018 Epoch 73 Batch 459/538 - Train Accuracy: 0.981, Validation Accuracy: 0.966, Loss: 0.012 Epoch 73 Batch 460/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.014 Epoch 73 Batch 461/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.021 Epoch 73 Batch 462/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.016 Epoch 73 Batch 463/538 - Train Accuracy: 0.969, Validation Accuracy: 0.973, Loss: 0.017 Epoch 73 Batch 464/538 - Train Accuracy: 0.983, Validation Accuracy: 0.975, Loss: 0.011 Epoch 73 Batch 465/538 - Train Accuracy: 0.979, Validation Accuracy: 0.976, Loss: 0.011 Epoch 73 Batch 466/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.012 Epoch 73 Batch 467/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.019 Epoch 73 Batch 468/538 - Train Accuracy: 0.985, Validation Accuracy: 0.969, Loss: 0.022 Epoch 73 Batch 469/538 - Train Accuracy: 0.980, Validation Accuracy: 0.965, Loss: 0.018 Epoch 73 Batch 470/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.014 Epoch 73 Batch 471/538 - Train Accuracy: 0.984, Validation Accuracy: 0.963, Loss: 0.016 Epoch 73 Batch 472/538 - Train Accuracy: 0.983, Validation Accuracy: 0.959, Loss: 0.013 Epoch 73 Batch 473/538 - Train Accuracy: 0.985, Validation Accuracy: 0.959, Loss: 0.014 Epoch 73 Batch 474/538 - Train Accuracy: 0.981, Validation Accuracy: 0.962, Loss: 0.014 Epoch 73 Batch 475/538 - Train Accuracy: 0.982, Validation Accuracy: 0.962, Loss: 0.013 Epoch 73 Batch 476/538 - Train Accuracy: 0.976, Validation Accuracy: 0.962, Loss: 0.015 Epoch 73 Batch 477/538 - Train Accuracy: 0.968, Validation Accuracy: 0.962, Loss: 0.021 Epoch 73 Batch 478/538 - Train Accuracy: 0.982, Validation Accuracy: 0.962, Loss: 0.011 Epoch 73 Batch 479/538 - Train Accuracy: 0.972, Validation Accuracy: 0.960, Loss: 0.014 Epoch 73 Batch 480/538 - Train Accuracy: 0.977, Validation Accuracy: 0.960, Loss: 0.015 Epoch 73 Batch 481/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.018 Epoch 73 Batch 482/538 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.013 Epoch 73 Batch 483/538 - Train Accuracy: 0.965, Validation Accuracy: 0.964, Loss: 0.016 Epoch 73 Batch 484/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.019 Epoch 73 Batch 485/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.021 Epoch 73 Batch 486/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.009 Epoch 73 Batch 487/538 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.011 Epoch 73 Batch 488/538 - Train Accuracy: 0.985, Validation Accuracy: 0.973, Loss: 0.011 Epoch 73 Batch 489/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.014 Epoch 73 Batch 490/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.018 Epoch 73 Batch 491/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.018 Epoch 73 Batch 492/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.015 Epoch 73 Batch 493/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.018 Epoch 73 Batch 494/538 - Train Accuracy: 0.977, Validation Accuracy: 0.975, Loss: 0.018 Epoch 73 Batch 495/538 - Train Accuracy: 0.982, Validation Accuracy: 0.975, Loss: 0.012 Epoch 73 Batch 496/538 - Train Accuracy: 0.981, Validation Accuracy: 0.978, Loss: 0.010 Epoch 73 Batch 497/538 - Train Accuracy: 0.982, Validation Accuracy: 0.978, Loss: 0.016 Epoch 73 Batch 498/538 - Train Accuracy: 0.979, Validation Accuracy: 0.978, Loss: 0.012 Epoch 73 Batch 499/538 - Train Accuracy: 0.980, Validation Accuracy: 0.978, Loss: 0.015 Epoch 73 Batch 500/538 - Train Accuracy: 0.978, Validation Accuracy: 0.978, Loss: 0.013 Epoch 73 Batch 501/538 - Train Accuracy: 0.978, Validation Accuracy: 0.977, Loss: 0.017 Epoch 73 Batch 502/538 - Train Accuracy: 0.976, Validation Accuracy: 0.977, Loss: 0.010 Epoch 73 Batch 503/538 - Train Accuracy: 0.983, Validation Accuracy: 0.977, Loss: 0.015 Epoch 73 Batch 504/538 - Train Accuracy: 0.983, Validation Accuracy: 0.977, Loss: 0.010 Epoch 73 Batch 505/538 - Train Accuracy: 0.971, Validation Accuracy: 0.977, Loss: 0.015 Epoch 73 Batch 506/538 - Train Accuracy: 0.977, Validation Accuracy: 0.977, Loss: 0.011 Epoch 73 Batch 507/538 - Train Accuracy: 0.975, Validation Accuracy: 0.977, Loss: 0.015 Epoch 73 Batch 508/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.016 Epoch 73 Batch 509/538 - Train Accuracy: 0.982, Validation Accuracy: 0.978, Loss: 0.017 Epoch 73 Batch 510/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.012 Epoch 73 Batch 511/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.016 Epoch 73 Batch 512/538 - Train Accuracy: 0.970, Validation Accuracy: 0.973, Loss: 0.016 Epoch 73 Batch 513/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.016 Epoch 73 Batch 514/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.018 Epoch 73 Batch 515/538 - Train Accuracy: 0.970, Validation Accuracy: 0.974, Loss: 0.021 Epoch 73 Batch 516/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.018 Epoch 73 Batch 517/538 - Train Accuracy: 0.981, Validation Accuracy: 0.976, Loss: 0.015 Epoch 73 Batch 518/538 - Train Accuracy: 0.969, Validation Accuracy: 0.976, Loss: 0.020 Epoch 73 Batch 519/538 - Train Accuracy: 0.980, Validation Accuracy: 0.975, Loss: 0.013 Epoch 73 Batch 520/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.018 Epoch 73 Batch 521/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.018 Epoch 73 Batch 522/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.014 Epoch 73 Batch 523/538 - Train Accuracy: 0.981, Validation Accuracy: 0.974, Loss: 0.015 Epoch 73 Batch 524/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.015 Epoch 73 Batch 525/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.023 Epoch 73 Batch 526/538 - Train Accuracy: 0.968, Validation Accuracy: 0.977, Loss: 0.018 Epoch 73 Batch 527/538 - Train Accuracy: 0.979, Validation Accuracy: 0.977, Loss: 0.011 Epoch 73 Batch 528/538 - Train Accuracy: 0.978, Validation Accuracy: 0.977, Loss: 0.016 Epoch 73 Batch 529/538 - Train Accuracy: 0.975, Validation Accuracy: 0.977, Loss: 0.018 Epoch 73 Batch 530/538 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.016 Epoch 73 Batch 531/538 - Train Accuracy: 0.980, Validation Accuracy: 0.975, Loss: 0.016 Epoch 73 Batch 532/538 - Train Accuracy: 0.968, Validation Accuracy: 0.975, Loss: 0.016 Epoch 73 Batch 533/538 - Train Accuracy: 0.971, Validation Accuracy: 0.975, Loss: 0.018 Epoch 73 Batch 534/538 - Train Accuracy: 0.982, Validation Accuracy: 0.974, Loss: 0.008 Epoch 73 Batch 535/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.013 Epoch 73 Batch 536/538 - Train Accuracy: 0.983, Validation Accuracy: 0.969, Loss: 0.021 Epoch 74 Batch 0/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.013 Epoch 74 Batch 1/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.024 Epoch 74 Batch 2/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.016 Epoch 74 Batch 3/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.018 Epoch 74 Batch 4/538 - Train Accuracy: 0.982, Validation Accuracy: 0.969, Loss: 0.016 Epoch 74 Batch 5/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.016 Epoch 74 Batch 6/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.014 Epoch 74 Batch 7/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.018 Epoch 74 Batch 8/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.014 Epoch 74 Batch 9/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.014 Epoch 74 Batch 10/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.018 Epoch 74 Batch 11/538 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.015 Epoch 74 Batch 12/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.019 Epoch 74 Batch 13/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.019 Epoch 74 Batch 14/538 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.014 Epoch 74 Batch 15/538 - Train Accuracy: 0.968, Validation Accuracy: 0.971, Loss: 0.018 Epoch 74 Batch 16/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.014 Epoch 74 Batch 17/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.017 Epoch 74 Batch 18/538 - Train Accuracy: 0.983, Validation Accuracy: 0.969, Loss: 0.020 Epoch 74 Batch 19/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.015 Epoch 74 Batch 20/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.024 Epoch 74 Batch 21/538 - Train Accuracy: 0.980, Validation Accuracy: 0.966, Loss: 0.013 Epoch 74 Batch 22/538 - Train Accuracy: 0.967, Validation Accuracy: 0.968, Loss: 0.014 Epoch 74 Batch 23/538 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.020 Epoch 74 Batch 24/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.017 Epoch 74 Batch 25/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.019 Epoch 74 Batch 26/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.023 Epoch 74 Batch 27/538 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.012 Epoch 74 Batch 28/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.019 Epoch 74 Batch 29/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.013 Epoch 74 Batch 30/538 - Train Accuracy: 0.968, Validation Accuracy: 0.971, Loss: 0.019 Epoch 74 Batch 31/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.011 Epoch 74 Batch 32/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.016 Epoch 74 Batch 33/538 - Train Accuracy: 0.974, Validation Accuracy: 0.975, Loss: 0.018 Epoch 74 Batch 34/538 - Train Accuracy: 0.963, Validation Accuracy: 0.971, Loss: 0.023 Epoch 74 Batch 35/538 - Train Accuracy: 0.970, Validation Accuracy: 0.971, Loss: 0.014 Epoch 74 Batch 36/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.016 Epoch 74 Batch 37/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.021 Epoch 74 Batch 38/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.016 Epoch 74 Batch 39/538 - Train Accuracy: 0.982, Validation Accuracy: 0.968, Loss: 0.014 Epoch 74 Batch 40/538 - Train Accuracy: 0.980, Validation Accuracy: 0.968, Loss: 0.012 Epoch 74 Batch 41/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.014 Epoch 74 Batch 42/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.011 Epoch 74 Batch 43/538 - Train Accuracy: 0.966, Validation Accuracy: 0.970, Loss: 0.019 Epoch 74 Batch 44/538 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.011 Epoch 74 Batch 45/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.016 Epoch 74 Batch 46/538 - Train Accuracy: 0.980, Validation Accuracy: 0.975, Loss: 0.012 Epoch 74 Batch 47/538 - Train Accuracy: 0.976, Validation Accuracy: 0.975, Loss: 0.015 Epoch 74 Batch 48/538 - Train Accuracy: 0.971, Validation Accuracy: 0.979, Loss: 0.023 Epoch 74 Batch 49/538 - Train Accuracy: 0.973, Validation Accuracy: 0.976, Loss: 0.018 Epoch 74 Batch 50/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.014 Epoch 74 Batch 51/538 - Train Accuracy: 0.970, Validation Accuracy: 0.976, Loss: 0.024 Epoch 74 Batch 52/538 - Train Accuracy: 0.983, Validation Accuracy: 0.976, Loss: 0.013 Epoch 74 Batch 53/538 - Train Accuracy: 0.971, Validation Accuracy: 0.976, Loss: 0.013 Epoch 74 Batch 54/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.015 Epoch 74 Batch 55/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.016 Epoch 74 Batch 56/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.016 Epoch 74 Batch 57/538 - Train Accuracy: 0.967, Validation Accuracy: 0.974, Loss: 0.018 Epoch 74 Batch 58/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.015 Epoch 74 Batch 59/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.020 Epoch 74 Batch 60/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.018 Epoch 74 Batch 61/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.013 Epoch 74 Batch 62/538 - Train Accuracy: 0.970, Validation Accuracy: 0.974, Loss: 0.048 Epoch 74 Batch 63/538 - Train Accuracy: 0.975, Validation Accuracy: 0.976, Loss: 0.028 Epoch 74 Batch 64/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.016 Epoch 74 Batch 65/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.018 Epoch 74 Batch 66/538 - Train Accuracy: 0.981, Validation Accuracy: 0.974, Loss: 0.013 Epoch 74 Batch 67/538 - Train Accuracy: 0.986, Validation Accuracy: 0.974, Loss: 0.012 Epoch 74 Batch 68/538 - Train Accuracy: 0.974, Validation Accuracy: 0.976, Loss: 0.014 Epoch 74 Batch 69/538 - Train Accuracy: 0.981, Validation Accuracy: 0.976, Loss: 0.011 Epoch 74 Batch 70/538 - Train Accuracy: 0.973, Validation Accuracy: 0.976, Loss: 0.017 Epoch 74 Batch 71/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.025 Epoch 74 Batch 72/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.039 Epoch 74 Batch 73/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.025 Epoch 74 Batch 74/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.018 Epoch 74 Batch 75/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.019 Epoch 74 Batch 76/538 - Train Accuracy: 0.983, Validation Accuracy: 0.972, Loss: 0.022 Epoch 74 Batch 77/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.017 Epoch 74 Batch 78/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.018 Epoch 74 Batch 79/538 - Train Accuracy: 0.979, Validation Accuracy: 0.976, Loss: 0.012 Epoch 74 Batch 80/538 - Train Accuracy: 0.985, Validation Accuracy: 0.974, Loss: 0.014 Epoch 74 Batch 81/538 - Train Accuracy: 0.973, Validation Accuracy: 0.976, Loss: 0.020 Epoch 74 Batch 82/538 - Train Accuracy: 0.973, Validation Accuracy: 0.976, Loss: 0.012 Epoch 74 Batch 83/538 - Train Accuracy: 0.980, Validation Accuracy: 0.976, Loss: 0.014 Epoch 74 Batch 84/538 - Train Accuracy: 0.967, Validation Accuracy: 0.975, Loss: 0.023 Epoch 74 Batch 85/538 - Train Accuracy: 0.977, Validation Accuracy: 0.975, Loss: 0.015 Epoch 74 Batch 86/538 - Train Accuracy: 0.982, Validation Accuracy: 0.975, Loss: 0.013 Epoch 74 Batch 87/538 - Train Accuracy: 0.973, Validation Accuracy: 0.975, Loss: 0.022 Epoch 74 Batch 88/538 - Train Accuracy: 0.982, Validation Accuracy: 0.975, Loss: 0.014 Epoch 74 Batch 89/538 - Train Accuracy: 0.976, Validation Accuracy: 0.975, Loss: 0.018 Epoch 74 Batch 90/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.022 Epoch 74 Batch 91/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.015 Epoch 74 Batch 92/538 - Train Accuracy: 0.970, Validation Accuracy: 0.973, Loss: 0.014 Epoch 74 Batch 93/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.014 Epoch 74 Batch 94/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.012 Epoch 74 Batch 95/538 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.014 Epoch 74 Batch 96/538 - Train Accuracy: 0.974, Validation Accuracy: 0.980, Loss: 0.016 Epoch 74 Batch 97/538 - Train Accuracy: 0.975, Validation Accuracy: 0.980, Loss: 0.016 Epoch 74 Batch 98/538 - Train Accuracy: 0.976, Validation Accuracy: 0.980, Loss: 0.022 Epoch 74 Batch 99/538 - Train Accuracy: 0.978, Validation Accuracy: 0.981, Loss: 0.013 Epoch 74 Batch 100/538 - Train Accuracy: 0.982, Validation Accuracy: 0.983, Loss: 0.010 Epoch 74 Batch 101/538 - Train Accuracy: 0.978, Validation Accuracy: 0.983, Loss: 0.020 Epoch 74 Batch 102/538 - Train Accuracy: 0.975, Validation Accuracy: 0.982, Loss: 0.016 Epoch 74 Batch 103/538 - Train Accuracy: 0.978, Validation Accuracy: 0.982, Loss: 0.014 Epoch 74 Batch 104/538 - Train Accuracy: 0.981, Validation Accuracy: 0.982, Loss: 0.012 Epoch 74 Batch 105/538 - Train Accuracy: 0.980, Validation Accuracy: 0.982, Loss: 0.013 Epoch 74 Batch 106/538 - Train Accuracy: 0.980, Validation Accuracy: 0.982, Loss: 0.013 Epoch 74 Batch 107/538 - Train Accuracy: 0.979, Validation Accuracy: 0.982, Loss: 0.020 Epoch 74 Batch 108/538 - Train Accuracy: 0.978, Validation Accuracy: 0.982, Loss: 0.019 Epoch 74 Batch 109/538 - Train Accuracy: 0.978, Validation Accuracy: 0.982, Loss: 0.019 Epoch 74 Batch 110/538 - Train Accuracy: 0.977, Validation Accuracy: 0.982, Loss: 0.016 Epoch 74 Batch 111/538 - Train Accuracy: 0.969, Validation Accuracy: 0.982, Loss: 0.019 Epoch 74 Batch 112/538 - Train Accuracy: 0.976, Validation Accuracy: 0.980, Loss: 0.014 Epoch 74 Batch 113/538 - Train Accuracy: 0.962, Validation Accuracy: 0.980, Loss: 0.017 Epoch 74 Batch 114/538 - Train Accuracy: 0.981, Validation Accuracy: 0.980, Loss: 0.014 Epoch 74 Batch 115/538 - Train Accuracy: 0.981, Validation Accuracy: 0.980, Loss: 0.021 Epoch 74 Batch 116/538 - Train Accuracy: 0.973, Validation Accuracy: 0.978, Loss: 0.019 Epoch 74 Batch 117/538 - Train Accuracy: 0.978, Validation Accuracy: 0.978, Loss: 0.015 Epoch 74 Batch 118/538 - Train Accuracy: 0.973, Validation Accuracy: 0.978, Loss: 0.016 Epoch 74 Batch 119/538 - Train Accuracy: 0.982, Validation Accuracy: 0.981, Loss: 0.011 Epoch 74 Batch 120/538 - Train Accuracy: 0.976, Validation Accuracy: 0.979, Loss: 0.017 Epoch 74 Batch 121/538 - Train Accuracy: 0.970, Validation Accuracy: 0.981, Loss: 0.019 Epoch 74 Batch 122/538 - Train Accuracy: 0.972, Validation Accuracy: 0.981, Loss: 0.016 Epoch 74 Batch 123/538 - Train Accuracy: 0.979, Validation Accuracy: 0.981, Loss: 0.018 Epoch 74 Batch 124/538 - Train Accuracy: 0.981, Validation Accuracy: 0.981, Loss: 0.017 Epoch 74 Batch 125/538 - Train Accuracy: 0.972, Validation Accuracy: 0.981, Loss: 0.022 Epoch 74 Batch 126/538 - Train Accuracy: 0.969, Validation Accuracy: 0.981, Loss: 0.019 Epoch 74 Batch 127/538 - Train Accuracy: 0.972, Validation Accuracy: 0.981, Loss: 0.022 Epoch 74 Batch 128/538 - Train Accuracy: 0.979, Validation Accuracy: 0.981, Loss: 0.014 Epoch 74 Batch 129/538 - Train Accuracy: 0.983, Validation Accuracy: 0.981, Loss: 0.014 Epoch 74 Batch 130/538 - Train Accuracy: 0.977, Validation Accuracy: 0.981, Loss: 0.014 Epoch 74 Batch 131/538 - Train Accuracy: 0.980, Validation Accuracy: 0.983, Loss: 0.016 Epoch 74 Batch 132/538 - Train Accuracy: 0.978, Validation Accuracy: 0.983, Loss: 0.012 Epoch 74 Batch 133/538 - Train Accuracy: 0.970, Validation Accuracy: 0.981, Loss: 0.015 Epoch 74 Batch 134/538 - Train Accuracy: 0.975, Validation Accuracy: 0.980, Loss: 0.024 Epoch 74 Batch 135/538 - Train Accuracy: 0.975, Validation Accuracy: 0.975, Loss: 0.024 Epoch 74 Batch 136/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.013 Epoch 74 Batch 137/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.019 Epoch 74 Batch 138/538 - Train Accuracy: 0.963, Validation Accuracy: 0.973, Loss: 0.015 Epoch 74 Batch 139/538 - Train Accuracy: 0.981, Validation Accuracy: 0.973, Loss: 0.017 Epoch 74 Batch 140/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.028 Epoch 74 Batch 141/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.018 Epoch 74 Batch 142/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.016 Epoch 74 Batch 143/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.028 Epoch 74 Batch 144/538 - Train Accuracy: 0.983, Validation Accuracy: 0.977, Loss: 0.020 Epoch 74 Batch 145/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.023 Epoch 74 Batch 146/538 - Train Accuracy: 0.978, Validation Accuracy: 0.975, Loss: 0.020 Epoch 74 Batch 147/538 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.015 Epoch 74 Batch 148/538 - Train Accuracy: 0.971, Validation Accuracy: 0.975, Loss: 0.020 Epoch 74 Batch 149/538 - Train Accuracy: 0.977, Validation Accuracy: 0.975, Loss: 0.015 Epoch 74 Batch 150/538 - Train Accuracy: 0.981, Validation Accuracy: 0.977, Loss: 0.019 Epoch 74 Batch 151/538 - Train Accuracy: 0.967, Validation Accuracy: 0.977, Loss: 0.017 Epoch 74 Batch 152/538 - Train Accuracy: 0.973, Validation Accuracy: 0.977, Loss: 0.021 Epoch 74 Batch 153/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.013 Epoch 74 Batch 154/538 - Train Accuracy: 0.982, Validation Accuracy: 0.968, Loss: 0.011 Epoch 74 Batch 155/538 - Train Accuracy: 0.979, Validation Accuracy: 0.966, Loss: 0.017 Epoch 74 Batch 156/538 - Train Accuracy: 0.979, Validation Accuracy: 0.965, Loss: 0.013 Epoch 74 Batch 157/538 - Train Accuracy: 0.976, Validation Accuracy: 0.964, Loss: 0.015 Epoch 74 Batch 158/538 - Train Accuracy: 0.982, Validation Accuracy: 0.964, Loss: 0.020 Epoch 74 Batch 159/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.018 Epoch 74 Batch 160/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.015 Epoch 74 Batch 161/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.020 Epoch 74 Batch 162/538 - Train Accuracy: 0.982, Validation Accuracy: 0.971, Loss: 0.017 Epoch 74 Batch 163/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.019 Epoch 74 Batch 164/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.015 Epoch 74 Batch 165/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.011 Epoch 74 Batch 166/538 - Train Accuracy: 0.983, Validation Accuracy: 0.969, Loss: 0.017 Epoch 74 Batch 167/538 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.023 Epoch 74 Batch 168/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.023 Epoch 74 Batch 169/538 - Train Accuracy: 0.984, Validation Accuracy: 0.971, Loss: 0.014 Epoch 74 Batch 170/538 - Train Accuracy: 0.965, Validation Accuracy: 0.974, Loss: 0.017 Epoch 74 Batch 171/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.017 Epoch 74 Batch 172/538 - Train Accuracy: 0.983, Validation Accuracy: 0.969, Loss: 0.014 Epoch 74 Batch 173/538 - Train Accuracy: 0.982, Validation Accuracy: 0.970, Loss: 0.014 Epoch 74 Batch 174/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.014 Epoch 74 Batch 175/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.013 Epoch 74 Batch 176/538 - Train Accuracy: 0.979, Validation Accuracy: 0.965, Loss: 0.014 Epoch 74 Batch 177/538 - Train Accuracy: 0.978, Validation Accuracy: 0.964, Loss: 0.012 Epoch 74 Batch 178/538 - Train Accuracy: 0.981, Validation Accuracy: 0.964, Loss: 0.014 Epoch 74 Batch 179/538 - Train Accuracy: 0.977, Validation Accuracy: 0.964, Loss: 0.014 Epoch 74 Batch 180/538 - Train Accuracy: 0.977, Validation Accuracy: 0.964, Loss: 0.015 Epoch 74 Batch 181/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.015 Epoch 74 Batch 182/538 - Train Accuracy: 0.979, Validation Accuracy: 0.964, Loss: 0.013 Epoch 74 Batch 183/538 - Train Accuracy: 0.981, Validation Accuracy: 0.960, Loss: 0.012 Epoch 74 Batch 184/538 - Train Accuracy: 0.977, Validation Accuracy: 0.960, Loss: 0.014 Epoch 74 Batch 185/538 - Train Accuracy: 0.977, Validation Accuracy: 0.960, Loss: 0.012 Epoch 74 Batch 186/538 - Train Accuracy: 0.979, Validation Accuracy: 0.960, Loss: 0.013 Epoch 74 Batch 187/538 - Train Accuracy: 0.973, Validation Accuracy: 0.962, Loss: 0.017 Epoch 74 Batch 188/538 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.014 Epoch 74 Batch 189/538 - Train Accuracy: 0.980, Validation Accuracy: 0.962, Loss: 0.022 Epoch 74 Batch 190/538 - Train Accuracy: 0.969, Validation Accuracy: 0.962, Loss: 0.021 Epoch 74 Batch 191/538 - Train Accuracy: 0.981, Validation Accuracy: 0.962, Loss: 0.016 Epoch 74 Batch 192/538 - Train Accuracy: 0.982, Validation Accuracy: 0.962, Loss: 0.014 Epoch 74 Batch 193/538 - Train Accuracy: 0.974, Validation Accuracy: 0.962, Loss: 0.016 Epoch 74 Batch 194/538 - Train Accuracy: 0.968, Validation Accuracy: 0.962, Loss: 0.022 Epoch 74 Batch 195/538 - Train Accuracy: 0.982, Validation Accuracy: 0.961, Loss: 0.022 Epoch 74 Batch 196/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.017 Epoch 74 Batch 197/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.017 Epoch 74 Batch 198/538 - Train Accuracy: 0.982, Validation Accuracy: 0.964, Loss: 0.014 Epoch 74 Batch 199/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.015 Epoch 74 Batch 200/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.011 Epoch 74 Batch 201/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.025 Epoch 74 Batch 202/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.014 Epoch 74 Batch 203/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.018 Epoch 74 Batch 204/538 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.024 Epoch 74 Batch 205/538 - Train Accuracy: 0.982, Validation Accuracy: 0.962, Loss: 0.017 Epoch 74 Batch 206/538 - Train Accuracy: 0.972, Validation Accuracy: 0.962, Loss: 0.019 Epoch 74 Batch 207/538 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.021 Epoch 74 Batch 208/538 - Train Accuracy: 0.980, Validation Accuracy: 0.967, Loss: 0.018 Epoch 74 Batch 209/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.015 Epoch 74 Batch 210/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.014 Epoch 74 Batch 211/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.022 Epoch 74 Batch 212/538 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.016 Epoch 74 Batch 213/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.016 Epoch 74 Batch 214/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.014 Epoch 74 Batch 215/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.019 Epoch 74 Batch 216/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.016 Epoch 74 Batch 217/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.024 Epoch 74 Batch 218/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.013 Epoch 74 Batch 219/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.015 Epoch 74 Batch 220/538 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.017 Epoch 74 Batch 221/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.012 Epoch 74 Batch 222/538 - Train Accuracy: 0.982, Validation Accuracy: 0.970, Loss: 0.013 Epoch 74 Batch 223/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.016 Epoch 74 Batch 224/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.017 Epoch 74 Batch 225/538 - Train Accuracy: 0.982, Validation Accuracy: 0.970, Loss: 0.017 Epoch 74 Batch 226/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.018 Epoch 74 Batch 227/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.017 Epoch 74 Batch 228/538 - Train Accuracy: 0.968, Validation Accuracy: 0.974, Loss: 0.016 Epoch 74 Batch 229/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.016 Epoch 74 Batch 230/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.017 Epoch 74 Batch 231/538 - Train Accuracy: 0.974, Validation Accuracy: 0.974, Loss: 0.017 Epoch 74 Batch 232/538 - Train Accuracy: 0.977, Validation Accuracy: 0.977, Loss: 0.018 Epoch 74 Batch 233/538 - Train Accuracy: 0.972, Validation Accuracy: 0.977, Loss: 0.022 Epoch 74 Batch 234/538 - Train Accuracy: 0.973, Validation Accuracy: 0.976, Loss: 0.015 Epoch 74 Batch 235/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.014 Epoch 74 Batch 236/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.012 Epoch 74 Batch 237/538 - Train Accuracy: 0.984, Validation Accuracy: 0.967, Loss: 0.015 Epoch 74 Batch 238/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.018 Epoch 74 Batch 239/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.017 Epoch 74 Batch 240/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.016 Epoch 74 Batch 241/538 - Train Accuracy: 0.964, Validation Accuracy: 0.969, Loss: 0.018 Epoch 74 Batch 242/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.013 Epoch 74 Batch 243/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.017 Epoch 74 Batch 244/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.012 Epoch 74 Batch 245/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.022 Epoch 74 Batch 246/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.015 Epoch 74 Batch 247/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.014 Epoch 74 Batch 248/538 - Train Accuracy: 0.968, Validation Accuracy: 0.974, Loss: 0.018 Epoch 74 Batch 249/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.014 Epoch 74 Batch 250/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.017 Epoch 74 Batch 251/538 - Train Accuracy: 0.981, Validation Accuracy: 0.973, Loss: 0.011 Epoch 74 Batch 252/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.016 Epoch 74 Batch 253/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.014 Epoch 74 Batch 254/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.017 Epoch 74 Batch 255/538 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.017 Epoch 74 Batch 256/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.016 Epoch 74 Batch 257/538 - Train Accuracy: 0.982, Validation Accuracy: 0.968, Loss: 0.015 Epoch 74 Batch 258/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.016 Epoch 74 Batch 259/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.017 Epoch 74 Batch 260/538 - Train Accuracy: 0.965, Validation Accuracy: 0.969, Loss: 0.018 Epoch 74 Batch 261/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.017 Epoch 74 Batch 262/538 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.018 Epoch 74 Batch 263/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.019 Epoch 74 Batch 264/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.018 Epoch 74 Batch 265/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.020 Epoch 74 Batch 266/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.014 Epoch 74 Batch 267/538 - Train Accuracy: 0.969, Validation Accuracy: 0.975, Loss: 0.025 Epoch 74 Batch 268/538 - Train Accuracy: 0.975, Validation Accuracy: 0.975, Loss: 0.014 Epoch 74 Batch 269/538 - Train Accuracy: 0.982, Validation Accuracy: 0.975, Loss: 0.014 Epoch 74 Batch 270/538 - Train Accuracy: 0.974, Validation Accuracy: 0.976, Loss: 0.016 Epoch 74 Batch 271/538 - Train Accuracy: 0.978, Validation Accuracy: 0.976, Loss: 0.011 Epoch 74 Batch 272/538 - Train Accuracy: 0.974, Validation Accuracy: 0.975, Loss: 0.017 Epoch 74 Batch 273/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.018 Epoch 74 Batch 274/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.017 Epoch 74 Batch 275/538 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.017 Epoch 74 Batch 276/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.020 Epoch 74 Batch 277/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.015 Epoch 74 Batch 278/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.014 Epoch 74 Batch 279/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.014 Epoch 74 Batch 280/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.013 Epoch 74 Batch 281/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.028 Epoch 74 Batch 282/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.018 Epoch 74 Batch 283/538 - Train Accuracy: 0.983, Validation Accuracy: 0.969, Loss: 0.015 Epoch 74 Batch 284/538 - Train Accuracy: 0.972, Validation Accuracy: 0.962, Loss: 0.019 Epoch 74 Batch 285/538 - Train Accuracy: 0.975, Validation Accuracy: 0.960, Loss: 0.011 Epoch 74 Batch 286/538 - Train Accuracy: 0.973, Validation Accuracy: 0.960, Loss: 0.017 Epoch 74 Batch 287/538 - Train Accuracy: 0.973, Validation Accuracy: 0.962, Loss: 0.013 Epoch 74 Batch 288/538 - Train Accuracy: 0.967, Validation Accuracy: 0.965, Loss: 0.019 Epoch 74 Batch 289/538 - Train Accuracy: 0.985, Validation Accuracy: 0.970, Loss: 0.011 Epoch 74 Batch 290/538 - Train Accuracy: 0.982, Validation Accuracy: 0.970, Loss: 0.015 Epoch 74 Batch 291/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.018 Epoch 74 Batch 292/538 - Train Accuracy: 0.983, Validation Accuracy: 0.970, Loss: 0.012 Epoch 74 Batch 293/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.018 Epoch 74 Batch 294/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.015 Epoch 74 Batch 295/538 - Train Accuracy: 0.982, Validation Accuracy: 0.974, Loss: 0.017 Epoch 74 Batch 296/538 - Train Accuracy: 0.968, Validation Accuracy: 0.974, Loss: 0.026 Epoch 74 Batch 297/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.016 Epoch 74 Batch 298/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.017 Epoch 74 Batch 299/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.023 Epoch 74 Batch 300/538 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.013 Epoch 74 Batch 301/538 - Train Accuracy: 0.978, Validation Accuracy: 0.977, Loss: 0.018 Epoch 74 Batch 302/538 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.017 Epoch 74 Batch 303/538 - Train Accuracy: 0.985, Validation Accuracy: 0.968, Loss: 0.016 Epoch 74 Batch 304/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.019 Epoch 74 Batch 305/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.012 Epoch 74 Batch 306/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.017 Epoch 74 Batch 307/538 - Train Accuracy: 0.982, Validation Accuracy: 0.964, Loss: 0.015 Epoch 74 Batch 308/538 - Train Accuracy: 0.976, Validation Accuracy: 0.964, Loss: 0.018 Epoch 74 Batch 309/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.016 Epoch 74 Batch 310/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.023 Epoch 74 Batch 311/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.016 Epoch 74 Batch 312/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.016 Epoch 74 Batch 313/538 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.015 Epoch 74 Batch 314/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.013 Epoch 74 Batch 315/538 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.015 Epoch 74 Batch 316/538 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.013 Epoch 74 Batch 317/538 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.014 Epoch 74 Batch 318/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.017 Epoch 74 Batch 319/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.017 Epoch 74 Batch 320/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.017 Epoch 74 Batch 321/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.014 Epoch 74 Batch 322/538 - Train Accuracy: 0.984, Validation Accuracy: 0.969, Loss: 0.015 Epoch 74 Batch 323/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.016 Epoch 74 Batch 324/538 - Train Accuracy: 0.979, Validation Accuracy: 0.967, Loss: 0.017 Epoch 74 Batch 325/538 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.014 Epoch 74 Batch 326/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.017 Epoch 74 Batch 327/538 - Train Accuracy: 0.986, Validation Accuracy: 0.972, Loss: 0.013 Epoch 74 Batch 328/538 - Train Accuracy: 0.983, Validation Accuracy: 0.972, Loss: 0.020 Epoch 74 Batch 329/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.020 Epoch 74 Batch 330/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.013 Epoch 74 Batch 331/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.015 Epoch 74 Batch 332/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.019 Epoch 74 Batch 333/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.012 Epoch 74 Batch 334/538 - Train Accuracy: 0.984, Validation Accuracy: 0.969, Loss: 0.012 Epoch 74 Batch 335/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.016 Epoch 74 Batch 336/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.015 Epoch 74 Batch 337/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.017 Epoch 74 Batch 338/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.016 Epoch 74 Batch 339/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.014 Epoch 74 Batch 340/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.015 Epoch 74 Batch 341/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.014 Epoch 74 Batch 342/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.018 Epoch 74 Batch 343/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.015 Epoch 74 Batch 344/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.013 Epoch 74 Batch 345/538 - Train Accuracy: 0.983, Validation Accuracy: 0.974, Loss: 0.016 Epoch 74 Batch 346/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.016 Epoch 74 Batch 347/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.019 Epoch 74 Batch 348/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.015 Epoch 74 Batch 349/538 - Train Accuracy: 0.983, Validation Accuracy: 0.972, Loss: 0.011 Epoch 74 Batch 350/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.019 Epoch 74 Batch 351/538 - Train Accuracy: 0.963, Validation Accuracy: 0.972, Loss: 0.025 Epoch 74 Batch 352/538 - Train Accuracy: 0.969, Validation Accuracy: 0.973, Loss: 0.029 Epoch 74 Batch 353/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.016 Epoch 74 Batch 354/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.015 Epoch 74 Batch 355/538 - Train Accuracy: 0.981, Validation Accuracy: 0.973, Loss: 0.017 Epoch 74 Batch 356/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.011 Epoch 74 Batch 357/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.018 Epoch 74 Batch 358/538 - Train Accuracy: 0.984, Validation Accuracy: 0.972, Loss: 0.013 Epoch 74 Batch 359/538 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.015 Epoch 74 Batch 360/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.017 Epoch 74 Batch 361/538 - Train Accuracy: 0.984, Validation Accuracy: 0.972, Loss: 0.015 Epoch 74 Batch 362/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.014 Epoch 74 Batch 363/538 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.021 Epoch 74 Batch 364/538 - Train Accuracy: 0.969, Validation Accuracy: 0.971, Loss: 0.026 Epoch 74 Batch 365/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.013 Epoch 74 Batch 366/538 - Train Accuracy: 0.983, Validation Accuracy: 0.971, Loss: 0.016 Epoch 74 Batch 367/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.011 Epoch 74 Batch 368/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.017 Epoch 74 Batch 369/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.016 Epoch 74 Batch 370/538 - Train Accuracy: 0.968, Validation Accuracy: 0.967, Loss: 0.020 Epoch 74 Batch 371/538 - Train Accuracy: 0.983, Validation Accuracy: 0.967, Loss: 0.018 Epoch 74 Batch 372/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.015 Epoch 74 Batch 373/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.014 Epoch 74 Batch 374/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.018 Epoch 74 Batch 375/538 - Train Accuracy: 0.978, Validation Accuracy: 0.976, Loss: 0.015 Epoch 74 Batch 376/538 - Train Accuracy: 0.978, Validation Accuracy: 0.976, Loss: 0.015 Epoch 74 Batch 377/538 - Train Accuracy: 0.982, Validation Accuracy: 0.977, Loss: 0.019 Epoch 74 Batch 378/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.011 Epoch 74 Batch 379/538 - Train Accuracy: 0.981, Validation Accuracy: 0.973, Loss: 0.017 Epoch 74 Batch 380/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.011 Epoch 74 Batch 381/538 - Train Accuracy: 0.982, Validation Accuracy: 0.970, Loss: 0.015 Epoch 74 Batch 382/538 - Train Accuracy: 0.968, Validation Accuracy: 0.972, Loss: 0.018 Epoch 74 Batch 383/538 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.015 Epoch 74 Batch 384/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.016 Epoch 74 Batch 385/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.012 Epoch 74 Batch 386/538 - Train Accuracy: 0.983, Validation Accuracy: 0.972, Loss: 0.014 Epoch 74 Batch 387/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.013 Epoch 74 Batch 388/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.011 Epoch 74 Batch 389/538 - Train Accuracy: 0.970, Validation Accuracy: 0.973, Loss: 0.022 Epoch 74 Batch 390/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.012 Epoch 74 Batch 391/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.015 Epoch 74 Batch 392/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.013 Epoch 74 Batch 393/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.014 Epoch 74 Batch 394/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.016 Epoch 74 Batch 395/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.017 Epoch 74 Batch 396/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.014 Epoch 74 Batch 397/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.017 Epoch 74 Batch 398/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.013 Epoch 74 Batch 399/538 - Train Accuracy: 0.974, Validation Accuracy: 0.974, Loss: 0.016 Epoch 74 Batch 400/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.017 Epoch 74 Batch 401/538 - Train Accuracy: 0.983, Validation Accuracy: 0.972, Loss: 0.011 Epoch 74 Batch 402/538 - Train Accuracy: 0.984, Validation Accuracy: 0.971, Loss: 0.015 Epoch 74 Batch 403/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.019 Epoch 74 Batch 404/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.021 Epoch 74 Batch 405/538 - Train Accuracy: 0.969, Validation Accuracy: 0.974, Loss: 0.018 Epoch 74 Batch 406/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.012 Epoch 74 Batch 407/538 - Train Accuracy: 0.983, Validation Accuracy: 0.974, Loss: 0.021 Epoch 74 Batch 408/538 - Train Accuracy: 0.971, Validation Accuracy: 0.974, Loss: 0.018 Epoch 74 Batch 409/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.015 Epoch 74 Batch 410/538 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.012 Epoch 74 Batch 411/538 - Train Accuracy: 0.978, Validation Accuracy: 0.975, Loss: 0.017 Epoch 74 Batch 412/538 - Train Accuracy: 0.980, Validation Accuracy: 0.975, Loss: 0.012 Epoch 74 Batch 413/538 - Train Accuracy: 0.978, Validation Accuracy: 0.977, Loss: 0.011 Epoch 74 Batch 414/538 - Train Accuracy: 0.977, Validation Accuracy: 0.977, Loss: 0.020 Epoch 74 Batch 415/538 - Train Accuracy: 0.971, Validation Accuracy: 0.977, Loss: 0.013 Epoch 74 Batch 416/538 - Train Accuracy: 0.986, Validation Accuracy: 0.977, Loss: 0.017 Epoch 74 Batch 417/538 - Train Accuracy: 0.975, Validation Accuracy: 0.978, Loss: 0.013 Epoch 74 Batch 418/538 - Train Accuracy: 0.977, Validation Accuracy: 0.980, Loss: 0.022 Epoch 74 Batch 419/538 - Train Accuracy: 0.977, Validation Accuracy: 0.980, Loss: 0.015 Epoch 74 Batch 420/538 - Train Accuracy: 0.977, Validation Accuracy: 0.978, Loss: 0.017 Epoch 74 Batch 421/538 - Train Accuracy: 0.978, Validation Accuracy: 0.980, Loss: 0.013 Epoch 74 Batch 422/538 - Train Accuracy: 0.983, Validation Accuracy: 0.980, Loss: 0.015 Epoch 74 Batch 423/538 - Train Accuracy: 0.982, Validation Accuracy: 0.980, Loss: 0.015 Epoch 74 Batch 424/538 - Train Accuracy: 0.977, Validation Accuracy: 0.977, Loss: 0.021 Epoch 74 Batch 425/538 - Train Accuracy: 0.971, Validation Accuracy: 0.977, Loss: 0.026 Epoch 74 Batch 426/538 - Train Accuracy: 0.986, Validation Accuracy: 0.977, Loss: 0.014 Epoch 74 Batch 427/538 - Train Accuracy: 0.970, Validation Accuracy: 0.978, Loss: 0.017 Epoch 74 Batch 428/538 - Train Accuracy: 0.976, Validation Accuracy: 0.978, Loss: 0.018 Epoch 74 Batch 429/538 - Train Accuracy: 0.981, Validation Accuracy: 0.978, Loss: 0.015 Epoch 74 Batch 430/538 - Train Accuracy: 0.973, Validation Accuracy: 0.978, Loss: 0.018 Epoch 74 Batch 431/538 - Train Accuracy: 0.979, Validation Accuracy: 0.977, Loss: 0.013 Epoch 74 Batch 432/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.018 Epoch 74 Batch 433/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.032 Epoch 74 Batch 434/538 - Train Accuracy: 0.982, Validation Accuracy: 0.971, Loss: 0.013 Epoch 74 Batch 435/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.011 Epoch 74 Batch 436/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.016 Epoch 74 Batch 437/538 - Train Accuracy: 0.985, Validation Accuracy: 0.974, Loss: 0.014 Epoch 74 Batch 438/538 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.011 Epoch 74 Batch 439/538 - Train Accuracy: 0.984, Validation Accuracy: 0.971, Loss: 0.015 Epoch 74 Batch 440/538 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.016 Epoch 74 Batch 441/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.016 Epoch 74 Batch 442/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.018 Epoch 74 Batch 443/538 - Train Accuracy: 0.967, Validation Accuracy: 0.971, Loss: 0.018 Epoch 74 Batch 444/538 - Train Accuracy: 0.983, Validation Accuracy: 0.973, Loss: 0.011 Epoch 74 Batch 445/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.012 Epoch 74 Batch 446/538 - Train Accuracy: 0.980, Validation Accuracy: 0.968, Loss: 0.015 Epoch 74 Batch 447/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.014 Epoch 74 Batch 448/538 - Train Accuracy: 0.981, Validation Accuracy: 0.968, Loss: 0.012 Epoch 74 Batch 449/538 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.016 Epoch 74 Batch 450/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.022 Epoch 74 Batch 451/538 - Train Accuracy: 0.964, Validation Accuracy: 0.966, Loss: 0.014 Epoch 74 Batch 452/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.013 Epoch 74 Batch 453/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.016 Epoch 74 Batch 454/538 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.019 Epoch 74 Batch 455/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.019 Epoch 74 Batch 456/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.030 Epoch 74 Batch 457/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.010 Epoch 74 Batch 458/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.018 Epoch 74 Batch 459/538 - Train Accuracy: 0.981, Validation Accuracy: 0.968, Loss: 0.013 Epoch 74 Batch 460/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.014 Epoch 74 Batch 461/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.012 Epoch 74 Batch 462/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.019 Epoch 74 Batch 463/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.016 Epoch 74 Batch 464/538 - Train Accuracy: 0.982, Validation Accuracy: 0.970, Loss: 0.012 Epoch 74 Batch 465/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.016 Epoch 74 Batch 466/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.018 Epoch 74 Batch 467/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.017 Epoch 74 Batch 468/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.022 Epoch 74 Batch 469/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.021 Epoch 74 Batch 470/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.017 Epoch 74 Batch 471/538 - Train Accuracy: 0.984, Validation Accuracy: 0.971, Loss: 0.013 Epoch 74 Batch 472/538 - Train Accuracy: 0.985, Validation Accuracy: 0.971, Loss: 0.014 Epoch 74 Batch 473/538 - Train Accuracy: 0.983, Validation Accuracy: 0.969, Loss: 0.024 Epoch 74 Batch 474/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.018 Epoch 74 Batch 475/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.014 Epoch 74 Batch 476/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.012 Epoch 74 Batch 477/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.020 Epoch 74 Batch 478/538 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.012 Epoch 74 Batch 479/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.017 Epoch 74 Batch 480/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.013 Epoch 74 Batch 481/538 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.021 Epoch 74 Batch 482/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.016 Epoch 74 Batch 483/538 - Train Accuracy: 0.970, Validation Accuracy: 0.974, Loss: 0.016 Epoch 74 Batch 484/538 - Train Accuracy: 0.971, Validation Accuracy: 0.974, Loss: 0.022 Epoch 74 Batch 485/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.027 Epoch 74 Batch 486/538 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.010 Epoch 74 Batch 487/538 - Train Accuracy: 0.983, Validation Accuracy: 0.967, Loss: 0.012 Epoch 74 Batch 488/538 - Train Accuracy: 0.987, Validation Accuracy: 0.967, Loss: 0.013 Epoch 74 Batch 489/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.016 Epoch 74 Batch 490/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.015 Epoch 74 Batch 491/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.015 Epoch 74 Batch 492/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.014 Epoch 74 Batch 493/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.019 Epoch 74 Batch 494/538 - Train Accuracy: 0.983, Validation Accuracy: 0.969, Loss: 0.014 Epoch 74 Batch 495/538 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.017 Epoch 74 Batch 496/538 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.012 Epoch 74 Batch 497/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.018 Epoch 74 Batch 498/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.016 Epoch 74 Batch 499/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.020 Epoch 74 Batch 500/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.011 Epoch 74 Batch 501/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.018 Epoch 74 Batch 502/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.011 Epoch 74 Batch 503/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.014 Epoch 74 Batch 504/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.012 Epoch 74 Batch 505/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.011 Epoch 74 Batch 506/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.015 Epoch 74 Batch 507/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.015 Epoch 74 Batch 508/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.016 Epoch 74 Batch 509/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.018 Epoch 74 Batch 510/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.014 Epoch 74 Batch 511/538 - Train Accuracy: 0.980, Validation Accuracy: 0.968, Loss: 0.020 Epoch 74 Batch 512/538 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.018 Epoch 74 Batch 513/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.013 Epoch 74 Batch 514/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.014 Epoch 74 Batch 515/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.017 Epoch 74 Batch 516/538 - Train Accuracy: 0.971, Validation Accuracy: 0.975, Loss: 0.013 Epoch 74 Batch 517/538 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.013 Epoch 74 Batch 518/538 - Train Accuracy: 0.969, Validation Accuracy: 0.973, Loss: 0.016 Epoch 74 Batch 519/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.014 Epoch 74 Batch 520/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.019 Epoch 74 Batch 521/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.020 Epoch 74 Batch 522/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.013 Epoch 74 Batch 523/538 - Train Accuracy: 0.982, Validation Accuracy: 0.968, Loss: 0.021 Epoch 74 Batch 524/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.012 Epoch 74 Batch 525/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.022 Epoch 74 Batch 526/538 - Train Accuracy: 0.964, Validation Accuracy: 0.971, Loss: 0.019 Epoch 74 Batch 527/538 - Train Accuracy: 0.981, Validation Accuracy: 0.973, Loss: 0.017 Epoch 74 Batch 528/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.017 Epoch 74 Batch 529/538 - Train Accuracy: 0.974, Validation Accuracy: 0.975, Loss: 0.014 Epoch 74 Batch 530/538 - Train Accuracy: 0.978, Validation Accuracy: 0.975, Loss: 0.018 Epoch 74 Batch 531/538 - Train Accuracy: 0.983, Validation Accuracy: 0.974, Loss: 0.017 Epoch 74 Batch 532/538 - Train Accuracy: 0.967, Validation Accuracy: 0.974, Loss: 0.013 Epoch 74 Batch 533/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.012 Epoch 74 Batch 534/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.011 Epoch 74 Batch 535/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.016 Epoch 74 Batch 536/538 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.025 Epoch 75 Batch 0/538 - Train Accuracy: 0.980, Validation Accuracy: 0.967, Loss: 0.011 Epoch 75 Batch 1/538 - Train Accuracy: 0.980, Validation Accuracy: 0.967, Loss: 0.020 Epoch 75 Batch 2/538 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.017 Epoch 75 Batch 3/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.014 Epoch 75 Batch 4/538 - Train Accuracy: 0.982, Validation Accuracy: 0.967, Loss: 0.018 Epoch 75 Batch 5/538 - Train Accuracy: 0.977, Validation Accuracy: 0.964, Loss: 0.013 Epoch 75 Batch 6/538 - Train Accuracy: 0.982, Validation Accuracy: 0.964, Loss: 0.013 Epoch 75 Batch 7/538 - Train Accuracy: 0.980, Validation Accuracy: 0.968, Loss: 0.015 Epoch 75 Batch 8/538 - Train Accuracy: 0.979, Validation Accuracy: 0.966, Loss: 0.016 Epoch 75 Batch 9/538 - Train Accuracy: 0.980, Validation Accuracy: 0.966, Loss: 0.012 Epoch 75 Batch 10/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.014 Epoch 75 Batch 11/538 - Train Accuracy: 0.982, Validation Accuracy: 0.968, Loss: 0.017 Epoch 75 Batch 12/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.015 Epoch 75 Batch 13/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.016 Epoch 75 Batch 14/538 - Train Accuracy: 0.978, Validation Accuracy: 0.966, Loss: 0.012 Epoch 75 Batch 15/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.022 Epoch 75 Batch 16/538 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.015 Epoch 75 Batch 17/538 - Train Accuracy: 0.978, Validation Accuracy: 0.967, Loss: 0.012 Epoch 75 Batch 18/538 - Train Accuracy: 0.983, Validation Accuracy: 0.967, Loss: 0.019 Epoch 75 Batch 19/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.019 Epoch 75 Batch 20/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.016 Epoch 75 Batch 21/538 - Train Accuracy: 0.985, Validation Accuracy: 0.967, Loss: 0.009 Epoch 75 Batch 22/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.017 Epoch 75 Batch 23/538 - Train Accuracy: 0.979, Validation Accuracy: 0.965, Loss: 0.020 Epoch 75 Batch 24/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.019 Epoch 75 Batch 25/538 - Train Accuracy: 0.978, Validation Accuracy: 0.965, Loss: 0.017 Epoch 75 Batch 26/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.028 Epoch 75 Batch 27/538 - Train Accuracy: 0.981, Validation Accuracy: 0.968, Loss: 0.012 Epoch 75 Batch 28/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.016 Epoch 75 Batch 29/538 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.013 Epoch 75 Batch 30/538 - Train Accuracy: 0.968, Validation Accuracy: 0.972, Loss: 0.020 Epoch 75 Batch 31/538 - Train Accuracy: 0.985, Validation Accuracy: 0.971, Loss: 0.012 Epoch 75 Batch 32/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.008 Epoch 75 Batch 33/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.021 Epoch 75 Batch 34/538 - Train Accuracy: 0.967, Validation Accuracy: 0.972, Loss: 0.024 Epoch 75 Batch 35/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.019 Epoch 75 Batch 36/538 - Train Accuracy: 0.983, Validation Accuracy: 0.973, Loss: 0.017 Epoch 75 Batch 37/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.024 Epoch 75 Batch 38/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.014 Epoch 75 Batch 39/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.013 Epoch 75 Batch 40/538 - Train Accuracy: 0.981, Validation Accuracy: 0.973, Loss: 0.012 Epoch 75 Batch 41/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.012 Epoch 75 Batch 42/538 - Train Accuracy: 0.981, Validation Accuracy: 0.975, Loss: 0.017 Epoch 75 Batch 43/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.019 Epoch 75 Batch 44/538 - Train Accuracy: 0.985, Validation Accuracy: 0.974, Loss: 0.014 Epoch 75 Batch 45/538 - Train Accuracy: 0.978, Validation Accuracy: 0.977, Loss: 0.017 Epoch 75 Batch 46/538 - Train Accuracy: 0.978, Validation Accuracy: 0.977, Loss: 0.011 Epoch 75 Batch 47/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.024 Epoch 75 Batch 48/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.017 Epoch 75 Batch 49/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.019 Epoch 75 Batch 50/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.011 Epoch 75 Batch 51/538 - Train Accuracy: 0.972, Validation Accuracy: 0.976, Loss: 0.019 Epoch 75 Batch 52/538 - Train Accuracy: 0.979, Validation Accuracy: 0.976, Loss: 0.017 Epoch 75 Batch 53/538 - Train Accuracy: 0.969, Validation Accuracy: 0.976, Loss: 0.019 Epoch 75 Batch 54/538 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.016 Epoch 75 Batch 55/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.016 Epoch 75 Batch 56/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.018 Epoch 75 Batch 57/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.017 Epoch 75 Batch 58/538 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.017 Epoch 75 Batch 59/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.016 Epoch 75 Batch 60/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.019 Epoch 75 Batch 61/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.017 Epoch 75 Batch 62/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.022 Epoch 75 Batch 63/538 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.012 Epoch 75 Batch 64/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.017 Epoch 75 Batch 65/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.014 Epoch 75 Batch 66/538 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.014 Epoch 75 Batch 67/538 - Train Accuracy: 0.985, Validation Accuracy: 0.975, Loss: 0.014 Epoch 75 Batch 68/538 - Train Accuracy: 0.978, Validation Accuracy: 0.975, Loss: 0.012 Epoch 75 Batch 69/538 - Train Accuracy: 0.983, Validation Accuracy: 0.975, Loss: 0.010 Epoch 75 Batch 70/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.020 Epoch 75 Batch 71/538 - Train Accuracy: 0.982, Validation Accuracy: 0.975, Loss: 0.017 Epoch 75 Batch 72/538 - Train Accuracy: 0.970, Validation Accuracy: 0.976, Loss: 0.037 Epoch 75 Batch 73/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.022 Epoch 75 Batch 74/538 - Train Accuracy: 0.984, Validation Accuracy: 0.970, Loss: 0.014 Epoch 75 Batch 75/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.017 Epoch 75 Batch 76/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.020 Epoch 75 Batch 77/538 - Train Accuracy: 0.964, Validation Accuracy: 0.970, Loss: 0.016 Epoch 75 Batch 78/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.020 Epoch 75 Batch 79/538 - Train Accuracy: 0.982, Validation Accuracy: 0.967, Loss: 0.010 Epoch 75 Batch 80/538 - Train Accuracy: 0.978, Validation Accuracy: 0.967, Loss: 0.016 Epoch 75 Batch 81/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.017 Epoch 75 Batch 82/538 - Train Accuracy: 0.979, Validation Accuracy: 0.967, Loss: 0.015 Epoch 75 Batch 83/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.018 Epoch 75 Batch 84/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.017 Epoch 75 Batch 85/538 - Train Accuracy: 0.977, Validation Accuracy: 0.962, Loss: 0.015 Epoch 75 Batch 86/538 - Train Accuracy: 0.981, Validation Accuracy: 0.962, Loss: 0.013 Epoch 75 Batch 87/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.017 Epoch 75 Batch 88/538 - Train Accuracy: 0.982, Validation Accuracy: 0.969, Loss: 0.014 Epoch 75 Batch 89/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.016 Epoch 75 Batch 90/538 - Train Accuracy: 0.977, Validation Accuracy: 0.978, Loss: 0.018 Epoch 75 Batch 91/538 - Train Accuracy: 0.974, Validation Accuracy: 0.978, Loss: 0.016 Epoch 75 Batch 92/538 - Train Accuracy: 0.979, Validation Accuracy: 0.978, Loss: 0.019 Epoch 75 Batch 93/538 - Train Accuracy: 0.978, Validation Accuracy: 0.978, Loss: 0.015 Epoch 75 Batch 94/538 - Train Accuracy: 0.975, Validation Accuracy: 0.978, Loss: 0.013 Epoch 75 Batch 95/538 - Train Accuracy: 0.979, Validation Accuracy: 0.980, Loss: 0.016 Epoch 75 Batch 96/538 - Train Accuracy: 0.974, Validation Accuracy: 0.980, Loss: 0.016 Epoch 75 Batch 97/538 - Train Accuracy: 0.978, Validation Accuracy: 0.977, Loss: 0.017 Epoch 75 Batch 98/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.016 Epoch 75 Batch 99/538 - Train Accuracy: 0.979, Validation Accuracy: 0.963, Loss: 0.012 Epoch 75 Batch 100/538 - Train Accuracy: 0.981, Validation Accuracy: 0.963, Loss: 0.009 Epoch 75 Batch 101/538 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.024 Epoch 75 Batch 102/538 - Train Accuracy: 0.970, Validation Accuracy: 0.964, Loss: 0.022 Epoch 75 Batch 103/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.017 Epoch 75 Batch 104/538 - Train Accuracy: 0.983, Validation Accuracy: 0.964, Loss: 0.014 Epoch 75 Batch 105/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.015 Epoch 75 Batch 106/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.010 Epoch 75 Batch 107/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.018 Epoch 75 Batch 108/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.015 Epoch 75 Batch 109/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.013 Epoch 75 Batch 110/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.014 Epoch 75 Batch 111/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.016 Epoch 75 Batch 112/538 - Train Accuracy: 0.975, Validation Accuracy: 0.965, Loss: 0.016 Epoch 75 Batch 113/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.021 Epoch 75 Batch 114/538 - Train Accuracy: 0.980, Validation Accuracy: 0.965, Loss: 0.015 Epoch 75 Batch 115/538 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.016 Epoch 75 Batch 116/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.026 Epoch 75 Batch 117/538 - Train Accuracy: 0.981, Validation Accuracy: 0.967, Loss: 0.016 Epoch 75 Batch 118/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.013 Epoch 75 Batch 119/538 - Train Accuracy: 0.981, Validation Accuracy: 0.975, Loss: 0.012 Epoch 75 Batch 120/538 - Train Accuracy: 0.979, Validation Accuracy: 0.977, Loss: 0.015 Epoch 75 Batch 121/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.017 Epoch 75 Batch 122/538 - Train Accuracy: 0.967, Validation Accuracy: 0.977, Loss: 0.021 Epoch 75 Batch 123/538 - Train Accuracy: 0.974, Validation Accuracy: 0.977, Loss: 0.017 Epoch 75 Batch 124/538 - Train Accuracy: 0.982, Validation Accuracy: 0.977, Loss: 0.012 Epoch 75 Batch 125/538 - Train Accuracy: 0.974, Validation Accuracy: 0.977, Loss: 0.019 Epoch 75 Batch 126/538 - Train Accuracy: 0.970, Validation Accuracy: 0.976, Loss: 0.018 Epoch 75 Batch 127/538 - Train Accuracy: 0.971, Validation Accuracy: 0.979, Loss: 0.021 Epoch 75 Batch 128/538 - Train Accuracy: 0.968, Validation Accuracy: 0.979, Loss: 0.018 Epoch 75 Batch 129/538 - Train Accuracy: 0.986, Validation Accuracy: 0.979, Loss: 0.012 Epoch 75 Batch 130/538 - Train Accuracy: 0.974, Validation Accuracy: 0.977, Loss: 0.013 Epoch 75 Batch 131/538 - Train Accuracy: 0.982, Validation Accuracy: 0.977, Loss: 0.013 Epoch 75 Batch 132/538 - Train Accuracy: 0.973, Validation Accuracy: 0.976, Loss: 0.013 Epoch 75 Batch 133/538 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.015 Epoch 75 Batch 134/538 - Train Accuracy: 0.974, Validation Accuracy: 0.975, Loss: 0.023 Epoch 75 Batch 135/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.025 Epoch 75 Batch 136/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.013 Epoch 75 Batch 137/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.018 Epoch 75 Batch 138/538 - Train Accuracy: 0.962, Validation Accuracy: 0.974, Loss: 0.019 Epoch 75 Batch 139/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.017 Epoch 75 Batch 140/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.023 Epoch 75 Batch 141/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.020 Epoch 75 Batch 142/538 - Train Accuracy: 0.981, Validation Accuracy: 0.974, Loss: 0.014 Epoch 75 Batch 143/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.023 Epoch 75 Batch 144/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.023 Epoch 75 Batch 145/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.022 Epoch 75 Batch 146/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.016 Epoch 75 Batch 147/538 - Train Accuracy: 0.980, Validation Accuracy: 0.976, Loss: 0.017 Epoch 75 Batch 148/538 - Train Accuracy: 0.971, Validation Accuracy: 0.979, Loss: 0.019 Epoch 75 Batch 149/538 - Train Accuracy: 0.975, Validation Accuracy: 0.977, Loss: 0.015 Epoch 75 Batch 150/538 - Train Accuracy: 0.979, Validation Accuracy: 0.977, Loss: 0.016 Epoch 75 Batch 151/538 - Train Accuracy: 0.969, Validation Accuracy: 0.975, Loss: 0.019 Epoch 75 Batch 152/538 - Train Accuracy: 0.977, Validation Accuracy: 0.975, Loss: 0.023 Epoch 75 Batch 153/538 - Train Accuracy: 0.968, Validation Accuracy: 0.974, Loss: 0.013 Epoch 75 Batch 154/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.013 Epoch 75 Batch 155/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.023 Epoch 75 Batch 156/538 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.019 Epoch 75 Batch 157/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.013 Epoch 75 Batch 158/538 - Train Accuracy: 0.985, Validation Accuracy: 0.970, Loss: 0.018 Epoch 75 Batch 159/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.016 Epoch 75 Batch 160/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.014 Epoch 75 Batch 161/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.017 Epoch 75 Batch 162/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.018 Epoch 75 Batch 163/538 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.018 Epoch 75 Batch 164/538 - Train Accuracy: 0.981, Validation Accuracy: 0.975, Loss: 0.016 Epoch 75 Batch 165/538 - Train Accuracy: 0.983, Validation Accuracy: 0.972, Loss: 0.013 Epoch 75 Batch 166/538 - Train Accuracy: 0.983, Validation Accuracy: 0.972, Loss: 0.015 Epoch 75 Batch 167/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.025 Epoch 75 Batch 168/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.019 Epoch 75 Batch 169/538 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.014 Epoch 75 Batch 170/538 - Train Accuracy: 0.968, Validation Accuracy: 0.972, Loss: 0.016 Epoch 75 Batch 171/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.024 Epoch 75 Batch 172/538 - Train Accuracy: 0.984, Validation Accuracy: 0.972, Loss: 0.014 Epoch 75 Batch 173/538 - Train Accuracy: 0.975, Validation Accuracy: 0.975, Loss: 0.017 Epoch 75 Batch 174/538 - Train Accuracy: 0.969, Validation Accuracy: 0.975, Loss: 0.014 Epoch 75 Batch 175/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.012 Epoch 75 Batch 176/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.013 Epoch 75 Batch 177/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.017 Epoch 75 Batch 178/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.015 Epoch 75 Batch 179/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.017 Epoch 75 Batch 180/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.018 Epoch 75 Batch 181/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.023 Epoch 75 Batch 182/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.013 Epoch 75 Batch 183/538 - Train Accuracy: 0.981, Validation Accuracy: 0.966, Loss: 0.013 Epoch 75 Batch 184/538 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.013 Epoch 75 Batch 185/538 - Train Accuracy: 0.978, Validation Accuracy: 0.964, Loss: 0.011 Epoch 75 Batch 186/538 - Train Accuracy: 0.976, Validation Accuracy: 0.963, Loss: 0.016 Epoch 75 Batch 187/538 - Train Accuracy: 0.973, Validation Accuracy: 0.963, Loss: 0.016 Epoch 75 Batch 188/538 - Train Accuracy: 0.977, Validation Accuracy: 0.963, Loss: 0.012 Epoch 75 Batch 189/538 - Train Accuracy: 0.979, Validation Accuracy: 0.961, Loss: 0.017 Epoch 75 Batch 190/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.019 Epoch 75 Batch 191/538 - Train Accuracy: 0.985, Validation Accuracy: 0.961, Loss: 0.013 Epoch 75 Batch 192/538 - Train Accuracy: 0.979, Validation Accuracy: 0.961, Loss: 0.015 Epoch 75 Batch 193/538 - Train Accuracy: 0.974, Validation Accuracy: 0.962, Loss: 0.017 Epoch 75 Batch 194/538 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.018 Epoch 75 Batch 195/538 - Train Accuracy: 0.980, Validation Accuracy: 0.962, Loss: 0.029 Epoch 75 Batch 196/538 - Train Accuracy: 0.978, Validation Accuracy: 0.962, Loss: 0.016 Epoch 75 Batch 197/538 - Train Accuracy: 0.973, Validation Accuracy: 0.962, Loss: 0.017 Epoch 75 Batch 198/538 - Train Accuracy: 0.979, Validation Accuracy: 0.962, Loss: 0.022 Epoch 75 Batch 199/538 - Train Accuracy: 0.979, Validation Accuracy: 0.962, Loss: 0.020 Epoch 75 Batch 200/538 - Train Accuracy: 0.976, Validation Accuracy: 0.962, Loss: 0.013 Epoch 75 Batch 201/538 - Train Accuracy: 0.975, Validation Accuracy: 0.962, Loss: 0.028 Epoch 75 Batch 202/538 - Train Accuracy: 0.980, Validation Accuracy: 0.962, Loss: 0.015 Epoch 75 Batch 203/538 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.020 Epoch 75 Batch 204/538 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.026 Epoch 75 Batch 205/538 - Train Accuracy: 0.982, Validation Accuracy: 0.968, Loss: 0.016 Epoch 75 Batch 206/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.012 Epoch 75 Batch 207/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.020 Epoch 75 Batch 208/538 - Train Accuracy: 0.978, Validation Accuracy: 0.967, Loss: 0.018 Epoch 75 Batch 209/538 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.018 Epoch 75 Batch 210/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.017 Epoch 75 Batch 211/538 - Train Accuracy: 0.981, Validation Accuracy: 0.968, Loss: 0.020 Epoch 75 Batch 212/538 - Train Accuracy: 0.983, Validation Accuracy: 0.968, Loss: 0.013 Epoch 75 Batch 213/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.016 Epoch 75 Batch 214/538 - Train Accuracy: 0.980, Validation Accuracy: 0.967, Loss: 0.012 Epoch 75 Batch 215/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.014 Epoch 75 Batch 216/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.022 Epoch 75 Batch 217/538 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.017 Epoch 75 Batch 218/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.012 Epoch 75 Batch 219/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.016 Epoch 75 Batch 220/538 - Train Accuracy: 0.963, Validation Accuracy: 0.969, Loss: 0.016 Epoch 75 Batch 221/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.013 Epoch 75 Batch 222/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.012 Epoch 75 Batch 223/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.019 Epoch 75 Batch 224/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.022 Epoch 75 Batch 225/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.017 Epoch 75 Batch 226/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.020 Epoch 75 Batch 227/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.015 Epoch 75 Batch 228/538 - Train Accuracy: 0.964, Validation Accuracy: 0.972, Loss: 0.017 Epoch 75 Batch 229/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.018 Epoch 75 Batch 230/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.014 Epoch 75 Batch 231/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.013 Epoch 75 Batch 232/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.018 Epoch 75 Batch 233/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.018 Epoch 75 Batch 234/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.017 Epoch 75 Batch 235/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.014 Epoch 75 Batch 236/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.014 Epoch 75 Batch 237/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.014 Epoch 75 Batch 238/538 - Train Accuracy: 0.984, Validation Accuracy: 0.970, Loss: 0.020 Epoch 75 Batch 239/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.018 Epoch 75 Batch 240/538 - Train Accuracy: 0.985, Validation Accuracy: 0.968, Loss: 0.018 Epoch 75 Batch 241/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.021 Epoch 75 Batch 242/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.013 Epoch 75 Batch 243/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.015 Epoch 75 Batch 244/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.013 Epoch 75 Batch 245/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.030 Epoch 75 Batch 246/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.012 Epoch 75 Batch 247/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.019 Epoch 75 Batch 248/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.020 Epoch 75 Batch 249/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.011 Epoch 75 Batch 250/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.011 Epoch 75 Batch 251/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.010 Epoch 75 Batch 252/538 - Train Accuracy: 0.974, Validation Accuracy: 0.975, Loss: 0.018 Epoch 75 Batch 253/538 - Train Accuracy: 0.983, Validation Accuracy: 0.973, Loss: 0.012 Epoch 75 Batch 254/538 - Train Accuracy: 0.969, Validation Accuracy: 0.973, Loss: 0.020 Epoch 75 Batch 255/538 - Train Accuracy: 0.982, Validation Accuracy: 0.971, Loss: 0.012 Epoch 75 Batch 256/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.016 Epoch 75 Batch 257/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.016 Epoch 75 Batch 258/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.013 Epoch 75 Batch 259/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.016 Epoch 75 Batch 260/538 - Train Accuracy: 0.967, Validation Accuracy: 0.972, Loss: 0.017 Epoch 75 Batch 261/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.015 Epoch 75 Batch 262/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.027 Epoch 75 Batch 263/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.019 Epoch 75 Batch 264/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.017 Epoch 75 Batch 265/538 - Train Accuracy: 0.961, Validation Accuracy: 0.968, Loss: 0.017 Epoch 75 Batch 266/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.012 Epoch 75 Batch 267/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.017 Epoch 75 Batch 268/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.016 Epoch 75 Batch 269/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.016 Epoch 75 Batch 270/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.015 Epoch 75 Batch 271/538 - Train Accuracy: 0.984, Validation Accuracy: 0.970, Loss: 0.010 Epoch 75 Batch 272/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.021 Epoch 75 Batch 273/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.016 Epoch 75 Batch 274/538 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.018 Epoch 75 Batch 275/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.019 Epoch 75 Batch 276/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.022 Epoch 75 Batch 277/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.015 Epoch 75 Batch 278/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.013 Epoch 75 Batch 279/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.015 Epoch 75 Batch 280/538 - Train Accuracy: 0.986, Validation Accuracy: 0.972, Loss: 0.013 Epoch 75 Batch 281/538 - Train Accuracy: 0.978, Validation Accuracy: 0.975, Loss: 0.016 Epoch 75 Batch 282/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.016 Epoch 75 Batch 283/538 - Train Accuracy: 0.980, Validation Accuracy: 0.975, Loss: 0.017 Epoch 75 Batch 284/538 - Train Accuracy: 0.974, Validation Accuracy: 0.975, Loss: 0.020 Epoch 75 Batch 285/538 - Train Accuracy: 0.978, Validation Accuracy: 0.975, Loss: 0.012 Epoch 75 Batch 286/538 - Train Accuracy: 0.971, Validation Accuracy: 0.975, Loss: 0.025 Epoch 75 Batch 287/538 - Train Accuracy: 0.977, Validation Accuracy: 0.975, Loss: 0.014 Epoch 75 Batch 288/538 - Train Accuracy: 0.970, Validation Accuracy: 0.978, Loss: 0.015 Epoch 75 Batch 289/538 - Train Accuracy: 0.981, Validation Accuracy: 0.978, Loss: 0.012 Epoch 75 Batch 290/538 - Train Accuracy: 0.976, Validation Accuracy: 0.978, Loss: 0.011 Epoch 75 Batch 291/538 - Train Accuracy: 0.981, Validation Accuracy: 0.978, Loss: 0.015 Epoch 75 Batch 292/538 - Train Accuracy: 0.980, Validation Accuracy: 0.978, Loss: 0.011 Epoch 75 Batch 293/538 - Train Accuracy: 0.968, Validation Accuracy: 0.974, Loss: 0.018 Epoch 75 Batch 294/538 - Train Accuracy: 0.976, Validation Accuracy: 0.977, Loss: 0.015 Epoch 75 Batch 295/538 - Train Accuracy: 0.980, Validation Accuracy: 0.977, Loss: 0.015 Epoch 75 Batch 296/538 - Train Accuracy: 0.974, Validation Accuracy: 0.977, Loss: 0.026 Epoch 75 Batch 297/538 - Train Accuracy: 0.980, Validation Accuracy: 0.977, Loss: 0.012 Epoch 75 Batch 298/538 - Train Accuracy: 0.976, Validation Accuracy: 0.977, Loss: 0.013 Epoch 75 Batch 299/538 - Train Accuracy: 0.978, Validation Accuracy: 0.976, Loss: 0.023 Epoch 75 Batch 300/538 - Train Accuracy: 0.981, Validation Accuracy: 0.975, Loss: 0.016 Epoch 75 Batch 301/538 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.021 Epoch 75 Batch 302/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.018 Epoch 75 Batch 303/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.018 Epoch 75 Batch 304/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.019 Epoch 75 Batch 305/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.017 Epoch 75 Batch 306/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.021 Epoch 75 Batch 307/538 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.018 Epoch 75 Batch 308/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.019 Epoch 75 Batch 309/538 - Train Accuracy: 0.966, Validation Accuracy: 0.972, Loss: 0.018 Epoch 75 Batch 310/538 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.024 Epoch 75 Batch 311/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.021 Epoch 75 Batch 312/538 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.009 Epoch 75 Batch 313/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.018 Epoch 75 Batch 314/538 - Train Accuracy: 0.983, Validation Accuracy: 0.974, Loss: 0.016 Epoch 75 Batch 315/538 - Train Accuracy: 0.980, Validation Accuracy: 0.976, Loss: 0.012 Epoch 75 Batch 316/538 - Train Accuracy: 0.973, Validation Accuracy: 0.976, Loss: 0.014 Epoch 75 Batch 317/538 - Train Accuracy: 0.980, Validation Accuracy: 0.976, Loss: 0.014 Epoch 75 Batch 318/538 - Train Accuracy: 0.979, Validation Accuracy: 0.976, Loss: 0.021 Epoch 75 Batch 319/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.022 Epoch 75 Batch 320/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.017 Epoch 75 Batch 321/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.013 Epoch 75 Batch 322/538 - Train Accuracy: 0.981, Validation Accuracy: 0.974, Loss: 0.015 Epoch 75 Batch 323/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.018 Epoch 75 Batch 324/538 - Train Accuracy: 0.983, Validation Accuracy: 0.974, Loss: 0.016 Epoch 75 Batch 325/538 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.011 Epoch 75 Batch 326/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.014 Epoch 75 Batch 327/538 - Train Accuracy: 0.985, Validation Accuracy: 0.971, Loss: 0.013 Epoch 75 Batch 328/538 - Train Accuracy: 0.983, Validation Accuracy: 0.973, Loss: 0.010 Epoch 75 Batch 329/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.011 Epoch 75 Batch 330/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.013 Epoch 75 Batch 331/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.019 Epoch 75 Batch 332/538 - Train Accuracy: 0.980, Validation Accuracy: 0.968, Loss: 0.014 Epoch 75 Batch 333/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.018 Epoch 75 Batch 334/538 - Train Accuracy: 0.981, Validation Accuracy: 0.968, Loss: 0.015 Epoch 75 Batch 335/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.016 Epoch 75 Batch 336/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.015 Epoch 75 Batch 337/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.014 Epoch 75 Batch 338/538 - Train Accuracy: 0.980, Validation Accuracy: 0.968, Loss: 0.014 Epoch 75 Batch 339/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.015 Epoch 75 Batch 340/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.017 Epoch 75 Batch 341/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.014 Epoch 75 Batch 342/538 - Train Accuracy: 0.981, Validation Accuracy: 0.968, Loss: 0.017 Epoch 75 Batch 343/538 - Train Accuracy: 0.981, Validation Accuracy: 0.968, Loss: 0.020 Epoch 75 Batch 344/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.013 Epoch 75 Batch 345/538 - Train Accuracy: 0.982, Validation Accuracy: 0.973, Loss: 0.015 Epoch 75 Batch 346/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.019 Epoch 75 Batch 347/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.017 Epoch 75 Batch 348/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.015 Epoch 75 Batch 349/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.015 Epoch 75 Batch 350/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.020 Epoch 75 Batch 351/538 - Train Accuracy: 0.967, Validation Accuracy: 0.974, Loss: 0.024 Epoch 75 Batch 352/538 - Train Accuracy: 0.974, Validation Accuracy: 0.974, Loss: 0.029 Epoch 75 Batch 353/538 - Train Accuracy: 0.974, Validation Accuracy: 0.974, Loss: 0.017 Epoch 75 Batch 354/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.013 Epoch 75 Batch 355/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.019 Epoch 75 Batch 356/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.010 Epoch 75 Batch 357/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.013 Epoch 75 Batch 358/538 - Train Accuracy: 0.984, Validation Accuracy: 0.971, Loss: 0.011 Epoch 75 Batch 359/538 - Train Accuracy: 0.984, Validation Accuracy: 0.971, Loss: 0.014 Epoch 75 Batch 360/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.019 Epoch 75 Batch 361/538 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.016 Epoch 75 Batch 362/538 - Train Accuracy: 0.982, Validation Accuracy: 0.973, Loss: 0.012 Epoch 75 Batch 363/538 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.017 Epoch 75 Batch 364/538 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.020 Epoch 75 Batch 365/538 - Train Accuracy: 0.982, Validation Accuracy: 0.975, Loss: 0.013 Epoch 75 Batch 366/538 - Train Accuracy: 0.977, Validation Accuracy: 0.975, Loss: 0.019 Epoch 75 Batch 367/538 - Train Accuracy: 0.982, Validation Accuracy: 0.975, Loss: 0.012 Epoch 75 Batch 368/538 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.016 Epoch 75 Batch 369/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.019 Epoch 75 Batch 370/538 - Train Accuracy: 0.969, Validation Accuracy: 0.975, Loss: 0.016 Epoch 75 Batch 371/538 - Train Accuracy: 0.985, Validation Accuracy: 0.975, Loss: 0.017 Epoch 75 Batch 372/538 - Train Accuracy: 0.974, Validation Accuracy: 0.975, Loss: 0.023 Epoch 75 Batch 373/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.012 Epoch 75 Batch 374/538 - Train Accuracy: 0.970, Validation Accuracy: 0.974, Loss: 0.017 Epoch 75 Batch 375/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.014 Epoch 75 Batch 376/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.012 Epoch 75 Batch 377/538 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.020 Epoch 75 Batch 378/538 - Train Accuracy: 0.985, Validation Accuracy: 0.972, Loss: 0.010 Epoch 75 Batch 379/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.016 Epoch 75 Batch 380/538 - Train Accuracy: 0.981, Validation Accuracy: 0.976, Loss: 0.013 Epoch 75 Batch 381/538 - Train Accuracy: 0.975, Validation Accuracy: 0.976, Loss: 0.017 Epoch 75 Batch 382/538 - Train Accuracy: 0.974, Validation Accuracy: 0.974, Loss: 0.022 Epoch 75 Batch 383/538 - Train Accuracy: 0.982, Validation Accuracy: 0.975, Loss: 0.015 Epoch 75 Batch 384/538 - Train Accuracy: 0.977, Validation Accuracy: 0.976, Loss: 0.014 Epoch 75 Batch 385/538 - Train Accuracy: 0.975, Validation Accuracy: 0.976, Loss: 0.012 Epoch 75 Batch 386/538 - Train Accuracy: 0.981, Validation Accuracy: 0.976, Loss: 0.015 Epoch 75 Batch 387/538 - Train Accuracy: 0.979, Validation Accuracy: 0.976, Loss: 0.014 Epoch 75 Batch 388/538 - Train Accuracy: 0.973, Validation Accuracy: 0.977, Loss: 0.014 Epoch 75 Batch 389/538 - Train Accuracy: 0.976, Validation Accuracy: 0.977, Loss: 0.014 Epoch 75 Batch 390/538 - Train Accuracy: 0.979, Validation Accuracy: 0.977, Loss: 0.019 Epoch 75 Batch 391/538 - Train Accuracy: 0.974, Validation Accuracy: 0.977, Loss: 0.018 Epoch 75 Batch 392/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.012 Epoch 75 Batch 393/538 - Train Accuracy: 0.981, Validation Accuracy: 0.973, Loss: 0.015 Epoch 75 Batch 394/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.017 Epoch 75 Batch 395/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.018 Epoch 75 Batch 396/538 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.013 Epoch 75 Batch 397/538 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.016 Epoch 75 Batch 398/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.014 Epoch 75 Batch 399/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.010 Epoch 75 Batch 400/538 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.014 Epoch 75 Batch 401/538 - Train Accuracy: 0.985, Validation Accuracy: 0.972, Loss: 0.013 Epoch 75 Batch 402/538 - Train Accuracy: 0.986, Validation Accuracy: 0.975, Loss: 0.012 Epoch 75 Batch 403/538 - Train Accuracy: 0.973, Validation Accuracy: 0.975, Loss: 0.020 Epoch 75 Batch 404/538 - Train Accuracy: 0.976, Validation Accuracy: 0.975, Loss: 0.016 Epoch 75 Batch 405/538 - Train Accuracy: 0.977, Validation Accuracy: 0.978, Loss: 0.016 Epoch 75 Batch 406/538 - Train Accuracy: 0.978, Validation Accuracy: 0.975, Loss: 0.018 Epoch 75 Batch 407/538 - Train Accuracy: 0.983, Validation Accuracy: 0.975, Loss: 0.017 Epoch 75 Batch 408/538 - Train Accuracy: 0.969, Validation Accuracy: 0.975, Loss: 0.017 Epoch 75 Batch 409/538 - Train Accuracy: 0.981, Validation Accuracy: 0.974, Loss: 0.011 Epoch 75 Batch 410/538 - Train Accuracy: 0.984, Validation Accuracy: 0.975, Loss: 0.012 Epoch 75 Batch 411/538 - Train Accuracy: 0.983, Validation Accuracy: 0.975, Loss: 0.016 Epoch 75 Batch 412/538 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.009 Epoch 75 Batch 413/538 - Train Accuracy: 0.980, Validation Accuracy: 0.975, Loss: 0.014 Epoch 75 Batch 414/538 - Train Accuracy: 0.974, Validation Accuracy: 0.975, Loss: 0.025 Epoch 75 Batch 415/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.015 Epoch 75 Batch 416/538 - Train Accuracy: 0.986, Validation Accuracy: 0.974, Loss: 0.015 Epoch 75 Batch 417/538 - Train Accuracy: 0.981, Validation Accuracy: 0.974, Loss: 0.015 Epoch 75 Batch 418/538 - Train Accuracy: 0.971, Validation Accuracy: 0.974, Loss: 0.018 Epoch 75 Batch 419/538 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.023 Epoch 75 Batch 420/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.017 Epoch 75 Batch 421/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.012 Epoch 75 Batch 422/538 - Train Accuracy: 0.988, Validation Accuracy: 0.973, Loss: 0.013 Epoch 75 Batch 423/538 - Train Accuracy: 0.984, Validation Accuracy: 0.973, Loss: 0.016 Epoch 75 Batch 424/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.017 Epoch 75 Batch 425/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.028 Epoch 75 Batch 426/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.016 Epoch 75 Batch 427/538 - Train Accuracy: 0.963, Validation Accuracy: 0.972, Loss: 0.022 Epoch 75 Batch 428/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.014 Epoch 75 Batch 429/538 - Train Accuracy: 0.986, Validation Accuracy: 0.973, Loss: 0.018 Epoch 75 Batch 430/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.018 Epoch 75 Batch 431/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.015 Epoch 75 Batch 432/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.022 Epoch 75 Batch 433/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.030 Epoch 75 Batch 434/538 - Train Accuracy: 0.982, Validation Accuracy: 0.971, Loss: 0.014 Epoch 75 Batch 435/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.012 Epoch 75 Batch 436/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.019 Epoch 75 Batch 437/538 - Train Accuracy: 0.983, Validation Accuracy: 0.972, Loss: 0.017 Epoch 75 Batch 438/538 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.013 Epoch 75 Batch 439/538 - Train Accuracy: 0.986, Validation Accuracy: 0.971, Loss: 0.015 Epoch 75 Batch 440/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.018 Epoch 75 Batch 441/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.020 Epoch 75 Batch 442/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.015 Epoch 75 Batch 443/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.018 Epoch 75 Batch 444/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.015 Epoch 75 Batch 445/538 - Train Accuracy: 0.982, Validation Accuracy: 0.969, Loss: 0.011 Epoch 75 Batch 446/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.018 Epoch 75 Batch 447/538 - Train Accuracy: 0.980, Validation Accuracy: 0.968, Loss: 0.018 Epoch 75 Batch 448/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.016 Epoch 75 Batch 449/538 - Train Accuracy: 0.984, Validation Accuracy: 0.969, Loss: 0.015 Epoch 75 Batch 450/538 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.025 Epoch 75 Batch 451/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.016 Epoch 75 Batch 452/538 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.016 Epoch 75 Batch 453/538 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.019 Epoch 75 Batch 454/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.019 Epoch 75 Batch 455/538 - Train Accuracy: 0.980, Validation Accuracy: 0.966, Loss: 0.015 Epoch 75 Batch 456/538 - Train Accuracy: 0.978, Validation Accuracy: 0.966, Loss: 0.032 Epoch 75 Batch 457/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.014 Epoch 75 Batch 458/538 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.017 Epoch 75 Batch 459/538 - Train Accuracy: 0.986, Validation Accuracy: 0.966, Loss: 0.010 Epoch 75 Batch 460/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.017 Epoch 75 Batch 461/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.014 Epoch 75 Batch 462/538 - Train Accuracy: 0.979, Validation Accuracy: 0.964, Loss: 0.016 Epoch 75 Batch 463/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.016 Epoch 75 Batch 464/538 - Train Accuracy: 0.985, Validation Accuracy: 0.964, Loss: 0.013 Epoch 75 Batch 465/538 - Train Accuracy: 0.982, Validation Accuracy: 0.964, Loss: 0.012 Epoch 75 Batch 466/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.014 Epoch 75 Batch 467/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.015 Epoch 75 Batch 468/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.021 Epoch 75 Batch 469/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.016 Epoch 75 Batch 470/538 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.017 Epoch 75 Batch 471/538 - Train Accuracy: 0.983, Validation Accuracy: 0.972, Loss: 0.010 Epoch 75 Batch 472/538 - Train Accuracy: 0.987, Validation Accuracy: 0.972, Loss: 0.011 Epoch 75 Batch 473/538 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.014 Epoch 75 Batch 474/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.012 Epoch 75 Batch 475/538 - Train Accuracy: 0.980, Validation Accuracy: 0.965, Loss: 0.013 Epoch 75 Batch 476/538 - Train Accuracy: 0.979, Validation Accuracy: 0.967, Loss: 0.015 Epoch 75 Batch 477/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.021 Epoch 75 Batch 478/538 - Train Accuracy: 0.983, Validation Accuracy: 0.967, Loss: 0.010 Epoch 75 Batch 479/538 - Train Accuracy: 0.977, Validation Accuracy: 0.964, Loss: 0.017 Epoch 75 Batch 480/538 - Train Accuracy: 0.977, Validation Accuracy: 0.963, Loss: 0.018 Epoch 75 Batch 481/538 - Train Accuracy: 0.983, Validation Accuracy: 0.962, Loss: 0.019 Epoch 75 Batch 482/538 - Train Accuracy: 0.973, Validation Accuracy: 0.962, Loss: 0.014 Epoch 75 Batch 483/538 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.021 Epoch 75 Batch 484/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.019 Epoch 75 Batch 485/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.021 Epoch 75 Batch 486/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.008 Epoch 75 Batch 487/538 - Train Accuracy: 0.983, Validation Accuracy: 0.964, Loss: 0.016 Epoch 75 Batch 488/538 - Train Accuracy: 0.984, Validation Accuracy: 0.964, Loss: 0.014 Epoch 75 Batch 489/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.016 Epoch 75 Batch 490/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.016 Epoch 75 Batch 491/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.014 Epoch 75 Batch 492/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.012 Epoch 75 Batch 493/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.021 Epoch 75 Batch 494/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.016 Epoch 75 Batch 495/538 - Train Accuracy: 0.985, Validation Accuracy: 0.972, Loss: 0.017 Epoch 75 Batch 496/538 - Train Accuracy: 0.984, Validation Accuracy: 0.972, Loss: 0.015 Epoch 75 Batch 497/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.015 Epoch 75 Batch 498/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.013 Epoch 75 Batch 499/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.020 Epoch 75 Batch 500/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.012 Epoch 75 Batch 501/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.022 Epoch 75 Batch 502/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.009 Epoch 75 Batch 503/538 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.011 Epoch 75 Batch 504/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.010 Epoch 75 Batch 505/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.010 Epoch 75 Batch 506/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.009 Epoch 75 Batch 507/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.019 Epoch 75 Batch 508/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.015 Epoch 75 Batch 509/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.022 Epoch 75 Batch 510/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.011 Epoch 75 Batch 511/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.017 Epoch 75 Batch 512/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.020 Epoch 75 Batch 513/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.016 Epoch 75 Batch 514/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.018 Epoch 75 Batch 515/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.015 Epoch 75 Batch 516/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.017 Epoch 75 Batch 517/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.012 Epoch 75 Batch 518/538 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.023 Epoch 75 Batch 519/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.015 Epoch 75 Batch 520/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.021 Epoch 75 Batch 521/538 - Train Accuracy: 0.985, Validation Accuracy: 0.969, Loss: 0.017 Epoch 75 Batch 522/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.014 Epoch 75 Batch 523/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.015 Epoch 75 Batch 524/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.012 Epoch 75 Batch 525/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.020 Epoch 75 Batch 526/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.016 Epoch 75 Batch 527/538 - Train Accuracy: 0.983, Validation Accuracy: 0.970, Loss: 0.014 Epoch 75 Batch 528/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.018 Epoch 75 Batch 529/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.018 Epoch 75 Batch 530/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.015 Epoch 75 Batch 531/538 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.015 Epoch 75 Batch 532/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.014 Epoch 75 Batch 533/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.013 Epoch 75 Batch 534/538 - Train Accuracy: 0.979, Validation Accuracy: 0.967, Loss: 0.010 Epoch 75 Batch 535/538 - Train Accuracy: 0.982, Validation Accuracy: 0.968, Loss: 0.013 Epoch 75 Batch 536/538 - Train Accuracy: 0.983, Validation Accuracy: 0.968, Loss: 0.018 Epoch 76 Batch 0/538 - Train Accuracy: 0.980, Validation Accuracy: 0.966, Loss: 0.012 Epoch 76 Batch 1/538 - Train Accuracy: 0.983, Validation Accuracy: 0.966, Loss: 0.015 Epoch 76 Batch 2/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.016 Epoch 76 Batch 3/538 - Train Accuracy: 0.968, Validation Accuracy: 0.965, Loss: 0.015 Epoch 76 Batch 4/538 - Train Accuracy: 0.986, Validation Accuracy: 0.965, Loss: 0.018 Epoch 76 Batch 5/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.020 Epoch 76 Batch 6/538 - Train Accuracy: 0.979, Validation Accuracy: 0.965, Loss: 0.018 Epoch 76 Batch 7/538 - Train Accuracy: 0.979, Validation Accuracy: 0.966, Loss: 0.013 Epoch 76 Batch 8/538 - Train Accuracy: 0.979, Validation Accuracy: 0.966, Loss: 0.013 Epoch 76 Batch 9/538 - Train Accuracy: 0.976, Validation Accuracy: 0.964, Loss: 0.014 Epoch 76 Batch 10/538 - Train Accuracy: 0.976, Validation Accuracy: 0.964, Loss: 0.014 Epoch 76 Batch 11/538 - Train Accuracy: 0.981, Validation Accuracy: 0.964, Loss: 0.015 Epoch 76 Batch 12/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.013 Epoch 76 Batch 13/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.012 Epoch 76 Batch 14/538 - Train Accuracy: 0.980, Validation Accuracy: 0.968, Loss: 0.014 Epoch 76 Batch 15/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.017 Epoch 76 Batch 16/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.016 Epoch 76 Batch 17/538 - Train Accuracy: 0.982, Validation Accuracy: 0.971, Loss: 0.014 Epoch 76 Batch 18/538 - Train Accuracy: 0.982, Validation Accuracy: 0.968, Loss: 0.016 Epoch 76 Batch 19/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.017 Epoch 76 Batch 20/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.015 Epoch 76 Batch 21/538 - Train Accuracy: 0.985, Validation Accuracy: 0.967, Loss: 0.011 Epoch 76 Batch 22/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.014 Epoch 76 Batch 23/538 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.021 Epoch 76 Batch 24/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.016 Epoch 76 Batch 25/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.022 Epoch 76 Batch 26/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.020 Epoch 76 Batch 27/538 - Train Accuracy: 0.980, Validation Accuracy: 0.967, Loss: 0.013 Epoch 76 Batch 28/538 - Train Accuracy: 0.982, Validation Accuracy: 0.970, Loss: 0.016 Epoch 76 Batch 29/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.014 Epoch 76 Batch 30/538 - Train Accuracy: 0.968, Validation Accuracy: 0.971, Loss: 0.019 Epoch 76 Batch 31/538 - Train Accuracy: 0.984, Validation Accuracy: 0.971, Loss: 0.010 Epoch 76 Batch 32/538 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.008 Epoch 76 Batch 33/538 - Train Accuracy: 0.967, Validation Accuracy: 0.973, Loss: 0.021 Epoch 76 Batch 34/538 - Train Accuracy: 0.968, Validation Accuracy: 0.973, Loss: 0.020 Epoch 76 Batch 35/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.016 Epoch 76 Batch 36/538 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.014 Epoch 76 Batch 37/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.017 Epoch 76 Batch 38/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.013 Epoch 76 Batch 39/538 - Train Accuracy: 0.983, Validation Accuracy: 0.973, Loss: 0.015 Epoch 76 Batch 40/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.015 Epoch 76 Batch 41/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.013 Epoch 76 Batch 42/538 - Train Accuracy: 0.981, Validation Accuracy: 0.973, Loss: 0.014 Epoch 76 Batch 43/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.017 Epoch 76 Batch 44/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.014 Epoch 76 Batch 45/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.014 Epoch 76 Batch 46/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.011 Epoch 76 Batch 47/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.018 Epoch 76 Batch 48/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.019 Epoch 76 Batch 49/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.014 Epoch 76 Batch 50/538 - Train Accuracy: 0.981, Validation Accuracy: 0.973, Loss: 0.017 Epoch 76 Batch 51/538 - Train Accuracy: 0.967, Validation Accuracy: 0.972, Loss: 0.023 Epoch 76 Batch 52/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.013 Epoch 76 Batch 53/538 - Train Accuracy: 0.966, Validation Accuracy: 0.974, Loss: 0.018 Epoch 76 Batch 54/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.014 Epoch 76 Batch 55/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.012 Epoch 76 Batch 56/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.017 Epoch 76 Batch 57/538 - Train Accuracy: 0.968, Validation Accuracy: 0.974, Loss: 0.021 Epoch 76 Batch 58/538 - Train Accuracy: 0.981, Validation Accuracy: 0.974, Loss: 0.011 Epoch 76 Batch 59/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.018 Epoch 76 Batch 60/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.015 Epoch 76 Batch 61/538 - Train Accuracy: 0.974, Validation Accuracy: 0.977, Loss: 0.014 Epoch 76 Batch 62/538 - Train Accuracy: 0.976, Validation Accuracy: 0.977, Loss: 0.018 Epoch 76 Batch 63/538 - Train Accuracy: 0.982, Validation Accuracy: 0.974, Loss: 0.015 Epoch 76 Batch 64/538 - Train Accuracy: 0.974, Validation Accuracy: 0.974, Loss: 0.011 Epoch 76 Batch 65/538 - Train Accuracy: 0.974, Validation Accuracy: 0.974, Loss: 0.015 Epoch 76 Batch 66/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.012 Epoch 76 Batch 67/538 - Train Accuracy: 0.985, Validation Accuracy: 0.977, Loss: 0.012 Epoch 76 Batch 68/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.012 Epoch 76 Batch 69/538 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.013 Epoch 76 Batch 70/538 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.015 Epoch 76 Batch 71/538 - Train Accuracy: 0.983, Validation Accuracy: 0.972, Loss: 0.016 Epoch 76 Batch 72/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.037 Epoch 76 Batch 73/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.017 Epoch 76 Batch 74/538 - Train Accuracy: 0.983, Validation Accuracy: 0.972, Loss: 0.011 Epoch 76 Batch 75/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.014 Epoch 76 Batch 76/538 - Train Accuracy: 0.983, Validation Accuracy: 0.972, Loss: 0.016 Epoch 76 Batch 77/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.014 Epoch 76 Batch 78/538 - Train Accuracy: 0.984, Validation Accuracy: 0.972, Loss: 0.016 Epoch 76 Batch 79/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.011 Epoch 76 Batch 80/538 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.016 Epoch 76 Batch 81/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.018 Epoch 76 Batch 82/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.013 Epoch 76 Batch 83/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.016 Epoch 76 Batch 84/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.014 Epoch 76 Batch 85/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.014 Epoch 76 Batch 86/538 - Train Accuracy: 0.984, Validation Accuracy: 0.971, Loss: 0.012 Epoch 76 Batch 87/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.013 Epoch 76 Batch 88/538 - Train Accuracy: 0.980, Validation Accuracy: 0.975, Loss: 0.014 Epoch 76 Batch 89/538 - Train Accuracy: 0.978, Validation Accuracy: 0.975, Loss: 0.015 Epoch 76 Batch 90/538 - Train Accuracy: 0.980, Validation Accuracy: 0.978, Loss: 0.017 Epoch 76 Batch 91/538 - Train Accuracy: 0.978, Validation Accuracy: 0.978, Loss: 0.011 Epoch 76 Batch 92/538 - Train Accuracy: 0.974, Validation Accuracy: 0.978, Loss: 0.014 Epoch 76 Batch 93/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.010 Epoch 76 Batch 94/538 - Train Accuracy: 0.974, Validation Accuracy: 0.974, Loss: 0.013 Epoch 76 Batch 95/538 - Train Accuracy: 0.983, Validation Accuracy: 0.974, Loss: 0.015 Epoch 76 Batch 96/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.012 Epoch 76 Batch 97/538 - Train Accuracy: 0.977, Validation Accuracy: 0.977, Loss: 0.016 Epoch 76 Batch 98/538 - Train Accuracy: 0.975, Validation Accuracy: 0.980, Loss: 0.018 Epoch 76 Batch 99/538 - Train Accuracy: 0.983, Validation Accuracy: 0.980, Loss: 0.014 Epoch 76 Batch 100/538 - Train Accuracy: 0.980, Validation Accuracy: 0.980, Loss: 0.012 Epoch 76 Batch 101/538 - Train Accuracy: 0.977, Validation Accuracy: 0.980, Loss: 0.025 Epoch 76 Batch 102/538 - Train Accuracy: 0.971, Validation Accuracy: 0.980, Loss: 0.012 Epoch 76 Batch 103/538 - Train Accuracy: 0.976, Validation Accuracy: 0.980, Loss: 0.015 Epoch 76 Batch 104/538 - Train Accuracy: 0.986, Validation Accuracy: 0.980, Loss: 0.010 Epoch 76 Batch 105/538 - Train Accuracy: 0.978, Validation Accuracy: 0.980, Loss: 0.013 Epoch 76 Batch 106/538 - Train Accuracy: 0.977, Validation Accuracy: 0.980, Loss: 0.007 Epoch 76 Batch 107/538 - Train Accuracy: 0.976, Validation Accuracy: 0.980, Loss: 0.015 Epoch 76 Batch 108/538 - Train Accuracy: 0.984, Validation Accuracy: 0.980, Loss: 0.018 Epoch 76 Batch 109/538 - Train Accuracy: 0.985, Validation Accuracy: 0.980, Loss: 0.015 Epoch 76 Batch 110/538 - Train Accuracy: 0.979, Validation Accuracy: 0.980, Loss: 0.014 Epoch 76 Batch 111/538 - Train Accuracy: 0.978, Validation Accuracy: 0.978, Loss: 0.016 Epoch 76 Batch 112/538 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.016 Epoch 76 Batch 113/538 - Train Accuracy: 0.970, Validation Accuracy: 0.975, Loss: 0.014 Epoch 76 Batch 114/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.012 Epoch 76 Batch 115/538 - Train Accuracy: 0.982, Validation Accuracy: 0.974, Loss: 0.014 Epoch 76 Batch 116/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.021 Epoch 76 Batch 117/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.017 Epoch 76 Batch 118/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.012 Epoch 76 Batch 119/538 - Train Accuracy: 0.984, Validation Accuracy: 0.975, Loss: 0.010 Epoch 76 Batch 120/538 - Train Accuracy: 0.975, Validation Accuracy: 0.975, Loss: 0.009 Epoch 76 Batch 121/538 - Train Accuracy: 0.975, Validation Accuracy: 0.975, Loss: 0.015 Epoch 76 Batch 122/538 - Train Accuracy: 0.973, Validation Accuracy: 0.975, Loss: 0.021 Epoch 76 Batch 123/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.011 Epoch 76 Batch 124/538 - Train Accuracy: 0.977, Validation Accuracy: 0.975, Loss: 0.018 Epoch 76 Batch 125/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.020 Epoch 76 Batch 126/538 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.015 Epoch 76 Batch 127/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.022 Epoch 76 Batch 128/538 - Train Accuracy: 0.976, Validation Accuracy: 0.978, Loss: 0.018 Epoch 76 Batch 129/538 - Train Accuracy: 0.984, Validation Accuracy: 0.978, Loss: 0.010 Epoch 76 Batch 130/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.012 Epoch 76 Batch 131/538 - Train Accuracy: 0.984, Validation Accuracy: 0.975, Loss: 0.015 Epoch 76 Batch 132/538 - Train Accuracy: 0.979, Validation Accuracy: 0.976, Loss: 0.014 Epoch 76 Batch 133/538 - Train Accuracy: 0.974, Validation Accuracy: 0.976, Loss: 0.019 Epoch 76 Batch 134/538 - Train Accuracy: 0.975, Validation Accuracy: 0.975, Loss: 0.020 Epoch 76 Batch 135/538 - Train Accuracy: 0.971, Validation Accuracy: 0.975, Loss: 0.023 Epoch 76 Batch 136/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.014 Epoch 76 Batch 137/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.021 Epoch 76 Batch 138/538 - Train Accuracy: 0.967, Validation Accuracy: 0.971, Loss: 0.015 Epoch 76 Batch 139/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.016 Epoch 76 Batch 140/538 - Train Accuracy: 0.966, Validation Accuracy: 0.973, Loss: 0.025 Epoch 76 Batch 141/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.015 Epoch 76 Batch 142/538 - Train Accuracy: 0.980, Validation Accuracy: 0.975, Loss: 0.015 Epoch 76 Batch 143/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.022 Epoch 76 Batch 144/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.022 Epoch 76 Batch 145/538 - Train Accuracy: 0.970, Validation Accuracy: 0.973, Loss: 0.022 Epoch 76 Batch 146/538 - Train Accuracy: 0.973, Validation Accuracy: 0.975, Loss: 0.017 Epoch 76 Batch 147/538 - Train Accuracy: 0.980, Validation Accuracy: 0.975, Loss: 0.013 Epoch 76 Batch 148/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.019 Epoch 76 Batch 149/538 - Train Accuracy: 0.977, Validation Accuracy: 0.975, Loss: 0.015 Epoch 76 Batch 150/538 - Train Accuracy: 0.980, Validation Accuracy: 0.975, Loss: 0.012 Epoch 76 Batch 151/538 - Train Accuracy: 0.968, Validation Accuracy: 0.975, Loss: 0.018 Epoch 76 Batch 152/538 - Train Accuracy: 0.973, Validation Accuracy: 0.975, Loss: 0.019 Epoch 76 Batch 153/538 - Train Accuracy: 0.973, Validation Accuracy: 0.977, Loss: 0.014 Epoch 76 Batch 154/538 - Train Accuracy: 0.981, Validation Accuracy: 0.977, Loss: 0.011 Epoch 76 Batch 155/538 - Train Accuracy: 0.981, Validation Accuracy: 0.977, Loss: 0.015 Epoch 76 Batch 156/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.017 Epoch 76 Batch 157/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.013 Epoch 76 Batch 158/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.017 Epoch 76 Batch 159/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.017 Epoch 76 Batch 160/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.012 Epoch 76 Batch 161/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.013 Epoch 76 Batch 162/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.017 Epoch 76 Batch 163/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.021 Epoch 76 Batch 164/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.014 Epoch 76 Batch 165/538 - Train Accuracy: 0.987, Validation Accuracy: 0.974, Loss: 0.009 Epoch 76 Batch 166/538 - Train Accuracy: 0.984, Validation Accuracy: 0.974, Loss: 0.011 Epoch 76 Batch 167/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.026 Epoch 76 Batch 168/538 - Train Accuracy: 0.978, Validation Accuracy: 0.975, Loss: 0.018 Epoch 76 Batch 169/538 - Train Accuracy: 0.984, Validation Accuracy: 0.975, Loss: 0.016 Epoch 76 Batch 170/538 - Train Accuracy: 0.971, Validation Accuracy: 0.977, Loss: 0.018 Epoch 76 Batch 171/538 - Train Accuracy: 0.971, Validation Accuracy: 0.975, Loss: 0.019 Epoch 76 Batch 172/538 - Train Accuracy: 0.980, Validation Accuracy: 0.975, Loss: 0.011 Epoch 76 Batch 173/538 - Train Accuracy: 0.977, Validation Accuracy: 0.975, Loss: 0.014 Epoch 76 Batch 174/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.013 Epoch 76 Batch 175/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.014 Epoch 76 Batch 176/538 - Train Accuracy: 0.979, Validation Accuracy: 0.976, Loss: 0.016 Epoch 76 Batch 177/538 - Train Accuracy: 0.974, Validation Accuracy: 0.974, Loss: 0.014 Epoch 76 Batch 178/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.013 Epoch 76 Batch 179/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.014 Epoch 76 Batch 180/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.016 Epoch 76 Batch 181/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.018 Epoch 76 Batch 182/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.009 Epoch 76 Batch 183/538 - Train Accuracy: 0.983, Validation Accuracy: 0.970, Loss: 0.013 Epoch 76 Batch 184/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.014 Epoch 76 Batch 185/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.012 Epoch 76 Batch 186/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.014 Epoch 76 Batch 187/538 - Train Accuracy: 0.978, Validation Accuracy: 0.966, Loss: 0.017 Epoch 76 Batch 188/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.013 Epoch 76 Batch 189/538 - Train Accuracy: 0.979, Validation Accuracy: 0.966, Loss: 0.020 Epoch 76 Batch 190/538 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.020 Epoch 76 Batch 191/538 - Train Accuracy: 0.981, Validation Accuracy: 0.966, Loss: 0.014 Epoch 76 Batch 192/538 - Train Accuracy: 0.980, Validation Accuracy: 0.966, Loss: 0.014 Epoch 76 Batch 193/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.016 Epoch 76 Batch 194/538 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.021 Epoch 76 Batch 195/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.021 Epoch 76 Batch 196/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.012 Epoch 76 Batch 197/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.017 Epoch 76 Batch 198/538 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.020 Epoch 76 Batch 199/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.013 Epoch 76 Batch 200/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.014 Epoch 76 Batch 201/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.021 Epoch 76 Batch 202/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.015 Epoch 76 Batch 203/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.018 Epoch 76 Batch 204/538 - Train Accuracy: 0.968, Validation Accuracy: 0.970, Loss: 0.028 Epoch 76 Batch 205/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.016 Epoch 76 Batch 206/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.013 Epoch 76 Batch 207/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.020 Epoch 76 Batch 208/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.019 Epoch 76 Batch 209/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.018 Epoch 76 Batch 210/538 - Train Accuracy: 0.980, Validation Accuracy: 0.968, Loss: 0.021 Epoch 76 Batch 211/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.018 Epoch 76 Batch 212/538 - Train Accuracy: 0.980, Validation Accuracy: 0.968, Loss: 0.013 Epoch 76 Batch 213/538 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.014 Epoch 76 Batch 214/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.013 Epoch 76 Batch 215/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.017 Epoch 76 Batch 216/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.020 Epoch 76 Batch 217/538 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.020 Epoch 76 Batch 218/538 - Train Accuracy: 0.978, Validation Accuracy: 0.967, Loss: 0.015 Epoch 76 Batch 219/538 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.014 Epoch 76 Batch 220/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.018 Epoch 76 Batch 221/538 - Train Accuracy: 0.978, Validation Accuracy: 0.966, Loss: 0.011 Epoch 76 Batch 222/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.012 Epoch 76 Batch 223/538 - Train Accuracy: 0.983, Validation Accuracy: 0.971, Loss: 0.015 Epoch 76 Batch 224/538 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.021 Epoch 76 Batch 225/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.014 Epoch 76 Batch 226/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.017 Epoch 76 Batch 227/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.015 Epoch 76 Batch 228/538 - Train Accuracy: 0.962, Validation Accuracy: 0.968, Loss: 0.019 Epoch 76 Batch 229/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.024 Epoch 76 Batch 230/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.021 Epoch 76 Batch 231/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.014 Epoch 76 Batch 232/538 - Train Accuracy: 0.976, Validation Accuracy: 0.963, Loss: 0.017 Epoch 76 Batch 233/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.017 Epoch 76 Batch 234/538 - Train Accuracy: 0.979, Validation Accuracy: 0.962, Loss: 0.017 Epoch 76 Batch 235/538 - Train Accuracy: 0.974, Validation Accuracy: 0.962, Loss: 0.009 Epoch 76 Batch 236/538 - Train Accuracy: 0.980, Validation Accuracy: 0.962, Loss: 0.012 Epoch 76 Batch 237/538 - Train Accuracy: 0.972, Validation Accuracy: 0.962, Loss: 0.011 Epoch 76 Batch 238/538 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.021 Epoch 76 Batch 239/538 - Train Accuracy: 0.980, Validation Accuracy: 0.963, Loss: 0.013 Epoch 76 Batch 240/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.013 Epoch 76 Batch 241/538 - Train Accuracy: 0.973, Validation Accuracy: 0.963, Loss: 0.023 Epoch 76 Batch 242/538 - Train Accuracy: 0.978, Validation Accuracy: 0.964, Loss: 0.014 Epoch 76 Batch 243/538 - Train Accuracy: 0.982, Validation Accuracy: 0.964, Loss: 0.013 Epoch 76 Batch 244/538 - Train Accuracy: 0.973, Validation Accuracy: 0.963, Loss: 0.014 Epoch 76 Batch 245/538 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.023 Epoch 76 Batch 246/538 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.012 Epoch 76 Batch 247/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.012 Epoch 76 Batch 248/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.021 Epoch 76 Batch 249/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.012 Epoch 76 Batch 250/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.016 Epoch 76 Batch 251/538 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.010 Epoch 76 Batch 252/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.015 Epoch 76 Batch 253/538 - Train Accuracy: 0.983, Validation Accuracy: 0.972, Loss: 0.010 Epoch 76 Batch 254/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.016 Epoch 76 Batch 255/538 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.017 Epoch 76 Batch 256/538 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.015 Epoch 76 Batch 257/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.014 Epoch 76 Batch 258/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.016 Epoch 76 Batch 259/538 - Train Accuracy: 0.981, Validation Accuracy: 0.974, Loss: 0.016 Epoch 76 Batch 260/538 - Train Accuracy: 0.970, Validation Accuracy: 0.974, Loss: 0.019 Epoch 76 Batch 261/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.022 Epoch 76 Batch 262/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.019 Epoch 76 Batch 263/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.014 Epoch 76 Batch 264/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.018 Epoch 76 Batch 265/538 - Train Accuracy: 0.967, Validation Accuracy: 0.970, Loss: 0.018 Epoch 76 Batch 266/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.008 Epoch 76 Batch 267/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.018 Epoch 76 Batch 268/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.014 Epoch 76 Batch 269/538 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.013 Epoch 76 Batch 270/538 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.010 Epoch 76 Batch 271/538 - Train Accuracy: 0.986, Validation Accuracy: 0.970, Loss: 0.009 Epoch 76 Batch 272/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.014 Epoch 76 Batch 273/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.014 Epoch 76 Batch 274/538 - Train Accuracy: 0.965, Validation Accuracy: 0.970, Loss: 0.017 Epoch 76 Batch 275/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.018 Epoch 76 Batch 276/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.023 Epoch 76 Batch 277/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.011 Epoch 76 Batch 278/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.014 Epoch 76 Batch 279/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.010 Epoch 76 Batch 280/538 - Train Accuracy: 0.984, Validation Accuracy: 0.972, Loss: 0.013 Epoch 76 Batch 281/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.016 Epoch 76 Batch 282/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.019 Epoch 76 Batch 283/538 - Train Accuracy: 0.982, Validation Accuracy: 0.969, Loss: 0.016 Epoch 76 Batch 284/538 - Train Accuracy: 0.968, Validation Accuracy: 0.970, Loss: 0.020 Epoch 76 Batch 285/538 - Train Accuracy: 0.979, Validation Accuracy: 0.967, Loss: 0.014 Epoch 76 Batch 286/538 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.020 Epoch 76 Batch 287/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.012 Epoch 76 Batch 288/538 - Train Accuracy: 0.967, Validation Accuracy: 0.968, Loss: 0.015 Epoch 76 Batch 289/538 - Train Accuracy: 0.981, Validation Accuracy: 0.968, Loss: 0.011 Epoch 76 Batch 290/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.014 Epoch 76 Batch 291/538 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.020 Epoch 76 Batch 292/538 - Train Accuracy: 0.983, Validation Accuracy: 0.973, Loss: 0.011 Epoch 76 Batch 293/538 - Train Accuracy: 0.971, Validation Accuracy: 0.974, Loss: 0.013 Epoch 76 Batch 294/538 - Train Accuracy: 0.981, Validation Accuracy: 0.973, Loss: 0.014 Epoch 76 Batch 295/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.017 Epoch 76 Batch 296/538 - Train Accuracy: 0.971, Validation Accuracy: 0.975, Loss: 0.023 Epoch 76 Batch 297/538 - Train Accuracy: 0.984, Validation Accuracy: 0.975, Loss: 0.019 Epoch 76 Batch 298/538 - Train Accuracy: 0.978, Validation Accuracy: 0.978, Loss: 0.013 Epoch 76 Batch 299/538 - Train Accuracy: 0.977, Validation Accuracy: 0.978, Loss: 0.022 Epoch 76 Batch 300/538 - Train Accuracy: 0.982, Validation Accuracy: 0.976, Loss: 0.013 Epoch 76 Batch 301/538 - Train Accuracy: 0.973, Validation Accuracy: 0.976, Loss: 0.018 Epoch 76 Batch 302/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.018 Epoch 76 Batch 303/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.016 Epoch 76 Batch 304/538 - Train Accuracy: 0.977, Validation Accuracy: 0.975, Loss: 0.019 Epoch 76 Batch 305/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.017 Epoch 76 Batch 306/538 - Train Accuracy: 0.985, Validation Accuracy: 0.972, Loss: 0.015 Epoch 76 Batch 307/538 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.014 Epoch 76 Batch 308/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.017 Epoch 76 Batch 309/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.012 Epoch 76 Batch 310/538 - Train Accuracy: 0.978, Validation Accuracy: 0.977, Loss: 0.022 Epoch 76 Batch 311/538 - Train Accuracy: 0.977, Validation Accuracy: 0.977, Loss: 0.018 Epoch 76 Batch 312/538 - Train Accuracy: 0.976, Validation Accuracy: 0.977, Loss: 0.008 Epoch 76 Batch 313/538 - Train Accuracy: 0.976, Validation Accuracy: 0.977, Loss: 0.016 Epoch 76 Batch 314/538 - Train Accuracy: 0.983, Validation Accuracy: 0.977, Loss: 0.017 Epoch 76 Batch 315/538 - Train Accuracy: 0.982, Validation Accuracy: 0.977, Loss: 0.014 Epoch 76 Batch 316/538 - Train Accuracy: 0.975, Validation Accuracy: 0.977, Loss: 0.015 Epoch 76 Batch 317/538 - Train Accuracy: 0.979, Validation Accuracy: 0.977, Loss: 0.012 Epoch 76 Batch 318/538 - Train Accuracy: 0.975, Validation Accuracy: 0.977, Loss: 0.015 Epoch 76 Batch 319/538 - Train Accuracy: 0.980, Validation Accuracy: 0.977, Loss: 0.017 Epoch 76 Batch 320/538 - Train Accuracy: 0.979, Validation Accuracy: 0.977, Loss: 0.015 Epoch 76 Batch 321/538 - Train Accuracy: 0.978, Validation Accuracy: 0.977, Loss: 0.020 Epoch 76 Batch 322/538 - Train Accuracy: 0.980, Validation Accuracy: 0.976, Loss: 0.013 Epoch 76 Batch 323/538 - Train Accuracy: 0.974, Validation Accuracy: 0.974, Loss: 0.016 Epoch 76 Batch 324/538 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.015 Epoch 76 Batch 325/538 - Train Accuracy: 0.977, Validation Accuracy: 0.975, Loss: 0.013 Epoch 76 Batch 326/538 - Train Accuracy: 0.980, Validation Accuracy: 0.975, Loss: 0.012 Epoch 76 Batch 327/538 - Train Accuracy: 0.984, Validation Accuracy: 0.971, Loss: 0.016 Epoch 76 Batch 328/538 - Train Accuracy: 0.983, Validation Accuracy: 0.971, Loss: 0.012 Epoch 76 Batch 329/538 - Train Accuracy: 0.982, Validation Accuracy: 0.971, Loss: 0.014 Epoch 76 Batch 330/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.012 Epoch 76 Batch 331/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.011 Epoch 76 Batch 332/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.014 Epoch 76 Batch 333/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.013 Epoch 76 Batch 334/538 - Train Accuracy: 0.983, Validation Accuracy: 0.972, Loss: 0.012 Epoch 76 Batch 335/538 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.016 Epoch 76 Batch 336/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.013 Epoch 76 Batch 337/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.019 Epoch 76 Batch 338/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.015 Epoch 76 Batch 339/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.014 Epoch 76 Batch 340/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.014 Epoch 76 Batch 341/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.012 Epoch 76 Batch 342/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.017 Epoch 76 Batch 343/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.015 Epoch 76 Batch 344/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.011 Epoch 76 Batch 345/538 - Train Accuracy: 0.984, Validation Accuracy: 0.972, Loss: 0.013 Epoch 76 Batch 346/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.014 Epoch 76 Batch 347/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.019 Epoch 76 Batch 348/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.016 Epoch 76 Batch 349/538 - Train Accuracy: 0.983, Validation Accuracy: 0.967, Loss: 0.010 Epoch 76 Batch 350/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.021 Epoch 76 Batch 351/538 - Train Accuracy: 0.964, Validation Accuracy: 0.969, Loss: 0.016 Epoch 76 Batch 352/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.029 Epoch 76 Batch 353/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.016 Epoch 76 Batch 354/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.015 Epoch 76 Batch 355/538 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.011 Epoch 76 Batch 356/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.012 Epoch 76 Batch 357/538 - Train Accuracy: 0.981, Validation Accuracy: 0.967, Loss: 0.017 Epoch 76 Batch 358/538 - Train Accuracy: 0.982, Validation Accuracy: 0.968, Loss: 0.013 Epoch 76 Batch 359/538 - Train Accuracy: 0.985, Validation Accuracy: 0.968, Loss: 0.012 Epoch 76 Batch 360/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.013 Epoch 76 Batch 361/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.013 Epoch 76 Batch 362/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.011 Epoch 76 Batch 363/538 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.017 Epoch 76 Batch 364/538 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.021 Epoch 76 Batch 365/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.016 Epoch 76 Batch 366/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.019 Epoch 76 Batch 367/538 - Train Accuracy: 0.985, Validation Accuracy: 0.969, Loss: 0.009 Epoch 76 Batch 368/538 - Train Accuracy: 0.979, Validation Accuracy: 0.967, Loss: 0.014 Epoch 76 Batch 369/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.013 Epoch 76 Batch 370/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.019 Epoch 76 Batch 371/538 - Train Accuracy: 0.983, Validation Accuracy: 0.967, Loss: 0.015 Epoch 76 Batch 372/538 - Train Accuracy: 0.979, Validation Accuracy: 0.967, Loss: 0.019 Epoch 76 Batch 373/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.011 Epoch 76 Batch 374/538 - Train Accuracy: 0.984, Validation Accuracy: 0.971, Loss: 0.012 Epoch 76 Batch 375/538 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.013 Epoch 76 Batch 376/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.016 Epoch 76 Batch 377/538 - Train Accuracy: 0.984, Validation Accuracy: 0.974, Loss: 0.018 Epoch 76 Batch 378/538 - Train Accuracy: 0.985, Validation Accuracy: 0.974, Loss: 0.011 Epoch 76 Batch 379/538 - Train Accuracy: 0.979, Validation Accuracy: 0.976, Loss: 0.014 Epoch 76 Batch 380/538 - Train Accuracy: 0.982, Validation Accuracy: 0.970, Loss: 0.009 Epoch 76 Batch 381/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.013 Epoch 76 Batch 382/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.020 Epoch 76 Batch 383/538 - Train Accuracy: 0.983, Validation Accuracy: 0.969, Loss: 0.011 Epoch 76 Batch 384/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.015 Epoch 76 Batch 385/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.009 Epoch 76 Batch 386/538 - Train Accuracy: 0.983, Validation Accuracy: 0.971, Loss: 0.013 Epoch 76 Batch 387/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.014 Epoch 76 Batch 388/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.015 Epoch 76 Batch 389/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.014 Epoch 76 Batch 390/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.014 Epoch 76 Batch 391/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.012 Epoch 76 Batch 392/538 - Train Accuracy: 0.975, Validation Accuracy: 0.965, Loss: 0.010 Epoch 76 Batch 393/538 - Train Accuracy: 0.981, Validation Accuracy: 0.966, Loss: 0.014 Epoch 76 Batch 394/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.010 Epoch 76 Batch 395/538 - Train Accuracy: 0.978, Validation Accuracy: 0.967, Loss: 0.019 Epoch 76 Batch 396/538 - Train Accuracy: 0.978, Validation Accuracy: 0.967, Loss: 0.015 Epoch 76 Batch 397/538 - Train Accuracy: 0.978, Validation Accuracy: 0.967, Loss: 0.014 Epoch 76 Batch 398/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.014 Epoch 76 Batch 399/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.014 Epoch 76 Batch 400/538 - Train Accuracy: 0.985, Validation Accuracy: 0.972, Loss: 0.015 Epoch 76 Batch 401/538 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.014 Epoch 76 Batch 402/538 - Train Accuracy: 0.986, Validation Accuracy: 0.973, Loss: 0.013 Epoch 76 Batch 403/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.020 Epoch 76 Batch 404/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.019 Epoch 76 Batch 405/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.015 Epoch 76 Batch 406/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.012 Epoch 76 Batch 407/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.019 Epoch 76 Batch 408/538 - Train Accuracy: 0.970, Validation Accuracy: 0.975, Loss: 0.018 Epoch 76 Batch 409/538 - Train Accuracy: 0.981, Validation Accuracy: 0.974, Loss: 0.013 Epoch 76 Batch 410/538 - Train Accuracy: 0.984, Validation Accuracy: 0.974, Loss: 0.017 Epoch 76 Batch 411/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.018 Epoch 76 Batch 412/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.010 Epoch 76 Batch 413/538 - Train Accuracy: 0.984, Validation Accuracy: 0.969, Loss: 0.013 Epoch 76 Batch 414/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.023 Epoch 76 Batch 415/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.021 Epoch 76 Batch 416/538 - Train Accuracy: 0.981, Validation Accuracy: 0.967, Loss: 0.017 Epoch 76 Batch 417/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.019 Epoch 76 Batch 418/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.018 Epoch 76 Batch 419/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.014 Epoch 76 Batch 420/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.016 Epoch 76 Batch 421/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.012 Epoch 76 Batch 422/538 - Train Accuracy: 0.988, Validation Accuracy: 0.967, Loss: 0.015 Epoch 76 Batch 423/538 - Train Accuracy: 0.984, Validation Accuracy: 0.967, Loss: 0.015 Epoch 76 Batch 424/538 - Train Accuracy: 0.978, Validation Accuracy: 0.967, Loss: 0.015 Epoch 76 Batch 425/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.025 Epoch 76 Batch 426/538 - Train Accuracy: 0.986, Validation Accuracy: 0.968, Loss: 0.018 Epoch 76 Batch 427/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.015 Epoch 76 Batch 428/538 - Train Accuracy: 0.974, Validation Accuracy: 0.974, Loss: 0.015 Epoch 76 Batch 429/538 - Train Accuracy: 0.984, Validation Accuracy: 0.974, Loss: 0.014 Epoch 76 Batch 430/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.015 Epoch 76 Batch 431/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.013 Epoch 76 Batch 432/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.019 Epoch 76 Batch 433/538 - Train Accuracy: 0.967, Validation Accuracy: 0.972, Loss: 0.031 Epoch 76 Batch 434/538 - Train Accuracy: 0.981, Validation Accuracy: 0.968, Loss: 0.015 Epoch 76 Batch 435/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.015 Epoch 76 Batch 436/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.022 Epoch 76 Batch 437/538 - Train Accuracy: 0.982, Validation Accuracy: 0.970, Loss: 0.019 Epoch 76 Batch 438/538 - Train Accuracy: 0.984, Validation Accuracy: 0.968, Loss: 0.013 Epoch 76 Batch 439/538 - Train Accuracy: 0.982, Validation Accuracy: 0.970, Loss: 0.017 Epoch 76 Batch 440/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.016 Epoch 76 Batch 441/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.020 Epoch 76 Batch 442/538 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.017 Epoch 76 Batch 443/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.019 Epoch 76 Batch 444/538 - Train Accuracy: 0.981, Validation Accuracy: 0.965, Loss: 0.013 Epoch 76 Batch 445/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.014 Epoch 76 Batch 446/538 - Train Accuracy: 0.982, Validation Accuracy: 0.965, Loss: 0.014 Epoch 76 Batch 447/538 - Train Accuracy: 0.980, Validation Accuracy: 0.966, Loss: 0.011 Epoch 76 Batch 448/538 - Train Accuracy: 0.984, Validation Accuracy: 0.966, Loss: 0.015 Epoch 76 Batch 449/538 - Train Accuracy: 0.982, Validation Accuracy: 0.967, Loss: 0.019 Epoch 76 Batch 450/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.021 Epoch 76 Batch 451/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.013 Epoch 76 Batch 452/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.010 Epoch 76 Batch 453/538 - Train Accuracy: 0.967, Validation Accuracy: 0.970, Loss: 0.014 Epoch 76 Batch 454/538 - Train Accuracy: 0.980, Validation Accuracy: 0.968, Loss: 0.019 Epoch 76 Batch 455/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.018 Epoch 76 Batch 456/538 - Train Accuracy: 0.983, Validation Accuracy: 0.970, Loss: 0.034 Epoch 76 Batch 457/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.010 Epoch 76 Batch 458/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.012 Epoch 76 Batch 459/538 - Train Accuracy: 0.981, Validation Accuracy: 0.968, Loss: 0.014 Epoch 76 Batch 460/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.014 Epoch 76 Batch 461/538 - Train Accuracy: 0.978, Validation Accuracy: 0.967, Loss: 0.016 Epoch 76 Batch 462/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.016 Epoch 76 Batch 463/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.017 Epoch 76 Batch 464/538 - Train Accuracy: 0.983, Validation Accuracy: 0.974, Loss: 0.011 Epoch 76 Batch 465/538 - Train Accuracy: 0.977, Validation Accuracy: 0.976, Loss: 0.017 Epoch 76 Batch 466/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.017 Epoch 76 Batch 467/538 - Train Accuracy: 0.977, Validation Accuracy: 0.975, Loss: 0.017 Epoch 76 Batch 468/538 - Train Accuracy: 0.978, Validation Accuracy: 0.975, Loss: 0.020 Epoch 76 Batch 469/538 - Train Accuracy: 0.980, Validation Accuracy: 0.975, Loss: 0.021 Epoch 76 Batch 470/538 - Train Accuracy: 0.969, Validation Accuracy: 0.975, Loss: 0.016 Epoch 76 Batch 471/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.013 Epoch 76 Batch 472/538 - Train Accuracy: 0.986, Validation Accuracy: 0.970, Loss: 0.016 Epoch 76 Batch 473/538 - Train Accuracy: 0.984, Validation Accuracy: 0.969, Loss: 0.015 Epoch 76 Batch 474/538 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.012 Epoch 76 Batch 475/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.014 Epoch 76 Batch 476/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.013 Epoch 76 Batch 477/538 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.021 Epoch 76 Batch 478/538 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.012 Epoch 76 Batch 479/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.016 Epoch 76 Batch 480/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.019 Epoch 76 Batch 481/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.015 Epoch 76 Batch 482/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.013 Epoch 76 Batch 483/538 - Train Accuracy: 0.968, Validation Accuracy: 0.971, Loss: 0.024 Epoch 76 Batch 484/538 - Train Accuracy: 0.967, Validation Accuracy: 0.967, Loss: 0.020 Epoch 76 Batch 485/538 - Train Accuracy: 0.976, Validation Accuracy: 0.965, Loss: 0.025 Epoch 76 Batch 486/538 - Train Accuracy: 0.980, Validation Accuracy: 0.967, Loss: 0.009 Epoch 76 Batch 487/538 - Train Accuracy: 0.984, Validation Accuracy: 0.967, Loss: 0.014 Epoch 76 Batch 488/538 - Train Accuracy: 0.985, Validation Accuracy: 0.967, Loss: 0.016 Epoch 76 Batch 489/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.015 Epoch 76 Batch 490/538 - Train Accuracy: 0.969, Validation Accuracy: 0.971, Loss: 0.022 Epoch 76 Batch 491/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.018 Epoch 76 Batch 492/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.012 Epoch 76 Batch 493/538 - Train Accuracy: 0.967, Validation Accuracy: 0.971, Loss: 0.018 Epoch 76 Batch 494/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.019 Epoch 76 Batch 495/538 - Train Accuracy: 0.982, Validation Accuracy: 0.974, Loss: 0.021 Epoch 76 Batch 496/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.013 Epoch 76 Batch 497/538 - Train Accuracy: 0.980, Validation Accuracy: 0.975, Loss: 0.017 Epoch 76 Batch 498/538 - Train Accuracy: 0.974, Validation Accuracy: 0.975, Loss: 0.012 Epoch 76 Batch 499/538 - Train Accuracy: 0.966, Validation Accuracy: 0.975, Loss: 0.017 Epoch 76 Batch 500/538 - Train Accuracy: 0.978, Validation Accuracy: 0.975, Loss: 0.012 Epoch 76 Batch 501/538 - Train Accuracy: 0.982, Validation Accuracy: 0.975, Loss: 0.022 Epoch 76 Batch 502/538 - Train Accuracy: 0.980, Validation Accuracy: 0.978, Loss: 0.012 Epoch 76 Batch 503/538 - Train Accuracy: 0.982, Validation Accuracy: 0.978, Loss: 0.014 Epoch 76 Batch 504/538 - Train Accuracy: 0.979, Validation Accuracy: 0.977, Loss: 0.013 Epoch 76 Batch 505/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.017 Epoch 76 Batch 506/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.016 Epoch 76 Batch 507/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.015 Epoch 76 Batch 508/538 - Train Accuracy: 0.983, Validation Accuracy: 0.974, Loss: 0.015 Epoch 76 Batch 509/538 - Train Accuracy: 0.981, Validation Accuracy: 0.974, Loss: 0.014 Epoch 76 Batch 510/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.013 Epoch 76 Batch 511/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.015 Epoch 76 Batch 512/538 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.017 Epoch 76 Batch 513/538 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.010 Epoch 76 Batch 514/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.016 Epoch 76 Batch 515/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.018 Epoch 76 Batch 516/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.015 Epoch 76 Batch 517/538 - Train Accuracy: 0.982, Validation Accuracy: 0.970, Loss: 0.012 Epoch 76 Batch 518/538 - Train Accuracy: 0.966, Validation Accuracy: 0.971, Loss: 0.020 Epoch 76 Batch 519/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.016 Epoch 76 Batch 520/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.022 Epoch 76 Batch 521/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.021 Epoch 76 Batch 522/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.016 Epoch 76 Batch 523/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.014 Epoch 76 Batch 524/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.014 Epoch 76 Batch 525/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.019 Epoch 76 Batch 526/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.015 Epoch 76 Batch 527/538 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.016 Epoch 76 Batch 528/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.013 Epoch 76 Batch 529/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.013 Epoch 76 Batch 530/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.012 Epoch 76 Batch 531/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.016 Epoch 76 Batch 532/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.014 Epoch 76 Batch 533/538 - Train Accuracy: 0.971, Validation Accuracy: 0.974, Loss: 0.010 Epoch 76 Batch 534/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.011 Epoch 76 Batch 535/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.010 Epoch 76 Batch 536/538 - Train Accuracy: 0.983, Validation Accuracy: 0.974, Loss: 0.019 Epoch 77 Batch 0/538 - Train Accuracy: 0.982, Validation Accuracy: 0.974, Loss: 0.012 Epoch 77 Batch 1/538 - Train Accuracy: 0.984, Validation Accuracy: 0.970, Loss: 0.018 Epoch 77 Batch 2/538 - Train Accuracy: 0.978, Validation Accuracy: 0.966, Loss: 0.019 Epoch 77 Batch 3/538 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.019 Epoch 77 Batch 4/538 - Train Accuracy: 0.987, Validation Accuracy: 0.967, Loss: 0.014 Epoch 77 Batch 5/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.016 Epoch 77 Batch 6/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.017 Epoch 77 Batch 7/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.014 Epoch 77 Batch 8/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.012 Epoch 77 Batch 9/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.019 Epoch 77 Batch 10/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.015 Epoch 77 Batch 11/538 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.013 Epoch 77 Batch 12/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.015 Epoch 77 Batch 13/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.013 Epoch 77 Batch 14/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.012 Epoch 77 Batch 15/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.014 Epoch 77 Batch 16/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.021 Epoch 77 Batch 17/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.017 Epoch 77 Batch 18/538 - Train Accuracy: 0.980, Validation Accuracy: 0.968, Loss: 0.022 Epoch 77 Batch 19/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.018 Epoch 77 Batch 20/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.019 Epoch 77 Batch 21/538 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.009 Epoch 77 Batch 22/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.013 Epoch 77 Batch 23/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.023 Epoch 77 Batch 24/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.020 Epoch 77 Batch 25/538 - Train Accuracy: 0.978, Validation Accuracy: 0.975, Loss: 0.018 Epoch 77 Batch 26/538 - Train Accuracy: 0.980, Validation Accuracy: 0.975, Loss: 0.018 Epoch 77 Batch 27/538 - Train Accuracy: 0.982, Validation Accuracy: 0.977, Loss: 0.012 Epoch 77 Batch 28/538 - Train Accuracy: 0.982, Validation Accuracy: 0.977, Loss: 0.011 Epoch 77 Batch 29/538 - Train Accuracy: 0.984, Validation Accuracy: 0.976, Loss: 0.010 Epoch 77 Batch 30/538 - Train Accuracy: 0.969, Validation Accuracy: 0.976, Loss: 0.017 Epoch 77 Batch 31/538 - Train Accuracy: 0.984, Validation Accuracy: 0.974, Loss: 0.012 Epoch 77 Batch 32/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.011 Epoch 77 Batch 33/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.020 Epoch 77 Batch 34/538 - Train Accuracy: 0.967, Validation Accuracy: 0.973, Loss: 0.016 Epoch 77 Batch 35/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.013 Epoch 77 Batch 36/538 - Train Accuracy: 0.981, Validation Accuracy: 0.973, Loss: 0.015 Epoch 77 Batch 37/538 - Train Accuracy: 0.971, Validation Accuracy: 0.974, Loss: 0.017 Epoch 77 Batch 38/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.012 Epoch 77 Batch 39/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.015 Epoch 77 Batch 40/538 - Train Accuracy: 0.982, Validation Accuracy: 0.970, Loss: 0.013 Epoch 77 Batch 41/538 - Train Accuracy: 0.987, Validation Accuracy: 0.970, Loss: 0.010 Epoch 77 Batch 42/538 - Train Accuracy: 0.984, Validation Accuracy: 0.970, Loss: 0.013 Epoch 77 Batch 43/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.015 Epoch 77 Batch 44/538 - Train Accuracy: 0.982, Validation Accuracy: 0.975, Loss: 0.012 Epoch 77 Batch 45/538 - Train Accuracy: 0.976, Validation Accuracy: 0.975, Loss: 0.013 Epoch 77 Batch 46/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.016 Epoch 77 Batch 47/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.015 Epoch 77 Batch 48/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.018 Epoch 77 Batch 49/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.014 Epoch 77 Batch 50/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.013 Epoch 77 Batch 51/538 - Train Accuracy: 0.965, Validation Accuracy: 0.972, Loss: 0.019 Epoch 77 Batch 52/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.016 Epoch 77 Batch 53/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.014 Epoch 77 Batch 54/538 - Train Accuracy: 0.982, Validation Accuracy: 0.970, Loss: 0.012 Epoch 77 Batch 55/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.016 Epoch 77 Batch 56/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.014 Epoch 77 Batch 57/538 - Train Accuracy: 0.968, Validation Accuracy: 0.975, Loss: 0.015 Epoch 77 Batch 58/538 - Train Accuracy: 0.978, Validation Accuracy: 0.975, Loss: 0.013 Epoch 77 Batch 59/538 - Train Accuracy: 0.978, Validation Accuracy: 0.975, Loss: 0.017 Epoch 77 Batch 60/538 - Train Accuracy: 0.977, Validation Accuracy: 0.977, Loss: 0.021 Epoch 77 Batch 61/538 - Train Accuracy: 0.979, Validation Accuracy: 0.977, Loss: 0.012 Epoch 77 Batch 62/538 - Train Accuracy: 0.972, Validation Accuracy: 0.977, Loss: 0.020 Epoch 77 Batch 63/538 - Train Accuracy: 0.978, Validation Accuracy: 0.977, Loss: 0.014 Epoch 77 Batch 64/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.016 Epoch 77 Batch 65/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.021 Epoch 77 Batch 66/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.013 Epoch 77 Batch 67/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.013 Epoch 77 Batch 68/538 - Train Accuracy: 0.976, Validation Accuracy: 0.976, Loss: 0.018 Epoch 77 Batch 69/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.012 Epoch 77 Batch 70/538 - Train Accuracy: 0.968, Validation Accuracy: 0.972, Loss: 0.018 Epoch 77 Batch 71/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.024 Epoch 77 Batch 72/538 - Train Accuracy: 0.974, Validation Accuracy: 0.976, Loss: 0.033 Epoch 77 Batch 73/538 - Train Accuracy: 0.973, Validation Accuracy: 0.980, Loss: 0.016 Epoch 77 Batch 74/538 - Train Accuracy: 0.984, Validation Accuracy: 0.979, Loss: 0.016 Epoch 77 Batch 75/538 - Train Accuracy: 0.974, Validation Accuracy: 0.979, Loss: 0.016 Epoch 77 Batch 76/538 - Train Accuracy: 0.983, Validation Accuracy: 0.981, Loss: 0.013 Epoch 77 Batch 77/538 - Train Accuracy: 0.970, Validation Accuracy: 0.978, Loss: 0.014 Epoch 77 Batch 78/538 - Train Accuracy: 0.975, Validation Accuracy: 0.978, Loss: 0.016 Epoch 77 Batch 79/538 - Train Accuracy: 0.979, Validation Accuracy: 0.976, Loss: 0.010 Epoch 77 Batch 80/538 - Train Accuracy: 0.983, Validation Accuracy: 0.978, Loss: 0.014 Epoch 77 Batch 81/538 - Train Accuracy: 0.975, Validation Accuracy: 0.978, Loss: 0.023 Epoch 77 Batch 82/538 - Train Accuracy: 0.976, Validation Accuracy: 0.978, Loss: 0.014 Epoch 77 Batch 83/538 - Train Accuracy: 0.974, Validation Accuracy: 0.980, Loss: 0.016 Epoch 77 Batch 84/538 - Train Accuracy: 0.975, Validation Accuracy: 0.978, Loss: 0.015 Epoch 77 Batch 85/538 - Train Accuracy: 0.975, Validation Accuracy: 0.976, Loss: 0.012 Epoch 77 Batch 86/538 - Train Accuracy: 0.983, Validation Accuracy: 0.974, Loss: 0.015 Epoch 77 Batch 87/538 - Train Accuracy: 0.974, Validation Accuracy: 0.975, Loss: 0.018 Epoch 77 Batch 88/538 - Train Accuracy: 0.982, Validation Accuracy: 0.973, Loss: 0.018 Epoch 77 Batch 89/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.017 Epoch 77 Batch 90/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.018 Epoch 77 Batch 91/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.018 Epoch 77 Batch 92/538 - Train Accuracy: 0.978, Validation Accuracy: 0.976, Loss: 0.016 Epoch 77 Batch 93/538 - Train Accuracy: 0.971, Validation Accuracy: 0.977, Loss: 0.013 Epoch 77 Batch 94/538 - Train Accuracy: 0.981, Validation Accuracy: 0.981, Loss: 0.011 Epoch 77 Batch 95/538 - Train Accuracy: 0.979, Validation Accuracy: 0.979, Loss: 0.015 Epoch 77 Batch 96/538 - Train Accuracy: 0.968, Validation Accuracy: 0.977, Loss: 0.011 Epoch 77 Batch 97/538 - Train Accuracy: 0.974, Validation Accuracy: 0.977, Loss: 0.020 Epoch 77 Batch 98/538 - Train Accuracy: 0.972, Validation Accuracy: 0.977, Loss: 0.016 Epoch 77 Batch 99/538 - Train Accuracy: 0.982, Validation Accuracy: 0.977, Loss: 0.013 Epoch 77 Batch 100/538 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.010 Epoch 77 Batch 101/538 - Train Accuracy: 0.975, Validation Accuracy: 0.975, Loss: 0.021 Epoch 77 Batch 102/538 - Train Accuracy: 0.974, Validation Accuracy: 0.975, Loss: 0.016 Epoch 77 Batch 103/538 - Train Accuracy: 0.971, Validation Accuracy: 0.975, Loss: 0.016 Epoch 77 Batch 104/538 - Train Accuracy: 0.981, Validation Accuracy: 0.977, Loss: 0.014 Epoch 77 Batch 105/538 - Train Accuracy: 0.974, Validation Accuracy: 0.977, Loss: 0.012 Epoch 77 Batch 106/538 - Train Accuracy: 0.980, Validation Accuracy: 0.977, Loss: 0.012 Epoch 77 Batch 107/538 - Train Accuracy: 0.978, Validation Accuracy: 0.977, Loss: 0.015 Epoch 77 Batch 108/538 - Train Accuracy: 0.984, Validation Accuracy: 0.975, Loss: 0.014 Epoch 77 Batch 109/538 - Train Accuracy: 0.976, Validation Accuracy: 0.975, Loss: 0.011 Epoch 77 Batch 110/538 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.013 Epoch 77 Batch 111/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.016 Epoch 77 Batch 112/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.016 Epoch 77 Batch 113/538 - Train Accuracy: 0.964, Validation Accuracy: 0.971, Loss: 0.016 Epoch 77 Batch 114/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.013 Epoch 77 Batch 115/538 - Train Accuracy: 0.986, Validation Accuracy: 0.971, Loss: 0.015 Epoch 77 Batch 116/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.022 Epoch 77 Batch 117/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.019 Epoch 77 Batch 118/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.013 Epoch 77 Batch 119/538 - Train Accuracy: 0.984, Validation Accuracy: 0.973, Loss: 0.012 Epoch 77 Batch 120/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.010 Epoch 77 Batch 121/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.019 Epoch 77 Batch 122/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.015 Epoch 77 Batch 123/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.017 Epoch 77 Batch 124/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.013 Epoch 77 Batch 125/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.021 Epoch 77 Batch 126/538 - Train Accuracy: 0.969, Validation Accuracy: 0.973, Loss: 0.023 Epoch 77 Batch 127/538 - Train Accuracy: 0.965, Validation Accuracy: 0.976, Loss: 0.016 Epoch 77 Batch 128/538 - Train Accuracy: 0.969, Validation Accuracy: 0.974, Loss: 0.017 Epoch 77 Batch 129/538 - Train Accuracy: 0.986, Validation Accuracy: 0.974, Loss: 0.012 Epoch 77 Batch 130/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.017 Epoch 77 Batch 131/538 - Train Accuracy: 0.983, Validation Accuracy: 0.974, Loss: 0.016 Epoch 77 Batch 132/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.016 Epoch 77 Batch 133/538 - Train Accuracy: 0.974, Validation Accuracy: 0.974, Loss: 0.016 Epoch 77 Batch 134/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.019 Epoch 77 Batch 135/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.030 Epoch 77 Batch 136/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.017 Epoch 77 Batch 137/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.021 Epoch 77 Batch 138/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.016 Epoch 77 Batch 139/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.014 Epoch 77 Batch 140/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.019 Epoch 77 Batch 141/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.015 Epoch 77 Batch 142/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.019 Epoch 77 Batch 143/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.022 Epoch 77 Batch 144/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.023 Epoch 77 Batch 145/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.024 Epoch 77 Batch 146/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.016 Epoch 77 Batch 147/538 - Train Accuracy: 0.975, Validation Accuracy: 0.975, Loss: 0.016 Epoch 77 Batch 148/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.027 Epoch 77 Batch 149/538 - Train Accuracy: 0.980, Validation Accuracy: 0.975, Loss: 0.012 Epoch 77 Batch 150/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.019 Epoch 77 Batch 151/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.024 Epoch 77 Batch 152/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.018 Epoch 77 Batch 153/538 - Train Accuracy: 0.973, Validation Accuracy: 0.975, Loss: 0.015 Epoch 77 Batch 154/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.016 Epoch 77 Batch 155/538 - Train Accuracy: 0.974, Validation Accuracy: 0.974, Loss: 0.019 Epoch 77 Batch 156/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.016 Epoch 77 Batch 157/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.014 Epoch 77 Batch 158/538 - Train Accuracy: 0.982, Validation Accuracy: 0.973, Loss: 0.016 Epoch 77 Batch 159/538 - Train Accuracy: 0.971, Validation Accuracy: 0.975, Loss: 0.022 Epoch 77 Batch 160/538 - Train Accuracy: 0.974, Validation Accuracy: 0.975, Loss: 0.013 Epoch 77 Batch 161/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.016 Epoch 77 Batch 162/538 - Train Accuracy: 0.982, Validation Accuracy: 0.974, Loss: 0.017 Epoch 77 Batch 163/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.021 Epoch 77 Batch 164/538 - Train Accuracy: 0.982, Validation Accuracy: 0.975, Loss: 0.016 Epoch 77 Batch 165/538 - Train Accuracy: 0.981, Validation Accuracy: 0.975, Loss: 0.016 Epoch 77 Batch 166/538 - Train Accuracy: 0.982, Validation Accuracy: 0.975, Loss: 0.014 Epoch 77 Batch 167/538 - Train Accuracy: 0.978, Validation Accuracy: 0.975, Loss: 0.036 Epoch 77 Batch 168/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.021 Epoch 77 Batch 169/538 - Train Accuracy: 0.982, Validation Accuracy: 0.976, Loss: 0.014 Epoch 77 Batch 170/538 - Train Accuracy: 0.972, Validation Accuracy: 0.978, Loss: 0.015 Epoch 77 Batch 171/538 - Train Accuracy: 0.969, Validation Accuracy: 0.978, Loss: 0.019 Epoch 77 Batch 172/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.013 Epoch 77 Batch 173/538 - Train Accuracy: 0.981, Validation Accuracy: 0.978, Loss: 0.013 Epoch 77 Batch 174/538 - Train Accuracy: 0.978, Validation Accuracy: 0.979, Loss: 0.014 Epoch 77 Batch 175/538 - Train Accuracy: 0.977, Validation Accuracy: 0.979, Loss: 0.016 Epoch 77 Batch 176/538 - Train Accuracy: 0.979, Validation Accuracy: 0.977, Loss: 0.016 Epoch 77 Batch 177/538 - Train Accuracy: 0.978, Validation Accuracy: 0.975, Loss: 0.015 Epoch 77 Batch 178/538 - Train Accuracy: 0.981, Validation Accuracy: 0.975, Loss: 0.017 Epoch 77 Batch 179/538 - Train Accuracy: 0.978, Validation Accuracy: 0.975, Loss: 0.015 Epoch 77 Batch 180/538 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.016 Epoch 77 Batch 181/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.020 Epoch 77 Batch 182/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.012 Epoch 77 Batch 183/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.017 Epoch 77 Batch 184/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.016 Epoch 77 Batch 185/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.016 Epoch 77 Batch 186/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.015 Epoch 77 Batch 187/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.018 Epoch 77 Batch 188/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.016 Epoch 77 Batch 189/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.018 Epoch 77 Batch 190/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.018 Epoch 77 Batch 191/538 - Train Accuracy: 0.983, Validation Accuracy: 0.974, Loss: 0.018 Epoch 77 Batch 192/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.014 Epoch 77 Batch 193/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.018 Epoch 77 Batch 194/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.019 Epoch 77 Batch 195/538 - Train Accuracy: 0.982, Validation Accuracy: 0.970, Loss: 0.018 Epoch 77 Batch 196/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.009 Epoch 77 Batch 197/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.015 Epoch 77 Batch 198/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.015 Epoch 77 Batch 199/538 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.017 Epoch 77 Batch 200/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.015 Epoch 77 Batch 201/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.022 Epoch 77 Batch 202/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.014 Epoch 77 Batch 203/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.019 Epoch 77 Batch 204/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.023 Epoch 77 Batch 205/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.016 Epoch 77 Batch 206/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.012 Epoch 77 Batch 207/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.019 Epoch 77 Batch 208/538 - Train Accuracy: 0.981, Validation Accuracy: 0.968, Loss: 0.020 Epoch 77 Batch 209/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.016 Epoch 77 Batch 210/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.018 Epoch 77 Batch 211/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.017 Epoch 77 Batch 212/538 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.013 Epoch 77 Batch 213/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.017 Epoch 77 Batch 214/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.012 Epoch 77 Batch 215/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.012 Epoch 77 Batch 216/538 - Train Accuracy: 0.961, Validation Accuracy: 0.969, Loss: 0.018 Epoch 77 Batch 217/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.020 Epoch 77 Batch 218/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.013 Epoch 77 Batch 219/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.015 Epoch 77 Batch 220/538 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.017 Epoch 77 Batch 221/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.013 Epoch 77 Batch 222/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.012 Epoch 77 Batch 223/538 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.016 Epoch 77 Batch 224/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.019 Epoch 77 Batch 225/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.014 Epoch 77 Batch 226/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.018 Epoch 77 Batch 227/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.015 Epoch 77 Batch 228/538 - Train Accuracy: 0.964, Validation Accuracy: 0.971, Loss: 0.019 Epoch 77 Batch 229/538 - Train Accuracy: 0.983, Validation Accuracy: 0.973, Loss: 0.017 Epoch 77 Batch 230/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.019 Epoch 77 Batch 231/538 - Train Accuracy: 0.971, Validation Accuracy: 0.963, Loss: 0.015 Epoch 77 Batch 232/538 - Train Accuracy: 0.982, Validation Accuracy: 0.964, Loss: 0.017 Epoch 77 Batch 233/538 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.017 Epoch 77 Batch 234/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.015 Epoch 77 Batch 235/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.011 Epoch 77 Batch 236/538 - Train Accuracy: 0.981, Validation Accuracy: 0.963, Loss: 0.012 Epoch 77 Batch 237/538 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.011 Epoch 77 Batch 238/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.015 Epoch 77 Batch 239/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.013 Epoch 77 Batch 240/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.017 Epoch 77 Batch 241/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.019 Epoch 77 Batch 242/538 - Train Accuracy: 0.980, Validation Accuracy: 0.967, Loss: 0.013 Epoch 77 Batch 243/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.017 Epoch 77 Batch 244/538 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.014 Epoch 77 Batch 245/538 - Train Accuracy: 0.967, Validation Accuracy: 0.967, Loss: 0.025 Epoch 77 Batch 246/538 - Train Accuracy: 0.978, Validation Accuracy: 0.967, Loss: 0.011 Epoch 77 Batch 247/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.013 Epoch 77 Batch 248/538 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.015 Epoch 77 Batch 249/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.009 Epoch 77 Batch 250/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.013 Epoch 77 Batch 251/538 - Train Accuracy: 0.981, Validation Accuracy: 0.973, Loss: 0.011 Epoch 77 Batch 252/538 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.018 Epoch 77 Batch 253/538 - Train Accuracy: 0.977, Validation Accuracy: 0.977, Loss: 0.012 Epoch 77 Batch 254/538 - Train Accuracy: 0.975, Validation Accuracy: 0.976, Loss: 0.015 Epoch 77 Batch 255/538 - Train Accuracy: 0.982, Validation Accuracy: 0.977, Loss: 0.014 Epoch 77 Batch 256/538 - Train Accuracy: 0.978, Validation Accuracy: 0.977, Loss: 0.016 Epoch 77 Batch 257/538 - Train Accuracy: 0.981, Validation Accuracy: 0.975, Loss: 0.014 Epoch 77 Batch 258/538 - Train Accuracy: 0.983, Validation Accuracy: 0.972, Loss: 0.013 Epoch 77 Batch 259/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.015 Epoch 77 Batch 260/538 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.010 Epoch 77 Batch 261/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.021 Epoch 77 Batch 262/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.020 Epoch 77 Batch 263/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.020 Epoch 77 Batch 264/538 - Train Accuracy: 0.970, Validation Accuracy: 0.971, Loss: 0.018 Epoch 77 Batch 265/538 - Train Accuracy: 0.964, Validation Accuracy: 0.974, Loss: 0.016 Epoch 77 Batch 266/538 - Train Accuracy: 0.976, Validation Accuracy: 0.976, Loss: 0.018 Epoch 77 Batch 267/538 - Train Accuracy: 0.976, Validation Accuracy: 0.976, Loss: 0.017 Epoch 77 Batch 268/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.012 Epoch 77 Batch 269/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.013 Epoch 77 Batch 270/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.012 Epoch 77 Batch 271/538 - Train Accuracy: 0.986, Validation Accuracy: 0.969, Loss: 0.009 Epoch 77 Batch 272/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.016 Epoch 77 Batch 273/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.014 Epoch 77 Batch 274/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.014 Epoch 77 Batch 275/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.021 Epoch 77 Batch 276/538 - Train Accuracy: 0.966, Validation Accuracy: 0.972, Loss: 0.019 Epoch 77 Batch 277/538 - Train Accuracy: 0.981, Validation Accuracy: 0.974, Loss: 0.010 Epoch 77 Batch 278/538 - Train Accuracy: 0.971, Validation Accuracy: 0.974, Loss: 0.013 Epoch 77 Batch 279/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.015 Epoch 77 Batch 280/538 - Train Accuracy: 0.984, Validation Accuracy: 0.972, Loss: 0.012 Epoch 77 Batch 281/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.022 Epoch 77 Batch 282/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.018 Epoch 77 Batch 283/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.016 Epoch 77 Batch 284/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.021 Epoch 77 Batch 285/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.018 Epoch 77 Batch 286/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.020 Epoch 77 Batch 287/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.012 Epoch 77 Batch 288/538 - Train Accuracy: 0.967, Validation Accuracy: 0.974, Loss: 0.017 Epoch 77 Batch 289/538 - Train Accuracy: 0.981, Validation Accuracy: 0.974, Loss: 0.012 Epoch 77 Batch 290/538 - Train Accuracy: 0.984, Validation Accuracy: 0.973, Loss: 0.009 Epoch 77 Batch 291/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.016 Epoch 77 Batch 292/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.008 Epoch 77 Batch 293/538 - Train Accuracy: 0.967, Validation Accuracy: 0.975, Loss: 0.014 Epoch 77 Batch 294/538 - Train Accuracy: 0.980, Validation Accuracy: 0.975, Loss: 0.016 Epoch 77 Batch 295/538 - Train Accuracy: 0.984, Validation Accuracy: 0.975, Loss: 0.016 Epoch 77 Batch 296/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.021 Epoch 77 Batch 297/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.014 Epoch 77 Batch 298/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.014 Epoch 77 Batch 299/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.022 Epoch 77 Batch 300/538 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.011 Epoch 77 Batch 301/538 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.018 Epoch 77 Batch 302/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.018 Epoch 77 Batch 303/538 - Train Accuracy: 0.980, Validation Accuracy: 0.968, Loss: 0.018 Epoch 77 Batch 304/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.017 Epoch 77 Batch 305/538 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.014 Epoch 77 Batch 306/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.016 Epoch 77 Batch 307/538 - Train Accuracy: 0.983, Validation Accuracy: 0.969, Loss: 0.012 Epoch 77 Batch 308/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.015 Epoch 77 Batch 309/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.014 Epoch 77 Batch 310/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.020 Epoch 77 Batch 311/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.018 Epoch 77 Batch 312/538 - Train Accuracy: 0.981, Validation Accuracy: 0.975, Loss: 0.017 Epoch 77 Batch 313/538 - Train Accuracy: 0.975, Validation Accuracy: 0.975, Loss: 0.014 Epoch 77 Batch 314/538 - Train Accuracy: 0.983, Validation Accuracy: 0.975, Loss: 0.015 Epoch 77 Batch 315/538 - Train Accuracy: 0.981, Validation Accuracy: 0.975, Loss: 0.013 Epoch 77 Batch 316/538 - Train Accuracy: 0.975, Validation Accuracy: 0.976, Loss: 0.017 Epoch 77 Batch 317/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.014 Epoch 77 Batch 318/538 - Train Accuracy: 0.977, Validation Accuracy: 0.976, Loss: 0.015 Epoch 77 Batch 319/538 - Train Accuracy: 0.975, Validation Accuracy: 0.976, Loss: 0.017 Epoch 77 Batch 320/538 - Train Accuracy: 0.977, Validation Accuracy: 0.976, Loss: 0.012 Epoch 77 Batch 321/538 - Train Accuracy: 0.977, Validation Accuracy: 0.976, Loss: 0.017 Epoch 77 Batch 322/538 - Train Accuracy: 0.983, Validation Accuracy: 0.974, Loss: 0.014 Epoch 77 Batch 323/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.013 Epoch 77 Batch 324/538 - Train Accuracy: 0.986, Validation Accuracy: 0.972, Loss: 0.016 Epoch 77 Batch 325/538 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.009 Epoch 77 Batch 326/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.013 Epoch 77 Batch 327/538 - Train Accuracy: 0.984, Validation Accuracy: 0.971, Loss: 0.012 Epoch 77 Batch 328/538 - Train Accuracy: 0.985, Validation Accuracy: 0.971, Loss: 0.010 Epoch 77 Batch 329/538 - Train Accuracy: 0.985, Validation Accuracy: 0.972, Loss: 0.009 Epoch 77 Batch 330/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.012 Epoch 77 Batch 331/538 - Train Accuracy: 0.982, Validation Accuracy: 0.975, Loss: 0.010 Epoch 77 Batch 332/538 - Train Accuracy: 0.981, Validation Accuracy: 0.975, Loss: 0.018 Epoch 77 Batch 333/538 - Train Accuracy: 0.980, Validation Accuracy: 0.975, Loss: 0.017 Epoch 77 Batch 334/538 - Train Accuracy: 0.984, Validation Accuracy: 0.975, Loss: 0.012 Epoch 77 Batch 335/538 - Train Accuracy: 0.982, Validation Accuracy: 0.974, Loss: 0.018 Epoch 77 Batch 336/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.013 Epoch 77 Batch 337/538 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.012 Epoch 77 Batch 338/538 - Train Accuracy: 0.983, Validation Accuracy: 0.971, Loss: 0.018 Epoch 77 Batch 339/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.012 Epoch 77 Batch 340/538 - Train Accuracy: 0.980, Validation Accuracy: 0.968, Loss: 0.016 Epoch 77 Batch 341/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.016 Epoch 77 Batch 342/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.022 Epoch 77 Batch 343/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.019 Epoch 77 Batch 344/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.014 Epoch 77 Batch 345/538 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.015 Epoch 77 Batch 346/538 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.012 Epoch 77 Batch 347/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.018 Epoch 77 Batch 348/538 - Train Accuracy: 0.981, Validation Accuracy: 0.967, Loss: 0.013 Epoch 77 Batch 349/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.012 Epoch 77 Batch 350/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.020 Epoch 77 Batch 351/538 - Train Accuracy: 0.966, Validation Accuracy: 0.974, Loss: 0.021 Epoch 77 Batch 352/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.023 Epoch 77 Batch 353/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.014 Epoch 77 Batch 354/538 - Train Accuracy: 0.974, Validation Accuracy: 0.974, Loss: 0.016 Epoch 77 Batch 355/538 - Train Accuracy: 0.981, Validation Accuracy: 0.974, Loss: 0.012 Epoch 77 Batch 356/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.012 Epoch 77 Batch 357/538 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.013 Epoch 77 Batch 358/538 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.015 Epoch 77 Batch 359/538 - Train Accuracy: 0.983, Validation Accuracy: 0.970, Loss: 0.013 Epoch 77 Batch 360/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.015 Epoch 77 Batch 361/538 - Train Accuracy: 0.982, Validation Accuracy: 0.969, Loss: 0.014 Epoch 77 Batch 362/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.011 Epoch 77 Batch 363/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.015 Epoch 77 Batch 364/538 - Train Accuracy: 0.970, Validation Accuracy: 0.973, Loss: 0.018 Epoch 77 Batch 365/538 - Train Accuracy: 0.981, Validation Accuracy: 0.973, Loss: 0.015 Epoch 77 Batch 366/538 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.013 Epoch 77 Batch 367/538 - Train Accuracy: 0.986, Validation Accuracy: 0.969, Loss: 0.009 Epoch 77 Batch 368/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.014 Epoch 77 Batch 369/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.015 Epoch 77 Batch 370/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.020 Epoch 77 Batch 371/538 - Train Accuracy: 0.985, Validation Accuracy: 0.968, Loss: 0.017 Epoch 77 Batch 372/538 - Train Accuracy: 0.979, Validation Accuracy: 0.966, Loss: 0.017 Epoch 77 Batch 373/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.010 Epoch 77 Batch 374/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.010 Epoch 77 Batch 375/538 - Train Accuracy: 0.980, Validation Accuracy: 0.968, Loss: 0.012 Epoch 77 Batch 376/538 - Train Accuracy: 0.980, Validation Accuracy: 0.967, Loss: 0.017 Epoch 77 Batch 377/538 - Train Accuracy: 0.987, Validation Accuracy: 0.969, Loss: 0.018 Epoch 77 Batch 378/538 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.013 Epoch 77 Batch 379/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.015 Epoch 77 Batch 380/538 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.016 Epoch 77 Batch 381/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.019 Epoch 77 Batch 382/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.016 Epoch 77 Batch 383/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.014 Epoch 77 Batch 384/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.013 Epoch 77 Batch 385/538 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.018 Epoch 77 Batch 386/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.016 Epoch 77 Batch 387/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.015 Epoch 77 Batch 388/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.017 Epoch 77 Batch 389/538 - Train Accuracy: 0.971, Validation Accuracy: 0.974, Loss: 0.020 Epoch 77 Batch 390/538 - Train Accuracy: 0.983, Validation Accuracy: 0.972, Loss: 0.012 Epoch 77 Batch 391/538 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.011 Epoch 77 Batch 392/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.013 Epoch 77 Batch 393/538 - Train Accuracy: 0.984, Validation Accuracy: 0.971, Loss: 0.014 Epoch 77 Batch 394/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.018 Epoch 77 Batch 395/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.015 Epoch 77 Batch 396/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.016 Epoch 77 Batch 397/538 - Train Accuracy: 0.982, Validation Accuracy: 0.969, Loss: 0.016 Epoch 77 Batch 398/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.014 Epoch 77 Batch 399/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.013 Epoch 77 Batch 400/538 - Train Accuracy: 0.984, Validation Accuracy: 0.971, Loss: 0.017 Epoch 77 Batch 401/538 - Train Accuracy: 0.985, Validation Accuracy: 0.971, Loss: 0.013 Epoch 77 Batch 402/538 - Train Accuracy: 0.984, Validation Accuracy: 0.973, Loss: 0.012 Epoch 77 Batch 403/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.024 Epoch 77 Batch 404/538 - Train Accuracy: 0.981, Validation Accuracy: 0.974, Loss: 0.023 Epoch 77 Batch 405/538 - Train Accuracy: 0.974, Validation Accuracy: 0.974, Loss: 0.012 Epoch 77 Batch 406/538 - Train Accuracy: 0.969, Validation Accuracy: 0.974, Loss: 0.018 Epoch 77 Batch 407/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.019 Epoch 77 Batch 408/538 - Train Accuracy: 0.968, Validation Accuracy: 0.974, Loss: 0.018 Epoch 77 Batch 409/538 - Train Accuracy: 0.983, Validation Accuracy: 0.974, Loss: 0.015 Epoch 77 Batch 410/538 - Train Accuracy: 0.984, Validation Accuracy: 0.974, Loss: 0.014 Epoch 77 Batch 411/538 - Train Accuracy: 0.983, Validation Accuracy: 0.973, Loss: 0.012 Epoch 77 Batch 412/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.012 Epoch 77 Batch 413/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.010 Epoch 77 Batch 414/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.023 Epoch 77 Batch 415/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.021 Epoch 77 Batch 416/538 - Train Accuracy: 0.982, Validation Accuracy: 0.971, Loss: 0.016 Epoch 77 Batch 417/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.015 Epoch 77 Batch 418/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.019 Epoch 77 Batch 419/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.015 Epoch 77 Batch 420/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.015 Epoch 77 Batch 421/538 - Train Accuracy: 0.982, Validation Accuracy: 0.973, Loss: 0.011 Epoch 77 Batch 422/538 - Train Accuracy: 0.986, Validation Accuracy: 0.971, Loss: 0.015 Epoch 77 Batch 423/538 - Train Accuracy: 0.984, Validation Accuracy: 0.973, Loss: 0.018 Epoch 77 Batch 424/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.020 Epoch 77 Batch 425/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.023 Epoch 77 Batch 426/538 - Train Accuracy: 0.986, Validation Accuracy: 0.968, Loss: 0.018 Epoch 77 Batch 427/538 - Train Accuracy: 0.977, Validation Accuracy: 0.964, Loss: 0.014 Epoch 77 Batch 428/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.017 Epoch 77 Batch 429/538 - Train Accuracy: 0.983, Validation Accuracy: 0.964, Loss: 0.015 Epoch 77 Batch 430/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.014 Epoch 77 Batch 431/538 - Train Accuracy: 0.980, Validation Accuracy: 0.964, Loss: 0.013 Epoch 77 Batch 432/538 - Train Accuracy: 0.979, Validation Accuracy: 0.965, Loss: 0.016 Epoch 77 Batch 433/538 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.036 Epoch 77 Batch 434/538 - Train Accuracy: 0.985, Validation Accuracy: 0.972, Loss: 0.011 Epoch 77 Batch 435/538 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.014 Epoch 77 Batch 436/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.015 Epoch 77 Batch 437/538 - Train Accuracy: 0.985, Validation Accuracy: 0.972, Loss: 0.012 Epoch 77 Batch 438/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.011 Epoch 77 Batch 439/538 - Train Accuracy: 0.984, Validation Accuracy: 0.972, Loss: 0.017 Epoch 77 Batch 440/538 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.013 Epoch 77 Batch 441/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.017 Epoch 77 Batch 442/538 - Train Accuracy: 0.968, Validation Accuracy: 0.971, Loss: 0.015 Epoch 77 Batch 443/538 - Train Accuracy: 0.969, Validation Accuracy: 0.971, Loss: 0.014 Epoch 77 Batch 444/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.013 Epoch 77 Batch 445/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.011 Epoch 77 Batch 446/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.015 Epoch 77 Batch 447/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.016 Epoch 77 Batch 448/538 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.012 Epoch 77 Batch 449/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.019 Epoch 77 Batch 450/538 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.021 Epoch 77 Batch 451/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.013 Epoch 77 Batch 452/538 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.012 Epoch 77 Batch 453/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.015 Epoch 77 Batch 454/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.019 Epoch 77 Batch 455/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.016 Epoch 77 Batch 456/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.034 Epoch 77 Batch 457/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.011 Epoch 77 Batch 458/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.017 Epoch 77 Batch 459/538 - Train Accuracy: 0.983, Validation Accuracy: 0.974, Loss: 0.009 Epoch 77 Batch 460/538 - Train Accuracy: 0.974, Validation Accuracy: 0.974, Loss: 0.016 Epoch 77 Batch 461/538 - Train Accuracy: 0.982, Validation Accuracy: 0.974, Loss: 0.019 Epoch 77 Batch 462/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.018 Epoch 77 Batch 463/538 - Train Accuracy: 0.974, Validation Accuracy: 0.974, Loss: 0.017 Epoch 77 Batch 464/538 - Train Accuracy: 0.986, Validation Accuracy: 0.974, Loss: 0.012 Epoch 77 Batch 465/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.014 Epoch 77 Batch 466/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.013 Epoch 77 Batch 467/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.017 Epoch 77 Batch 468/538 - Train Accuracy: 0.983, Validation Accuracy: 0.974, Loss: 0.022 Epoch 77 Batch 469/538 - Train Accuracy: 0.974, Validation Accuracy: 0.975, Loss: 0.017 Epoch 77 Batch 470/538 - Train Accuracy: 0.968, Validation Accuracy: 0.975, Loss: 0.019 Epoch 77 Batch 471/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.012 Epoch 77 Batch 472/538 - Train Accuracy: 0.986, Validation Accuracy: 0.973, Loss: 0.015 Epoch 77 Batch 473/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.017 Epoch 77 Batch 474/538 - Train Accuracy: 0.981, Validation Accuracy: 0.973, Loss: 0.012 Epoch 77 Batch 475/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.016 Epoch 77 Batch 476/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.015 Epoch 77 Batch 477/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.018 Epoch 77 Batch 478/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.012 Epoch 77 Batch 479/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.012 Epoch 77 Batch 480/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.014 Epoch 77 Batch 481/538 - Train Accuracy: 0.984, Validation Accuracy: 0.974, Loss: 0.015 Epoch 77 Batch 482/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.011 Epoch 77 Batch 483/538 - Train Accuracy: 0.968, Validation Accuracy: 0.975, Loss: 0.026 Epoch 77 Batch 484/538 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.019 Epoch 77 Batch 485/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.020 Epoch 77 Batch 486/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.010 Epoch 77 Batch 487/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.013 Epoch 77 Batch 488/538 - Train Accuracy: 0.986, Validation Accuracy: 0.971, Loss: 0.017 Epoch 77 Batch 489/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.017 Epoch 77 Batch 490/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.012 Epoch 77 Batch 491/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.017 Epoch 77 Batch 492/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.016 Epoch 77 Batch 493/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.018 Epoch 77 Batch 494/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.022 Epoch 77 Batch 495/538 - Train Accuracy: 0.976, Validation Accuracy: 0.977, Loss: 0.018 Epoch 77 Batch 496/538 - Train Accuracy: 0.981, Validation Accuracy: 0.977, Loss: 0.015 Epoch 77 Batch 497/538 - Train Accuracy: 0.982, Validation Accuracy: 0.977, Loss: 0.018 Epoch 77 Batch 498/538 - Train Accuracy: 0.976, Validation Accuracy: 0.977, Loss: 0.018 Epoch 77 Batch 499/538 - Train Accuracy: 0.978, Validation Accuracy: 0.977, Loss: 0.015 Epoch 77 Batch 500/538 - Train Accuracy: 0.980, Validation Accuracy: 0.977, Loss: 0.014 Epoch 77 Batch 501/538 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.014 Epoch 77 Batch 502/538 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.010 Epoch 77 Batch 503/538 - Train Accuracy: 0.983, Validation Accuracy: 0.975, Loss: 0.015 Epoch 77 Batch 504/538 - Train Accuracy: 0.980, Validation Accuracy: 0.975, Loss: 0.011 Epoch 77 Batch 505/538 - Train Accuracy: 0.969, Validation Accuracy: 0.975, Loss: 0.014 Epoch 77 Batch 506/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.012 Epoch 77 Batch 507/538 - Train Accuracy: 0.976, Validation Accuracy: 0.975, Loss: 0.015 Epoch 77 Batch 508/538 - Train Accuracy: 0.979, Validation Accuracy: 0.976, Loss: 0.016 Epoch 77 Batch 509/538 - Train Accuracy: 0.978, Validation Accuracy: 0.975, Loss: 0.016 Epoch 77 Batch 510/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.017 Epoch 77 Batch 511/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.017 Epoch 77 Batch 512/538 - Train Accuracy: 0.982, Validation Accuracy: 0.973, Loss: 0.020 Epoch 77 Batch 513/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.018 Epoch 77 Batch 514/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.015 Epoch 77 Batch 515/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.017 Epoch 77 Batch 516/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.020 Epoch 77 Batch 517/538 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.019 Epoch 77 Batch 518/538 - Train Accuracy: 0.968, Validation Accuracy: 0.971, Loss: 0.019 Epoch 77 Batch 519/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.015 Epoch 77 Batch 520/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.027 Epoch 77 Batch 521/538 - Train Accuracy: 0.984, Validation Accuracy: 0.975, Loss: 0.019 Epoch 77 Batch 522/538 - Train Accuracy: 0.977, Validation Accuracy: 0.975, Loss: 0.013 Epoch 77 Batch 523/538 - Train Accuracy: 0.974, Validation Accuracy: 0.975, Loss: 0.015 Epoch 77 Batch 524/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.011 Epoch 77 Batch 525/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.022 Epoch 77 Batch 526/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.015 Epoch 77 Batch 527/538 - Train Accuracy: 0.983, Validation Accuracy: 0.970, Loss: 0.016 Epoch 77 Batch 528/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.018 Epoch 77 Batch 529/538 - Train Accuracy: 0.967, Validation Accuracy: 0.970, Loss: 0.018 Epoch 77 Batch 530/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.012 Epoch 77 Batch 531/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.018 Epoch 77 Batch 532/538 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.014 Epoch 77 Batch 533/538 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.014 Epoch 77 Batch 534/538 - Train Accuracy: 0.983, Validation Accuracy: 0.972, Loss: 0.010 Epoch 77 Batch 535/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.016 Epoch 77 Batch 536/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.022 Epoch 78 Batch 0/538 - Train Accuracy: 0.982, Validation Accuracy: 0.971, Loss: 0.015 Epoch 78 Batch 1/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.025 Epoch 78 Batch 2/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.017 Epoch 78 Batch 3/538 - Train Accuracy: 0.972, Validation Accuracy: 0.960, Loss: 0.017 Epoch 78 Batch 4/538 - Train Accuracy: 0.982, Validation Accuracy: 0.961, Loss: 0.019 Epoch 78 Batch 5/538 - Train Accuracy: 0.977, Validation Accuracy: 0.959, Loss: 0.017 Epoch 78 Batch 6/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.015 Epoch 78 Batch 7/538 - Train Accuracy: 0.980, Validation Accuracy: 0.963, Loss: 0.018 Epoch 78 Batch 8/538 - Train Accuracy: 0.973, Validation Accuracy: 0.963, Loss: 0.018 Epoch 78 Batch 9/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.013 Epoch 78 Batch 10/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.014 Epoch 78 Batch 11/538 - Train Accuracy: 0.984, Validation Accuracy: 0.969, Loss: 0.014 Epoch 78 Batch 12/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.021 Epoch 78 Batch 13/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.012 Epoch 78 Batch 14/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.010 Epoch 78 Batch 15/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.018 Epoch 78 Batch 16/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.014 Epoch 78 Batch 17/538 - Train Accuracy: 0.981, Validation Accuracy: 0.966, Loss: 0.017 Epoch 78 Batch 18/538 - Train Accuracy: 0.984, Validation Accuracy: 0.965, Loss: 0.019 Epoch 78 Batch 19/538 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.019 Epoch 78 Batch 20/538 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.014 Epoch 78 Batch 21/538 - Train Accuracy: 0.979, Validation Accuracy: 0.965, Loss: 0.010 Epoch 78 Batch 22/538 - Train Accuracy: 0.980, Validation Accuracy: 0.965, Loss: 0.015 Epoch 78 Batch 23/538 - Train Accuracy: 0.972, Validation Accuracy: 0.962, Loss: 0.020 Epoch 78 Batch 24/538 - Train Accuracy: 0.974, Validation Accuracy: 0.962, Loss: 0.024 Epoch 78 Batch 25/538 - Train Accuracy: 0.978, Validation Accuracy: 0.962, Loss: 0.017 Epoch 78 Batch 26/538 - Train Accuracy: 0.977, Validation Accuracy: 0.963, Loss: 0.021 Epoch 78 Batch 27/538 - Train Accuracy: 0.983, Validation Accuracy: 0.963, Loss: 0.009 Epoch 78 Batch 28/538 - Train Accuracy: 0.983, Validation Accuracy: 0.965, Loss: 0.015 Epoch 78 Batch 29/538 - Train Accuracy: 0.982, Validation Accuracy: 0.965, Loss: 0.010 Epoch 78 Batch 30/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.017 Epoch 78 Batch 31/538 - Train Accuracy: 0.985, Validation Accuracy: 0.964, Loss: 0.013 Epoch 78 Batch 32/538 - Train Accuracy: 0.980, Validation Accuracy: 0.962, Loss: 0.011 Epoch 78 Batch 33/538 - Train Accuracy: 0.974, Validation Accuracy: 0.960, Loss: 0.022 Epoch 78 Batch 34/538 - Train Accuracy: 0.969, Validation Accuracy: 0.959, Loss: 0.026 Epoch 78 Batch 35/538 - Train Accuracy: 0.980, Validation Accuracy: 0.959, Loss: 0.012 Epoch 78 Batch 36/538 - Train Accuracy: 0.984, Validation Accuracy: 0.961, Loss: 0.014 Epoch 78 Batch 37/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.016 Epoch 78 Batch 38/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.014 Epoch 78 Batch 39/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.015 Epoch 78 Batch 40/538 - Train Accuracy: 0.985, Validation Accuracy: 0.968, Loss: 0.013 Epoch 78 Batch 41/538 - Train Accuracy: 0.985, Validation Accuracy: 0.965, Loss: 0.011 Epoch 78 Batch 42/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.015 Epoch 78 Batch 43/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.021 Epoch 78 Batch 44/538 - Train Accuracy: 0.985, Validation Accuracy: 0.969, Loss: 0.014 Epoch 78 Batch 45/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.014 Epoch 78 Batch 46/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.015 Epoch 78 Batch 47/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.015 Epoch 78 Batch 48/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.014 Epoch 78 Batch 49/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.016 Epoch 78 Batch 50/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.014 Epoch 78 Batch 51/538 - Train Accuracy: 0.966, Validation Accuracy: 0.971, Loss: 0.024 Epoch 78 Batch 52/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.014 Epoch 78 Batch 53/538 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.019 Epoch 78 Batch 54/538 - Train Accuracy: 0.985, Validation Accuracy: 0.968, Loss: 0.016 Epoch 78 Batch 55/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.015 Epoch 78 Batch 56/538 - Train Accuracy: 0.980, Validation Accuracy: 0.968, Loss: 0.019 Epoch 78 Batch 57/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.016 Epoch 78 Batch 58/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.012 Epoch 78 Batch 59/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.014 Epoch 78 Batch 60/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.020 Epoch 78 Batch 61/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.012 Epoch 78 Batch 62/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.025 Epoch 78 Batch 63/538 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.013 Epoch 78 Batch 64/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.016 Epoch 78 Batch 65/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.021 Epoch 78 Batch 66/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.011 Epoch 78 Batch 67/538 - Train Accuracy: 0.983, Validation Accuracy: 0.971, Loss: 0.014 Epoch 78 Batch 68/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.020 Epoch 78 Batch 69/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.015 Epoch 78 Batch 70/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.014 Epoch 78 Batch 71/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.020 Epoch 78 Batch 72/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.032 Epoch 78 Batch 73/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.015 Epoch 78 Batch 74/538 - Train Accuracy: 0.983, Validation Accuracy: 0.970, Loss: 0.014 Epoch 78 Batch 75/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.013 Epoch 78 Batch 76/538 - Train Accuracy: 0.982, Validation Accuracy: 0.970, Loss: 0.014 Epoch 78 Batch 77/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.013 Epoch 78 Batch 78/538 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.016 Epoch 78 Batch 79/538 - Train Accuracy: 0.980, Validation Accuracy: 0.965, Loss: 0.013 Epoch 78 Batch 80/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.014 Epoch 78 Batch 81/538 - Train Accuracy: 0.981, Validation Accuracy: 0.964, Loss: 0.018 Epoch 78 Batch 82/538 - Train Accuracy: 0.976, Validation Accuracy: 0.964, Loss: 0.017 Epoch 78 Batch 83/538 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.016 Epoch 78 Batch 84/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.020 Epoch 78 Batch 85/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.017 Epoch 78 Batch 86/538 - Train Accuracy: 0.984, Validation Accuracy: 0.970, Loss: 0.013 Epoch 78 Batch 87/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.016 Epoch 78 Batch 88/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.015 Epoch 78 Batch 89/538 - Train Accuracy: 0.980, Validation Accuracy: 0.968, Loss: 0.013 Epoch 78 Batch 90/538 - Train Accuracy: 0.982, Validation Accuracy: 0.969, Loss: 0.014 Epoch 78 Batch 91/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.020 Epoch 78 Batch 92/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.016 Epoch 78 Batch 93/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.014 Epoch 78 Batch 94/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.015 Epoch 78 Batch 95/538 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.010 Epoch 78 Batch 96/538 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.013 Epoch 78 Batch 97/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.014 Epoch 78 Batch 98/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.018 Epoch 78 Batch 99/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.013 Epoch 78 Batch 100/538 - Train Accuracy: 0.980, Validation Accuracy: 0.976, Loss: 0.014 Epoch 78 Batch 101/538 - Train Accuracy: 0.978, Validation Accuracy: 0.978, Loss: 0.022 Epoch 78 Batch 102/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.015 Epoch 78 Batch 103/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.013 Epoch 78 Batch 104/538 - Train Accuracy: 0.985, Validation Accuracy: 0.970, Loss: 0.010 Epoch 78 Batch 105/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.010 Epoch 78 Batch 106/538 - Train Accuracy: 0.982, Validation Accuracy: 0.970, Loss: 0.011 Epoch 78 Batch 107/538 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.016 Epoch 78 Batch 108/538 - Train Accuracy: 0.981, Validation Accuracy: 0.977, Loss: 0.020 Epoch 78 Batch 109/538 - Train Accuracy: 0.985, Validation Accuracy: 0.977, Loss: 0.013 Epoch 78 Batch 110/538 - Train Accuracy: 0.982, Validation Accuracy: 0.975, Loss: 0.013 Epoch 78 Batch 111/538 - Train Accuracy: 0.985, Validation Accuracy: 0.976, Loss: 0.016 Epoch 78 Batch 112/538 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.017 Epoch 78 Batch 113/538 - Train Accuracy: 0.968, Validation Accuracy: 0.973, Loss: 0.014 Epoch 78 Batch 114/538 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.015 Epoch 78 Batch 115/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.015 Epoch 78 Batch 116/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.018 Epoch 78 Batch 117/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.017 Epoch 78 Batch 118/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.015 Epoch 78 Batch 119/538 - Train Accuracy: 0.983, Validation Accuracy: 0.974, Loss: 0.010 Epoch 78 Batch 120/538 - Train Accuracy: 0.976, Validation Accuracy: 0.976, Loss: 0.009 Epoch 78 Batch 121/538 - Train Accuracy: 0.973, Validation Accuracy: 0.976, Loss: 0.015 Epoch 78 Batch 122/538 - Train Accuracy: 0.974, Validation Accuracy: 0.976, Loss: 0.018 Epoch 78 Batch 123/538 - Train Accuracy: 0.980, Validation Accuracy: 0.977, Loss: 0.016 Epoch 78 Batch 124/538 - Train Accuracy: 0.979, Validation Accuracy: 0.977, Loss: 0.016 Epoch 78 Batch 125/538 - Train Accuracy: 0.969, Validation Accuracy: 0.979, Loss: 0.020 Epoch 78 Batch 126/538 - Train Accuracy: 0.970, Validation Accuracy: 0.975, Loss: 0.021 Epoch 78 Batch 127/538 - Train Accuracy: 0.971, Validation Accuracy: 0.974, Loss: 0.018 Epoch 78 Batch 128/538 - Train Accuracy: 0.974, Validation Accuracy: 0.975, Loss: 0.015 Epoch 78 Batch 129/538 - Train Accuracy: 0.984, Validation Accuracy: 0.975, Loss: 0.011 Epoch 78 Batch 130/538 - Train Accuracy: 0.978, Validation Accuracy: 0.975, Loss: 0.013 Epoch 78 Batch 131/538 - Train Accuracy: 0.982, Validation Accuracy: 0.975, Loss: 0.018 Epoch 78 Batch 132/538 - Train Accuracy: 0.980, Validation Accuracy: 0.975, Loss: 0.015 Epoch 78 Batch 133/538 - Train Accuracy: 0.976, Validation Accuracy: 0.975, Loss: 0.022 Epoch 78 Batch 134/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.019 Epoch 78 Batch 135/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.027 Epoch 78 Batch 136/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.011 Epoch 78 Batch 137/538 - Train Accuracy: 0.977, Validation Accuracy: 0.975, Loss: 0.018 Epoch 78 Batch 138/538 - Train Accuracy: 0.965, Validation Accuracy: 0.975, Loss: 0.017 Epoch 78 Batch 139/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.015 Epoch 78 Batch 140/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.017 Epoch 78 Batch 141/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.017 Epoch 78 Batch 142/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.014 Epoch 78 Batch 143/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.022 Epoch 78 Batch 144/538 - Train Accuracy: 0.983, Validation Accuracy: 0.972, Loss: 0.018 Epoch 78 Batch 145/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.027 Epoch 78 Batch 146/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.016 Epoch 78 Batch 147/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.016 Epoch 78 Batch 148/538 - Train Accuracy: 0.974, Validation Accuracy: 0.974, Loss: 0.016 Epoch 78 Batch 149/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.013 Epoch 78 Batch 150/538 - Train Accuracy: 0.980, Validation Accuracy: 0.976, Loss: 0.016 Epoch 78 Batch 151/538 - Train Accuracy: 0.961, Validation Accuracy: 0.974, Loss: 0.016 Epoch 78 Batch 152/538 - Train Accuracy: 0.981, Validation Accuracy: 0.974, Loss: 0.014 Epoch 78 Batch 153/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.014 Epoch 78 Batch 154/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.017 Epoch 78 Batch 155/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.019 Epoch 78 Batch 156/538 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.017 Epoch 78 Batch 157/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.014 Epoch 78 Batch 158/538 - Train Accuracy: 0.982, Validation Accuracy: 0.971, Loss: 0.016 Epoch 78 Batch 159/538 - Train Accuracy: 0.970, Validation Accuracy: 0.971, Loss: 0.017 Epoch 78 Batch 160/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.014 Epoch 78 Batch 161/538 - Train Accuracy: 0.970, Validation Accuracy: 0.971, Loss: 0.017 Epoch 78 Batch 162/538 - Train Accuracy: 0.982, Validation Accuracy: 0.976, Loss: 0.015 Epoch 78 Batch 163/538 - Train Accuracy: 0.973, Validation Accuracy: 0.976, Loss: 0.021 Epoch 78 Batch 164/538 - Train Accuracy: 0.982, Validation Accuracy: 0.978, Loss: 0.016 Epoch 78 Batch 165/538 - Train Accuracy: 0.984, Validation Accuracy: 0.975, Loss: 0.013 Epoch 78 Batch 166/538 - Train Accuracy: 0.980, Validation Accuracy: 0.975, Loss: 0.014 Epoch 78 Batch 167/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.021 Epoch 78 Batch 168/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.025 Epoch 78 Batch 169/538 - Train Accuracy: 0.984, Validation Accuracy: 0.974, Loss: 0.015 Epoch 78 Batch 170/538 - Train Accuracy: 0.971, Validation Accuracy: 0.975, Loss: 0.015 Epoch 78 Batch 171/538 - Train Accuracy: 0.970, Validation Accuracy: 0.975, Loss: 0.019 Epoch 78 Batch 172/538 - Train Accuracy: 0.976, Validation Accuracy: 0.975, Loss: 0.014 Epoch 78 Batch 173/538 - Train Accuracy: 0.985, Validation Accuracy: 0.972, Loss: 0.012 Epoch 78 Batch 174/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.015 Epoch 78 Batch 175/538 - Train Accuracy: 0.981, Validation Accuracy: 0.968, Loss: 0.014 Epoch 78 Batch 176/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.017 Epoch 78 Batch 177/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.012 Epoch 78 Batch 178/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.015 Epoch 78 Batch 179/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.018 Epoch 78 Batch 180/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.014 Epoch 78 Batch 181/538 - Train Accuracy: 0.970, Validation Accuracy: 0.971, Loss: 0.018 Epoch 78 Batch 182/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.011 Epoch 78 Batch 183/538 - Train Accuracy: 0.983, Validation Accuracy: 0.972, Loss: 0.010 Epoch 78 Batch 184/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.013 Epoch 78 Batch 185/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.013 Epoch 78 Batch 186/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.016 Epoch 78 Batch 187/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.015 Epoch 78 Batch 188/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.015 Epoch 78 Batch 189/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.018 Epoch 78 Batch 190/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.021 Epoch 78 Batch 191/538 - Train Accuracy: 0.984, Validation Accuracy: 0.971, Loss: 0.015 Epoch 78 Batch 192/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.012 Epoch 78 Batch 193/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.011 Epoch 78 Batch 194/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.015 Epoch 78 Batch 195/538 - Train Accuracy: 0.984, Validation Accuracy: 0.973, Loss: 0.022 Epoch 78 Batch 196/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.015 Epoch 78 Batch 197/538 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.015 Epoch 78 Batch 198/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.021 Epoch 78 Batch 199/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.015 Epoch 78 Batch 200/538 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.012 Epoch 78 Batch 201/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.025 Epoch 78 Batch 202/538 - Train Accuracy: 0.984, Validation Accuracy: 0.972, Loss: 0.013 Epoch 78 Batch 203/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.018 Epoch 78 Batch 204/538 - Train Accuracy: 0.968, Validation Accuracy: 0.972, Loss: 0.026 Epoch 78 Batch 205/538 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.011 Epoch 78 Batch 206/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.013 Epoch 78 Batch 207/538 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.027 Epoch 78 Batch 208/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.018 Epoch 78 Batch 209/538 - Train Accuracy: 0.975, Validation Accuracy: 0.975, Loss: 0.012 Epoch 78 Batch 210/538 - Train Accuracy: 0.981, Validation Accuracy: 0.977, Loss: 0.021 Epoch 78 Batch 211/538 - Train Accuracy: 0.980, Validation Accuracy: 0.979, Loss: 0.014 Epoch 78 Batch 212/538 - Train Accuracy: 0.980, Validation Accuracy: 0.976, Loss: 0.011 Epoch 78 Batch 213/538 - Train Accuracy: 0.973, Validation Accuracy: 0.976, Loss: 0.014 Epoch 78 Batch 214/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.015 Epoch 78 Batch 215/538 - Train Accuracy: 0.971, Validation Accuracy: 0.974, Loss: 0.016 Epoch 78 Batch 216/538 - Train Accuracy: 0.978, Validation Accuracy: 0.975, Loss: 0.015 Epoch 78 Batch 217/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.017 Epoch 78 Batch 218/538 - Train Accuracy: 0.981, Validation Accuracy: 0.974, Loss: 0.013 Epoch 78 Batch 219/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.018 Epoch 78 Batch 220/538 - Train Accuracy: 0.967, Validation Accuracy: 0.975, Loss: 0.016 Epoch 78 Batch 221/538 - Train Accuracy: 0.982, Validation Accuracy: 0.975, Loss: 0.013 Epoch 78 Batch 222/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.012 Epoch 78 Batch 223/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.015 Epoch 78 Batch 224/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.019 Epoch 78 Batch 225/538 - Train Accuracy: 0.980, Validation Accuracy: 0.975, Loss: 0.011 Epoch 78 Batch 226/538 - Train Accuracy: 0.974, Validation Accuracy: 0.975, Loss: 0.013 Epoch 78 Batch 227/538 - Train Accuracy: 0.983, Validation Accuracy: 0.972, Loss: 0.013 Epoch 78 Batch 228/538 - Train Accuracy: 0.966, Validation Accuracy: 0.972, Loss: 0.016 Epoch 78 Batch 229/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.019 Epoch 78 Batch 230/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.014 Epoch 78 Batch 231/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.021 Epoch 78 Batch 232/538 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.016 Epoch 78 Batch 233/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.015 Epoch 78 Batch 234/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.014 Epoch 78 Batch 235/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.011 Epoch 78 Batch 236/538 - Train Accuracy: 0.982, Validation Accuracy: 0.969, Loss: 0.013 Epoch 78 Batch 237/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.012 Epoch 78 Batch 238/538 - Train Accuracy: 0.984, Validation Accuracy: 0.967, Loss: 0.018 Epoch 78 Batch 239/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.013 Epoch 78 Batch 240/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.017 Epoch 78 Batch 241/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.018 Epoch 78 Batch 242/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.014 Epoch 78 Batch 243/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.017 Epoch 78 Batch 244/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.010 Epoch 78 Batch 245/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.021 Epoch 78 Batch 246/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.011 Epoch 78 Batch 247/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.016 Epoch 78 Batch 248/538 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.018 Epoch 78 Batch 249/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.009 Epoch 78 Batch 250/538 - Train Accuracy: 0.981, Validation Accuracy: 0.974, Loss: 0.015 Epoch 78 Batch 251/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.010 Epoch 78 Batch 252/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.014 Epoch 78 Batch 253/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.013 Epoch 78 Batch 254/538 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.016 Epoch 78 Batch 255/538 - Train Accuracy: 0.982, Validation Accuracy: 0.969, Loss: 0.016 Epoch 78 Batch 256/538 - Train Accuracy: 0.968, Validation Accuracy: 0.970, Loss: 0.014 Epoch 78 Batch 257/538 - Train Accuracy: 0.984, Validation Accuracy: 0.970, Loss: 0.017 Epoch 78 Batch 258/538 - Train Accuracy: 0.982, Validation Accuracy: 0.968, Loss: 0.012 Epoch 78 Batch 259/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.013 Epoch 78 Batch 260/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.015 Epoch 78 Batch 261/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.020 Epoch 78 Batch 262/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.022 Epoch 78 Batch 263/538 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.018 Epoch 78 Batch 264/538 - Train Accuracy: 0.979, Validation Accuracy: 0.967, Loss: 0.019 Epoch 78 Batch 265/538 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.018 Epoch 78 Batch 266/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.015 Epoch 78 Batch 267/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.019 Epoch 78 Batch 268/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.012 Epoch 78 Batch 269/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.014 Epoch 78 Batch 270/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.015 Epoch 78 Batch 271/538 - Train Accuracy: 0.984, Validation Accuracy: 0.972, Loss: 0.012 Epoch 78 Batch 272/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.017 Epoch 78 Batch 273/538 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.014 Epoch 78 Batch 274/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.015 Epoch 78 Batch 275/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.018 Epoch 78 Batch 276/538 - Train Accuracy: 0.970, Validation Accuracy: 0.971, Loss: 0.017 Epoch 78 Batch 277/538 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.010 Epoch 78 Batch 278/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.015 Epoch 78 Batch 279/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.015 Epoch 78 Batch 280/538 - Train Accuracy: 0.983, Validation Accuracy: 0.971, Loss: 0.008 Epoch 78 Batch 281/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.022 Epoch 78 Batch 282/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.015 Epoch 78 Batch 283/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.018 Epoch 78 Batch 284/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.013 Epoch 78 Batch 285/538 - Train Accuracy: 0.981, Validation Accuracy: 0.975, Loss: 0.010 Epoch 78 Batch 286/538 - Train Accuracy: 0.971, Validation Accuracy: 0.975, Loss: 0.017 Epoch 78 Batch 287/538 - Train Accuracy: 0.981, Validation Accuracy: 0.975, Loss: 0.009 Epoch 78 Batch 288/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.015 Epoch 78 Batch 289/538 - Train Accuracy: 0.982, Validation Accuracy: 0.971, Loss: 0.011 Epoch 78 Batch 290/538 - Train Accuracy: 0.982, Validation Accuracy: 0.971, Loss: 0.011 Epoch 78 Batch 291/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.013 Epoch 78 Batch 292/538 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.009 Epoch 78 Batch 293/538 - Train Accuracy: 0.974, Validation Accuracy: 0.975, Loss: 0.018 Epoch 78 Batch 294/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.017 Epoch 78 Batch 295/538 - Train Accuracy: 0.982, Validation Accuracy: 0.974, Loss: 0.014 Epoch 78 Batch 296/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.020 Epoch 78 Batch 297/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.013 Epoch 78 Batch 298/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.014 Epoch 78 Batch 299/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.021 Epoch 78 Batch 300/538 - Train Accuracy: 0.984, Validation Accuracy: 0.973, Loss: 0.013 Epoch 78 Batch 301/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.018 Epoch 78 Batch 302/538 - Train Accuracy: 0.974, Validation Accuracy: 0.974, Loss: 0.017 Epoch 78 Batch 303/538 - Train Accuracy: 0.982, Validation Accuracy: 0.971, Loss: 0.018 Epoch 78 Batch 304/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.021 Epoch 78 Batch 305/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.016 Epoch 78 Batch 306/538 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.015 Epoch 78 Batch 307/538 - Train Accuracy: 0.982, Validation Accuracy: 0.971, Loss: 0.013 Epoch 78 Batch 308/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.015 Epoch 78 Batch 309/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.014 Epoch 78 Batch 310/538 - Train Accuracy: 0.981, Validation Accuracy: 0.974, Loss: 0.017 Epoch 78 Batch 311/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.017 Epoch 78 Batch 312/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.014 Epoch 78 Batch 313/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.014 Epoch 78 Batch 314/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.014 Epoch 78 Batch 315/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.013 Epoch 78 Batch 316/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.015 Epoch 78 Batch 317/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.010 Epoch 78 Batch 318/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.013 Epoch 78 Batch 319/538 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.017 Epoch 78 Batch 320/538 - Train Accuracy: 0.972, Validation Accuracy: 0.973, Loss: 0.018 Epoch 78 Batch 321/538 - Train Accuracy: 0.980, Validation Accuracy: 0.975, Loss: 0.013 Epoch 78 Batch 322/538 - Train Accuracy: 0.980, Validation Accuracy: 0.975, Loss: 0.013 Epoch 78 Batch 323/538 - Train Accuracy: 0.976, Validation Accuracy: 0.975, Loss: 0.013 Epoch 78 Batch 324/538 - Train Accuracy: 0.981, Validation Accuracy: 0.975, Loss: 0.014 Epoch 78 Batch 325/538 - Train Accuracy: 0.982, Validation Accuracy: 0.975, Loss: 0.009 Epoch 78 Batch 326/538 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.015 Epoch 78 Batch 327/538 - Train Accuracy: 0.983, Validation Accuracy: 0.972, Loss: 0.013 Epoch 78 Batch 328/538 - Train Accuracy: 0.984, Validation Accuracy: 0.972, Loss: 0.013 Epoch 78 Batch 329/538 - Train Accuracy: 0.983, Validation Accuracy: 0.972, Loss: 0.017 Epoch 78 Batch 330/538 - Train Accuracy: 0.982, Validation Accuracy: 0.970, Loss: 0.010 Epoch 78 Batch 331/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.018 Epoch 78 Batch 332/538 - Train Accuracy: 0.982, Validation Accuracy: 0.971, Loss: 0.013 Epoch 78 Batch 333/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.016 Epoch 78 Batch 334/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.012 Epoch 78 Batch 335/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.015 Epoch 78 Batch 336/538 - Train Accuracy: 0.981, Validation Accuracy: 0.968, Loss: 0.016 Epoch 78 Batch 337/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.014 Epoch 78 Batch 338/538 - Train Accuracy: 0.981, Validation Accuracy: 0.968, Loss: 0.016 Epoch 78 Batch 339/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.017 Epoch 78 Batch 340/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.016 Epoch 78 Batch 341/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.017 Epoch 78 Batch 342/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.021 Epoch 78 Batch 343/538 - Train Accuracy: 0.980, Validation Accuracy: 0.968, Loss: 0.018 Epoch 78 Batch 344/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.012 Epoch 78 Batch 345/538 - Train Accuracy: 0.983, Validation Accuracy: 0.970, Loss: 0.014 Epoch 78 Batch 346/538 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.016 Epoch 78 Batch 347/538 - Train Accuracy: 0.978, Validation Accuracy: 0.967, Loss: 0.013 Epoch 78 Batch 348/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.012 Epoch 78 Batch 349/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.010 Epoch 78 Batch 350/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.017 Epoch 78 Batch 351/538 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.016 Epoch 78 Batch 352/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.026 Epoch 78 Batch 353/538 - Train Accuracy: 0.980, Validation Accuracy: 0.967, Loss: 0.017 Epoch 78 Batch 354/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.014 Epoch 78 Batch 355/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.014 Epoch 78 Batch 356/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.012 Epoch 78 Batch 357/538 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.011 Epoch 78 Batch 358/538 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.012 Epoch 78 Batch 359/538 - Train Accuracy: 0.982, Validation Accuracy: 0.974, Loss: 0.018 Epoch 78 Batch 360/538 - Train Accuracy: 0.978, Validation Accuracy: 0.976, Loss: 0.014 Epoch 78 Batch 361/538 - Train Accuracy: 0.976, Validation Accuracy: 0.976, Loss: 0.014 Epoch 78 Batch 362/538 - Train Accuracy: 0.978, Validation Accuracy: 0.975, Loss: 0.011 Epoch 78 Batch 363/538 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.014 Epoch 78 Batch 364/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.021 Epoch 78 Batch 365/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.015 Epoch 78 Batch 366/538 - Train Accuracy: 0.984, Validation Accuracy: 0.971, Loss: 0.016 Epoch 78 Batch 367/538 - Train Accuracy: 0.985, Validation Accuracy: 0.966, Loss: 0.009 Epoch 78 Batch 368/538 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.011 Epoch 78 Batch 369/538 - Train Accuracy: 0.972, Validation Accuracy: 0.965, Loss: 0.015 Epoch 78 Batch 370/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.020 Epoch 78 Batch 371/538 - Train Accuracy: 0.983, Validation Accuracy: 0.967, Loss: 0.020 Epoch 78 Batch 372/538 - Train Accuracy: 0.980, Validation Accuracy: 0.968, Loss: 0.017 Epoch 78 Batch 373/538 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.009 Epoch 78 Batch 374/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.013 Epoch 78 Batch 375/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.015 Epoch 78 Batch 376/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.016 Epoch 78 Batch 377/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.027 Epoch 78 Batch 378/538 - Train Accuracy: 0.985, Validation Accuracy: 0.975, Loss: 0.015 Epoch 78 Batch 379/538 - Train Accuracy: 0.977, Validation Accuracy: 0.975, Loss: 0.017 Epoch 78 Batch 380/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.013 Epoch 78 Batch 381/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.014 Epoch 78 Batch 382/538 - Train Accuracy: 0.966, Validation Accuracy: 0.972, Loss: 0.022 Epoch 78 Batch 383/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.012 Epoch 78 Batch 384/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.016 Epoch 78 Batch 385/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.015 Epoch 78 Batch 386/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.015 Epoch 78 Batch 387/538 - Train Accuracy: 0.982, Validation Accuracy: 0.975, Loss: 0.014 Epoch 78 Batch 388/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.015 Epoch 78 Batch 389/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.015 Epoch 78 Batch 390/538 - Train Accuracy: 0.983, Validation Accuracy: 0.972, Loss: 0.015 Epoch 78 Batch 391/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.014 Epoch 78 Batch 392/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.010 Epoch 78 Batch 393/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.014 Epoch 78 Batch 394/538 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.013 Epoch 78 Batch 395/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.018 Epoch 78 Batch 396/538 - Train Accuracy: 0.978, Validation Accuracy: 0.976, Loss: 0.012 Epoch 78 Batch 397/538 - Train Accuracy: 0.982, Validation Accuracy: 0.976, Loss: 0.013 Epoch 78 Batch 398/538 - Train Accuracy: 0.979, Validation Accuracy: 0.976, Loss: 0.015 Epoch 78 Batch 399/538 - Train Accuracy: 0.980, Validation Accuracy: 0.976, Loss: 0.015 Epoch 78 Batch 400/538 - Train Accuracy: 0.985, Validation Accuracy: 0.976, Loss: 0.015 Epoch 78 Batch 401/538 - Train Accuracy: 0.986, Validation Accuracy: 0.976, Loss: 0.011 Epoch 78 Batch 402/538 - Train Accuracy: 0.983, Validation Accuracy: 0.976, Loss: 0.015 Epoch 78 Batch 403/538 - Train Accuracy: 0.982, Validation Accuracy: 0.977, Loss: 0.021 Epoch 78 Batch 404/538 - Train Accuracy: 0.979, Validation Accuracy: 0.977, Loss: 0.018 Epoch 78 Batch 405/538 - Train Accuracy: 0.977, Validation Accuracy: 0.977, Loss: 0.014 Epoch 78 Batch 406/538 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.017 Epoch 78 Batch 407/538 - Train Accuracy: 0.976, Validation Accuracy: 0.975, Loss: 0.023 Epoch 78 Batch 408/538 - Train Accuracy: 0.968, Validation Accuracy: 0.976, Loss: 0.039 Epoch 78 Batch 409/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.018 Epoch 78 Batch 410/538 - Train Accuracy: 0.980, Validation Accuracy: 0.974, Loss: 0.014 Epoch 78 Batch 411/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.017 Epoch 78 Batch 412/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.013 Epoch 78 Batch 413/538 - Train Accuracy: 0.982, Validation Accuracy: 0.969, Loss: 0.014 Epoch 78 Batch 414/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.020 Epoch 78 Batch 415/538 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.019 Epoch 78 Batch 416/538 - Train Accuracy: 0.981, Validation Accuracy: 0.967, Loss: 0.022 Epoch 78 Batch 417/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.019 Epoch 78 Batch 418/538 - Train Accuracy: 0.968, Validation Accuracy: 0.973, Loss: 0.034 Epoch 78 Batch 419/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.016 Epoch 78 Batch 420/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.023 Epoch 78 Batch 421/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.020 Epoch 78 Batch 422/538 - Train Accuracy: 0.983, Validation Accuracy: 0.971, Loss: 0.022 Epoch 78 Batch 423/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.021 Epoch 78 Batch 424/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.021 Epoch 78 Batch 425/538 - Train Accuracy: 0.968, Validation Accuracy: 0.973, Loss: 0.028 Epoch 78 Batch 426/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.021 Epoch 78 Batch 427/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.022 Epoch 78 Batch 428/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.017 Epoch 78 Batch 429/538 - Train Accuracy: 0.985, Validation Accuracy: 0.976, Loss: 0.018 Epoch 78 Batch 430/538 - Train Accuracy: 0.978, Validation Accuracy: 0.976, Loss: 0.016 Epoch 78 Batch 431/538 - Train Accuracy: 0.970, Validation Accuracy: 0.975, Loss: 0.025 Epoch 78 Batch 432/538 - Train Accuracy: 0.966, Validation Accuracy: 0.975, Loss: 0.022 Epoch 78 Batch 433/538 - Train Accuracy: 0.966, Validation Accuracy: 0.973, Loss: 0.035 Epoch 78 Batch 434/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.014 Epoch 78 Batch 435/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.014 Epoch 78 Batch 436/538 - Train Accuracy: 0.962, Validation Accuracy: 0.969, Loss: 0.019 Epoch 78 Batch 437/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.015 Epoch 78 Batch 438/538 - Train Accuracy: 0.981, Validation Accuracy: 0.967, Loss: 0.014 Epoch 78 Batch 439/538 - Train Accuracy: 0.980, Validation Accuracy: 0.964, Loss: 0.018 Epoch 78 Batch 440/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.020 Epoch 78 Batch 441/538 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.020 Epoch 78 Batch 442/538 - Train Accuracy: 0.968, Validation Accuracy: 0.967, Loss: 0.015 Epoch 78 Batch 443/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.024 Epoch 78 Batch 444/538 - Train Accuracy: 0.984, Validation Accuracy: 0.967, Loss: 0.016 Epoch 78 Batch 445/538 - Train Accuracy: 0.979, Validation Accuracy: 0.967, Loss: 0.023 Epoch 78 Batch 446/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.017 Epoch 78 Batch 447/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.013 Epoch 78 Batch 448/538 - Train Accuracy: 0.975, Validation Accuracy: 0.975, Loss: 0.016 Epoch 78 Batch 449/538 - Train Accuracy: 0.981, Validation Accuracy: 0.975, Loss: 0.020 Epoch 78 Batch 450/538 - Train Accuracy: 0.969, Validation Accuracy: 0.978, Loss: 0.026 Epoch 78 Batch 451/538 - Train Accuracy: 0.970, Validation Accuracy: 0.978, Loss: 0.021 Epoch 78 Batch 452/538 - Train Accuracy: 0.979, Validation Accuracy: 0.978, Loss: 0.012 Epoch 78 Batch 453/538 - Train Accuracy: 0.973, Validation Accuracy: 0.978, Loss: 0.023 Epoch 78 Batch 454/538 - Train Accuracy: 0.970, Validation Accuracy: 0.977, Loss: 0.027 Epoch 78 Batch 455/538 - Train Accuracy: 0.979, Validation Accuracy: 0.977, Loss: 0.015 Epoch 78 Batch 456/538 - Train Accuracy: 0.983, Validation Accuracy: 0.974, Loss: 0.034 Epoch 78 Batch 457/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.012 Epoch 78 Batch 458/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.012 Epoch 78 Batch 459/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.015 Epoch 78 Batch 460/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.025 Epoch 78 Batch 461/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.024 Epoch 78 Batch 462/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.016 Epoch 78 Batch 463/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.014 Epoch 78 Batch 464/538 - Train Accuracy: 0.984, Validation Accuracy: 0.969, Loss: 0.018 Epoch 78 Batch 465/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.011 Epoch 78 Batch 466/538 - Train Accuracy: 0.971, Validation Accuracy: 0.974, Loss: 0.015 Epoch 78 Batch 467/538 - Train Accuracy: 0.978, Validation Accuracy: 0.975, Loss: 0.016 Epoch 78 Batch 468/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.026 Epoch 78 Batch 469/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.016 Epoch 78 Batch 470/538 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.017 Epoch 78 Batch 471/538 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.013 Epoch 78 Batch 472/538 - Train Accuracy: 0.985, Validation Accuracy: 0.972, Loss: 0.011 Epoch 78 Batch 473/538 - Train Accuracy: 0.981, Validation Accuracy: 0.975, Loss: 0.018 Epoch 78 Batch 474/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.014 Epoch 78 Batch 475/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.017 Epoch 78 Batch 476/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.016 Epoch 78 Batch 477/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.020 Epoch 78 Batch 478/538 - Train Accuracy: 0.984, Validation Accuracy: 0.971, Loss: 0.012 Epoch 78 Batch 479/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.016 Epoch 78 Batch 480/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.019 Epoch 78 Batch 481/538 - Train Accuracy: 0.983, Validation Accuracy: 0.972, Loss: 0.012 Epoch 78 Batch 482/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.012 Epoch 78 Batch 483/538 - Train Accuracy: 0.964, Validation Accuracy: 0.972, Loss: 0.023 Epoch 78 Batch 484/538 - Train Accuracy: 0.969, Validation Accuracy: 0.974, Loss: 0.022 Epoch 78 Batch 485/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.020 Epoch 78 Batch 486/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.010 Epoch 78 Batch 487/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.013 Epoch 78 Batch 488/538 - Train Accuracy: 0.985, Validation Accuracy: 0.972, Loss: 0.018 Epoch 78 Batch 489/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.015 Epoch 78 Batch 490/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.012 Epoch 78 Batch 491/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.014 Epoch 78 Batch 492/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.015 Epoch 78 Batch 493/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.016 Epoch 78 Batch 494/538 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.019 Epoch 78 Batch 495/538 - Train Accuracy: 0.983, Validation Accuracy: 0.974, Loss: 0.016 Epoch 78 Batch 496/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.011 Epoch 78 Batch 497/538 - Train Accuracy: 0.981, Validation Accuracy: 0.974, Loss: 0.017 Epoch 78 Batch 498/538 - Train Accuracy: 0.981, Validation Accuracy: 0.974, Loss: 0.014 Epoch 78 Batch 499/538 - Train Accuracy: 0.974, Validation Accuracy: 0.975, Loss: 0.018 Epoch 78 Batch 500/538 - Train Accuracy: 0.978, Validation Accuracy: 0.975, Loss: 0.009 Epoch 78 Batch 501/538 - Train Accuracy: 0.978, Validation Accuracy: 0.975, Loss: 0.016 Epoch 78 Batch 502/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.013 Epoch 78 Batch 503/538 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.014 Epoch 78 Batch 504/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.013 Epoch 78 Batch 505/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.015 Epoch 78 Batch 506/538 - Train Accuracy: 0.982, Validation Accuracy: 0.971, Loss: 0.013 Epoch 78 Batch 507/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.017 Epoch 78 Batch 508/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.016 Epoch 78 Batch 509/538 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.018 Epoch 78 Batch 510/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.017 Epoch 78 Batch 511/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.017 Epoch 78 Batch 512/538 - Train Accuracy: 0.983, Validation Accuracy: 0.971, Loss: 0.019 Epoch 78 Batch 513/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.019 Epoch 78 Batch 514/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.016 Epoch 78 Batch 515/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.017 Epoch 78 Batch 516/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.017 Epoch 78 Batch 517/538 - Train Accuracy: 0.981, Validation Accuracy: 0.967, Loss: 0.014 Epoch 78 Batch 518/538 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.025 Epoch 78 Batch 519/538 - Train Accuracy: 0.980, Validation Accuracy: 0.966, Loss: 0.010 Epoch 78 Batch 520/538 - Train Accuracy: 0.970, Validation Accuracy: 0.961, Loss: 0.020 Epoch 78 Batch 521/538 - Train Accuracy: 0.975, Validation Accuracy: 0.961, Loss: 0.019 Epoch 78 Batch 522/538 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.011 Epoch 78 Batch 523/538 - Train Accuracy: 0.978, Validation Accuracy: 0.959, Loss: 0.020 Epoch 78 Batch 524/538 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.015 Epoch 78 Batch 525/538 - Train Accuracy: 0.974, Validation Accuracy: 0.962, Loss: 0.019 Epoch 78 Batch 526/538 - Train Accuracy: 0.977, Validation Accuracy: 0.960, Loss: 0.013 Epoch 78 Batch 527/538 - Train Accuracy: 0.988, Validation Accuracy: 0.964, Loss: 0.016 Epoch 78 Batch 528/538 - Train Accuracy: 0.976, Validation Accuracy: 0.963, Loss: 0.016 Epoch 78 Batch 529/538 - Train Accuracy: 0.982, Validation Accuracy: 0.963, Loss: 0.012 Epoch 78 Batch 530/538 - Train Accuracy: 0.978, Validation Accuracy: 0.963, Loss: 0.016 Epoch 78 Batch 531/538 - Train Accuracy: 0.981, Validation Accuracy: 0.967, Loss: 0.016 Epoch 78 Batch 532/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.012 Epoch 78 Batch 533/538 - Train Accuracy: 0.968, Validation Accuracy: 0.968, Loss: 0.014 Epoch 78 Batch 534/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.010 Epoch 78 Batch 535/538 - Train Accuracy: 0.980, Validation Accuracy: 0.967, Loss: 0.012 Epoch 78 Batch 536/538 - Train Accuracy: 0.980, Validation Accuracy: 0.968, Loss: 0.020 Epoch 79 Batch 0/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.013 Epoch 79 Batch 1/538 - Train Accuracy: 0.984, Validation Accuracy: 0.966, Loss: 0.016 Epoch 79 Batch 2/538 - Train Accuracy: 0.980, Validation Accuracy: 0.968, Loss: 0.019 Epoch 79 Batch 3/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.013 Epoch 79 Batch 4/538 - Train Accuracy: 0.984, Validation Accuracy: 0.970, Loss: 0.018 Epoch 79 Batch 5/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.016 Epoch 79 Batch 6/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.016 Epoch 79 Batch 7/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.017 Epoch 79 Batch 8/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.013 Epoch 79 Batch 9/538 - Train Accuracy: 0.982, Validation Accuracy: 0.969, Loss: 0.015 Epoch 79 Batch 10/538 - Train Accuracy: 0.978, Validation Accuracy: 0.967, Loss: 0.014 Epoch 79 Batch 11/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.017 Epoch 79 Batch 12/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.019 Epoch 79 Batch 13/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.013 Epoch 79 Batch 14/538 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.012 Epoch 79 Batch 15/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.016 Epoch 79 Batch 16/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.015 Epoch 79 Batch 17/538 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.016 Epoch 79 Batch 18/538 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.020 Epoch 79 Batch 19/538 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.020 Epoch 79 Batch 20/538 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.017 Epoch 79 Batch 21/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.008 Epoch 79 Batch 22/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.019 Epoch 79 Batch 23/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.019 Epoch 79 Batch 24/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.020 Epoch 79 Batch 25/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.018 Epoch 79 Batch 26/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.020 Epoch 79 Batch 27/538 - Train Accuracy: 0.983, Validation Accuracy: 0.965, Loss: 0.012 Epoch 79 Batch 28/538 - Train Accuracy: 0.982, Validation Accuracy: 0.963, Loss: 0.014 Epoch 79 Batch 29/538 - Train Accuracy: 0.980, Validation Accuracy: 0.963, Loss: 0.011 Epoch 79 Batch 30/538 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.015 Epoch 79 Batch 31/538 - Train Accuracy: 0.984, Validation Accuracy: 0.964, Loss: 0.011 Epoch 79 Batch 32/538 - Train Accuracy: 0.978, Validation Accuracy: 0.967, Loss: 0.011 Epoch 79 Batch 33/538 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.020 Epoch 79 Batch 34/538 - Train Accuracy: 0.963, Validation Accuracy: 0.969, Loss: 0.025 Epoch 79 Batch 35/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.012 Epoch 79 Batch 36/538 - Train Accuracy: 0.978, Validation Accuracy: 0.967, Loss: 0.015 Epoch 79 Batch 37/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.017 Epoch 79 Batch 38/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.014 Epoch 79 Batch 39/538 - Train Accuracy: 0.981, Validation Accuracy: 0.967, Loss: 0.013 Epoch 79 Batch 40/538 - Train Accuracy: 0.981, Validation Accuracy: 0.967, Loss: 0.016 Epoch 79 Batch 41/538 - Train Accuracy: 0.983, Validation Accuracy: 0.966, Loss: 0.012 Epoch 79 Batch 42/538 - Train Accuracy: 0.982, Validation Accuracy: 0.969, Loss: 0.015 Epoch 79 Batch 43/538 - Train Accuracy: 0.962, Validation Accuracy: 0.967, Loss: 0.017 Epoch 79 Batch 44/538 - Train Accuracy: 0.984, Validation Accuracy: 0.969, Loss: 0.016 Epoch 79 Batch 45/538 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.021 Epoch 79 Batch 46/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.011 Epoch 79 Batch 47/538 - Train Accuracy: 0.979, Validation Accuracy: 0.967, Loss: 0.021 Epoch 79 Batch 48/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.023 Epoch 79 Batch 49/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.013 Epoch 79 Batch 50/538 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.013 Epoch 79 Batch 51/538 - Train Accuracy: 0.965, Validation Accuracy: 0.967, Loss: 0.020 Epoch 79 Batch 52/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.017 Epoch 79 Batch 53/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.016 Epoch 79 Batch 54/538 - Train Accuracy: 0.980, Validation Accuracy: 0.968, Loss: 0.014 Epoch 79 Batch 55/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.016 Epoch 79 Batch 56/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.020 Epoch 79 Batch 57/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.017 Epoch 79 Batch 58/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.011 Epoch 79 Batch 59/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.017 Epoch 79 Batch 60/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.016 Epoch 79 Batch 61/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.014 Epoch 79 Batch 62/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.021 Epoch 79 Batch 63/538 - Train Accuracy: 0.981, Validation Accuracy: 0.973, Loss: 0.011 Epoch 79 Batch 64/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.014 Epoch 79 Batch 65/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.012 Epoch 79 Batch 66/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.011 Epoch 79 Batch 67/538 - Train Accuracy: 0.982, Validation Accuracy: 0.971, Loss: 0.019 Epoch 79 Batch 68/538 - Train Accuracy: 0.977, Validation Accuracy: 0.974, Loss: 0.014 Epoch 79 Batch 69/538 - Train Accuracy: 0.983, Validation Accuracy: 0.974, Loss: 0.013 Epoch 79 Batch 70/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.017 Epoch 79 Batch 71/538 - Train Accuracy: 0.985, Validation Accuracy: 0.974, Loss: 0.018 Epoch 79 Batch 72/538 - Train Accuracy: 0.966, Validation Accuracy: 0.972, Loss: 0.027 Epoch 79 Batch 73/538 - Train Accuracy: 0.981, Validation Accuracy: 0.974, Loss: 0.020 Epoch 79 Batch 74/538 - Train Accuracy: 0.987, Validation Accuracy: 0.974, Loss: 0.012 Epoch 79 Batch 75/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.016 Epoch 79 Batch 76/538 - Train Accuracy: 0.985, Validation Accuracy: 0.969, Loss: 0.016 Epoch 79 Batch 77/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.013 Epoch 79 Batch 78/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.014 Epoch 79 Batch 79/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.013 Epoch 79 Batch 80/538 - Train Accuracy: 0.985, Validation Accuracy: 0.970, Loss: 0.013 Epoch 79 Batch 81/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.019 Epoch 79 Batch 82/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.019 Epoch 79 Batch 83/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.016 Epoch 79 Batch 84/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.012 Epoch 79 Batch 85/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.014 Epoch 79 Batch 86/538 - Train Accuracy: 0.982, Validation Accuracy: 0.970, Loss: 0.013 Epoch 79 Batch 87/538 - Train Accuracy: 0.967, Validation Accuracy: 0.970, Loss: 0.015 Epoch 79 Batch 88/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.017 Epoch 79 Batch 89/538 - Train Accuracy: 0.981, Validation Accuracy: 0.975, Loss: 0.015 Epoch 79 Batch 90/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.020 Epoch 79 Batch 91/538 - Train Accuracy: 0.971, Validation Accuracy: 0.975, Loss: 0.018 Epoch 79 Batch 92/538 - Train Accuracy: 0.981, Validation Accuracy: 0.975, Loss: 0.016 Epoch 79 Batch 93/538 - Train Accuracy: 0.982, Validation Accuracy: 0.975, Loss: 0.011 Epoch 79 Batch 94/538 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.013 Epoch 79 Batch 95/538 - Train Accuracy: 0.984, Validation Accuracy: 0.975, Loss: 0.010 Epoch 79 Batch 96/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.011 Epoch 79 Batch 97/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.013 Epoch 79 Batch 98/538 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.017 Epoch 79 Batch 99/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.013 Epoch 79 Batch 100/538 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.013 Epoch 79 Batch 101/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.022 Epoch 79 Batch 102/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.013 Epoch 79 Batch 103/538 - Train Accuracy: 0.970, Validation Accuracy: 0.971, Loss: 0.018 Epoch 79 Batch 104/538 - Train Accuracy: 0.984, Validation Accuracy: 0.971, Loss: 0.012 Epoch 79 Batch 105/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.012 Epoch 79 Batch 106/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.011 Epoch 79 Batch 107/538 - Train Accuracy: 0.983, Validation Accuracy: 0.969, Loss: 0.013 Epoch 79 Batch 108/538 - Train Accuracy: 0.980, Validation Accuracy: 0.970, Loss: 0.015 Epoch 79 Batch 109/538 - Train Accuracy: 0.985, Validation Accuracy: 0.969, Loss: 0.010 Epoch 79 Batch 110/538 - Train Accuracy: 0.980, Validation Accuracy: 0.968, Loss: 0.014 Epoch 79 Batch 111/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.013 Epoch 79 Batch 112/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.017 Epoch 79 Batch 113/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.016 Epoch 79 Batch 114/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.014 Epoch 79 Batch 115/538 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.012 Epoch 79 Batch 116/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.019 Epoch 79 Batch 117/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.017 Epoch 79 Batch 118/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.011 Epoch 79 Batch 119/538 - Train Accuracy: 0.984, Validation Accuracy: 0.970, Loss: 0.011 Epoch 79 Batch 120/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.015 Epoch 79 Batch 121/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.021 Epoch 79 Batch 122/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.012 Epoch 79 Batch 123/538 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.013 Epoch 79 Batch 124/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.013 Epoch 79 Batch 125/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.017 Epoch 79 Batch 126/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.019 Epoch 79 Batch 127/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.017 Epoch 79 Batch 128/538 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.015 Epoch 79 Batch 129/538 - Train Accuracy: 0.983, Validation Accuracy: 0.973, Loss: 0.010 Epoch 79 Batch 130/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.013 Epoch 79 Batch 131/538 - Train Accuracy: 0.982, Validation Accuracy: 0.973, Loss: 0.017 Epoch 79 Batch 132/538 - Train Accuracy: 0.983, Validation Accuracy: 0.973, Loss: 0.011 Epoch 79 Batch 133/538 - Train Accuracy: 0.968, Validation Accuracy: 0.973, Loss: 0.018 Epoch 79 Batch 134/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.015 Epoch 79 Batch 135/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.017 Epoch 79 Batch 136/538 - Train Accuracy: 0.970, Validation Accuracy: 0.973, Loss: 0.015 Epoch 79 Batch 137/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.016 Epoch 79 Batch 138/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.015 Epoch 79 Batch 139/538 - Train Accuracy: 0.984, Validation Accuracy: 0.973, Loss: 0.015 Epoch 79 Batch 140/538 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.019 Epoch 79 Batch 141/538 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.016 Epoch 79 Batch 142/538 - Train Accuracy: 0.977, Validation Accuracy: 0.975, Loss: 0.014 Epoch 79 Batch 143/538 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.024 Epoch 79 Batch 144/538 - Train Accuracy: 0.985, Validation Accuracy: 0.975, Loss: 0.021 Epoch 79 Batch 145/538 - Train Accuracy: 0.976, Validation Accuracy: 0.978, Loss: 0.019 Epoch 79 Batch 146/538 - Train Accuracy: 0.980, Validation Accuracy: 0.977, Loss: 0.012 Epoch 79 Batch 147/538 - Train Accuracy: 0.982, Validation Accuracy: 0.977, Loss: 0.012 Epoch 79 Batch 148/538 - Train Accuracy: 0.974, Validation Accuracy: 0.977, Loss: 0.020 Epoch 79 Batch 149/538 - Train Accuracy: 0.979, Validation Accuracy: 0.977, Loss: 0.013 Epoch 79 Batch 150/538 - Train Accuracy: 0.982, Validation Accuracy: 0.974, Loss: 0.012 Epoch 79 Batch 151/538 - Train Accuracy: 0.972, Validation Accuracy: 0.976, Loss: 0.019 Epoch 79 Batch 152/538 - Train Accuracy: 0.977, Validation Accuracy: 0.977, Loss: 0.028 Epoch 79 Batch 153/538 - Train Accuracy: 0.969, Validation Accuracy: 0.977, Loss: 0.016 Epoch 79 Batch 154/538 - Train Accuracy: 0.977, Validation Accuracy: 0.975, Loss: 0.013 Epoch 79 Batch 155/538 - Train Accuracy: 0.978, Validation Accuracy: 0.975, Loss: 0.014 Epoch 79 Batch 156/538 - Train Accuracy: 0.982, Validation Accuracy: 0.973, Loss: 0.017 Epoch 79 Batch 157/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.014 Epoch 79 Batch 158/538 - Train Accuracy: 0.983, Validation Accuracy: 0.973, Loss: 0.017 Epoch 79 Batch 159/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.023 Epoch 79 Batch 160/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.011 Epoch 79 Batch 161/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.017 Epoch 79 Batch 162/538 - Train Accuracy: 0.983, Validation Accuracy: 0.974, Loss: 0.018 Epoch 79 Batch 163/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.021 Epoch 79 Batch 164/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.019 Epoch 79 Batch 165/538 - Train Accuracy: 0.983, Validation Accuracy: 0.974, Loss: 0.012 Epoch 79 Batch 166/538 - Train Accuracy: 0.981, Validation Accuracy: 0.974, Loss: 0.013 Epoch 79 Batch 167/538 - Train Accuracy: 0.981, Validation Accuracy: 0.974, Loss: 0.023 Epoch 79 Batch 168/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.018 Epoch 79 Batch 169/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.015 Epoch 79 Batch 170/538 - Train Accuracy: 0.967, Validation Accuracy: 0.972, Loss: 0.014 Epoch 79 Batch 171/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.018 Epoch 79 Batch 172/538 - Train Accuracy: 0.984, Validation Accuracy: 0.971, Loss: 0.012 Epoch 79 Batch 173/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.010 Epoch 79 Batch 174/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.015 Epoch 79 Batch 175/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.016 Epoch 79 Batch 176/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.017 Epoch 79 Batch 177/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.014 Epoch 79 Batch 178/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.011 Epoch 79 Batch 179/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.014 Epoch 79 Batch 180/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.015 Epoch 79 Batch 181/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.019 Epoch 79 Batch 182/538 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.013 Epoch 79 Batch 183/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.011 Epoch 79 Batch 184/538 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.014 Epoch 79 Batch 185/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.015 Epoch 79 Batch 186/538 - Train Accuracy: 0.979, Validation Accuracy: 0.966, Loss: 0.016 Epoch 79 Batch 187/538 - Train Accuracy: 0.979, Validation Accuracy: 0.966, Loss: 0.020 Epoch 79 Batch 188/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.015 Epoch 79 Batch 189/538 - Train Accuracy: 0.981, Validation Accuracy: 0.968, Loss: 0.019 Epoch 79 Batch 190/538 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.015 Epoch 79 Batch 191/538 - Train Accuracy: 0.982, Validation Accuracy: 0.969, Loss: 0.015 Epoch 79 Batch 192/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.013 Epoch 79 Batch 193/538 - Train Accuracy: 0.976, Validation Accuracy: 0.964, Loss: 0.015 Epoch 79 Batch 194/538 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.021 Epoch 79 Batch 195/538 - Train Accuracy: 0.981, Validation Accuracy: 0.968, Loss: 0.024 Epoch 79 Batch 196/538 - Train Accuracy: 0.967, Validation Accuracy: 0.970, Loss: 0.015 Epoch 79 Batch 197/538 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.016 Epoch 79 Batch 198/538 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.015 Epoch 79 Batch 199/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.023 Epoch 79 Batch 200/538 - Train Accuracy: 0.982, Validation Accuracy: 0.968, Loss: 0.011 Epoch 79 Batch 201/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.020 Epoch 79 Batch 202/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.011 Epoch 79 Batch 203/538 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.018 Epoch 79 Batch 204/538 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.028 Epoch 79 Batch 205/538 - Train Accuracy: 0.985, Validation Accuracy: 0.970, Loss: 0.013 Epoch 79 Batch 206/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.015 Epoch 79 Batch 207/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.019 Epoch 79 Batch 208/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.028 Epoch 79 Batch 209/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.018 Epoch 79 Batch 210/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.017 Epoch 79 Batch 211/538 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.015 Epoch 79 Batch 212/538 - Train Accuracy: 0.983, Validation Accuracy: 0.971, Loss: 0.011 Epoch 79 Batch 213/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.017 Epoch 79 Batch 214/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.011 Epoch 79 Batch 215/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.014 Epoch 79 Batch 216/538 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.020 Epoch 79 Batch 217/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.019 Epoch 79 Batch 218/538 - Train Accuracy: 0.981, Validation Accuracy: 0.968, Loss: 0.013 Epoch 79 Batch 219/538 - Train Accuracy: 0.979, Validation Accuracy: 0.966, Loss: 0.018 Epoch 79 Batch 220/538 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.016 Epoch 79 Batch 221/538 - Train Accuracy: 0.984, Validation Accuracy: 0.966, Loss: 0.012 Epoch 79 Batch 222/538 - Train Accuracy: 0.981, Validation Accuracy: 0.966, Loss: 0.014 Epoch 79 Batch 223/538 - Train Accuracy: 0.979, Validation Accuracy: 0.966, Loss: 0.015 Epoch 79 Batch 224/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.017 Epoch 79 Batch 225/538 - Train Accuracy: 0.982, Validation Accuracy: 0.966, Loss: 0.016 Epoch 79 Batch 226/538 - Train Accuracy: 0.975, Validation Accuracy: 0.976, Loss: 0.023 Epoch 79 Batch 227/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.020 Epoch 79 Batch 228/538 - Train Accuracy: 0.964, Validation Accuracy: 0.967, Loss: 0.021 Epoch 79 Batch 229/538 - Train Accuracy: 0.975, Validation Accuracy: 0.961, Loss: 0.015 Epoch 79 Batch 230/538 - Train Accuracy: 0.964, Validation Accuracy: 0.961, Loss: 0.022 Epoch 79 Batch 231/538 - Train Accuracy: 0.970, Validation Accuracy: 0.960, Loss: 0.022 Epoch 79 Batch 232/538 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.016 Epoch 79 Batch 233/538 - Train Accuracy: 0.979, Validation Accuracy: 0.967, Loss: 0.017 Epoch 79 Batch 234/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.020 Epoch 79 Batch 235/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.012 Epoch 79 Batch 236/538 - Train Accuracy: 0.984, Validation Accuracy: 0.967, Loss: 0.010 Epoch 79 Batch 237/538 - Train Accuracy: 0.982, Validation Accuracy: 0.963, Loss: 0.013 Epoch 79 Batch 238/538 - Train Accuracy: 0.977, Validation Accuracy: 0.963, Loss: 0.014 Epoch 79 Batch 239/538 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.020 Epoch 79 Batch 240/538 - Train Accuracy: 0.981, Validation Accuracy: 0.964, Loss: 0.012 Epoch 79 Batch 241/538 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.024 Epoch 79 Batch 242/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.013 Epoch 79 Batch 243/538 - Train Accuracy: 0.980, Validation Accuracy: 0.966, Loss: 0.013 Epoch 79 Batch 244/538 - Train Accuracy: 0.977, Validation Accuracy: 0.968, Loss: 0.011 Epoch 79 Batch 245/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.021 Epoch 79 Batch 246/538 - Train Accuracy: 0.980, Validation Accuracy: 0.964, Loss: 0.012 Epoch 79 Batch 247/538 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.014 Epoch 79 Batch 248/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.014 Epoch 79 Batch 249/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.010 Epoch 79 Batch 250/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.016 Epoch 79 Batch 251/538 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.013 Epoch 79 Batch 252/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.014 Epoch 79 Batch 253/538 - Train Accuracy: 0.981, Validation Accuracy: 0.973, Loss: 0.010 Epoch 79 Batch 254/538 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.018 Epoch 79 Batch 255/538 - Train Accuracy: 0.982, Validation Accuracy: 0.971, Loss: 0.014 Epoch 79 Batch 256/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.014 Epoch 79 Batch 257/538 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.014 Epoch 79 Batch 258/538 - Train Accuracy: 0.985, Validation Accuracy: 0.970, Loss: 0.014 Epoch 79 Batch 259/538 - Train Accuracy: 0.979, Validation Accuracy: 0.970, Loss: 0.010 Epoch 79 Batch 260/538 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.015 Epoch 79 Batch 261/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.014 Epoch 79 Batch 262/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.018 Epoch 79 Batch 263/538 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.015 Epoch 79 Batch 264/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.018 Epoch 79 Batch 265/538 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.015 Epoch 79 Batch 266/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.014 Epoch 79 Batch 267/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.017 Epoch 79 Batch 268/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.012 Epoch 79 Batch 269/538 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.016 Epoch 79 Batch 270/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.012 Epoch 79 Batch 271/538 - Train Accuracy: 0.986, Validation Accuracy: 0.970, Loss: 0.010 Epoch 79 Batch 272/538 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.017 Epoch 79 Batch 273/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.016 Epoch 79 Batch 274/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.016 Epoch 79 Batch 275/538 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.019 Epoch 79 Batch 276/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.018 Epoch 79 Batch 277/538 - Train Accuracy: 0.977, Validation Accuracy: 0.976, Loss: 0.011 Epoch 79 Batch 278/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.010 Epoch 79 Batch 279/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.014 Epoch 79 Batch 280/538 - Train Accuracy: 0.986, Validation Accuracy: 0.973, Loss: 0.010 Epoch 79 Batch 281/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.014 Epoch 79 Batch 282/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.014 Epoch 79 Batch 283/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.019 Epoch 79 Batch 284/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.018 Epoch 79 Batch 285/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.012 Epoch 79 Batch 286/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.021 Epoch 79 Batch 287/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.010 Epoch 79 Batch 288/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.014 Epoch 79 Batch 289/538 - Train Accuracy: 0.984, Validation Accuracy: 0.974, Loss: 0.012 Epoch 79 Batch 290/538 - Train Accuracy: 0.982, Validation Accuracy: 0.976, Loss: 0.014 Epoch 79 Batch 291/538 - Train Accuracy: 0.979, Validation Accuracy: 0.978, Loss: 0.014 Epoch 79 Batch 292/538 - Train Accuracy: 0.982, Validation Accuracy: 0.978, Loss: 0.008 Epoch 79 Batch 293/538 - Train Accuracy: 0.965, Validation Accuracy: 0.978, Loss: 0.016 Epoch 79 Batch 294/538 - Train Accuracy: 0.981, Validation Accuracy: 0.978, Loss: 0.013 Epoch 79 Batch 295/538 - Train Accuracy: 0.981, Validation Accuracy: 0.978, Loss: 0.012 Epoch 79 Batch 296/538 - Train Accuracy: 0.976, Validation Accuracy: 0.978, Loss: 0.024 Epoch 79 Batch 297/538 - Train Accuracy: 0.982, Validation Accuracy: 0.978, Loss: 0.015 Epoch 79 Batch 298/538 - Train Accuracy: 0.980, Validation Accuracy: 0.978, Loss: 0.012 Epoch 79 Batch 299/538 - Train Accuracy: 0.979, Validation Accuracy: 0.978, Loss: 0.017 Epoch 79 Batch 300/538 - Train Accuracy: 0.984, Validation Accuracy: 0.978, Loss: 0.013 Epoch 79 Batch 301/538 - Train Accuracy: 0.975, Validation Accuracy: 0.978, Loss: 0.022 Epoch 79 Batch 302/538 - Train Accuracy: 0.980, Validation Accuracy: 0.978, Loss: 0.019 Epoch 79 Batch 303/538 - Train Accuracy: 0.979, Validation Accuracy: 0.975, Loss: 0.020 Epoch 79 Batch 304/538 - Train Accuracy: 0.979, Validation Accuracy: 0.973, Loss: 0.016 Epoch 79 Batch 305/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.014 Epoch 79 Batch 306/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.017 Epoch 79 Batch 307/538 - Train Accuracy: 0.982, Validation Accuracy: 0.971, Loss: 0.013 Epoch 79 Batch 308/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.014 Epoch 79 Batch 309/538 - Train Accuracy: 0.973, Validation Accuracy: 0.973, Loss: 0.011 Epoch 79 Batch 310/538 - Train Accuracy: 0.984, Validation Accuracy: 0.973, Loss: 0.017 Epoch 79 Batch 311/538 - Train Accuracy: 0.979, Validation Accuracy: 0.977, Loss: 0.019 Epoch 79 Batch 312/538 - Train Accuracy: 0.977, Validation Accuracy: 0.975, Loss: 0.010 Epoch 79 Batch 313/538 - Train Accuracy: 0.980, Validation Accuracy: 0.978, Loss: 0.013 Epoch 79 Batch 314/538 - Train Accuracy: 0.982, Validation Accuracy: 0.976, Loss: 0.015 Epoch 79 Batch 315/538 - Train Accuracy: 0.986, Validation Accuracy: 0.976, Loss: 0.014 Epoch 79 Batch 316/538 - Train Accuracy: 0.980, Validation Accuracy: 0.976, Loss: 0.014 Epoch 79 Batch 317/538 - Train Accuracy: 0.981, Validation Accuracy: 0.976, Loss: 0.014 Epoch 79 Batch 318/538 - Train Accuracy: 0.979, Validation Accuracy: 0.976, Loss: 0.015 Epoch 79 Batch 319/538 - Train Accuracy: 0.978, Validation Accuracy: 0.978, Loss: 0.020 Epoch 79 Batch 320/538 - Train Accuracy: 0.980, Validation Accuracy: 0.976, Loss: 0.011 Epoch 79 Batch 321/538 - Train Accuracy: 0.978, Validation Accuracy: 0.976, Loss: 0.012 Epoch 79 Batch 322/538 - Train Accuracy: 0.980, Validation Accuracy: 0.976, Loss: 0.012 Epoch 79 Batch 323/538 - Train Accuracy: 0.974, Validation Accuracy: 0.976, Loss: 0.013 Epoch 79 Batch 324/538 - Train Accuracy: 0.980, Validation Accuracy: 0.976, Loss: 0.016 Epoch 79 Batch 325/538 - Train Accuracy: 0.982, Validation Accuracy: 0.976, Loss: 0.012 Epoch 79 Batch 326/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.014 Epoch 79 Batch 327/538 - Train Accuracy: 0.988, Validation Accuracy: 0.973, Loss: 0.015 Epoch 79 Batch 328/538 - Train Accuracy: 0.985, Validation Accuracy: 0.973, Loss: 0.011 Epoch 79 Batch 329/538 - Train Accuracy: 0.984, Validation Accuracy: 0.970, Loss: 0.014 Epoch 79 Batch 330/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.017 Epoch 79 Batch 331/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.015 Epoch 79 Batch 332/538 - Train Accuracy: 0.982, Validation Accuracy: 0.967, Loss: 0.015 Epoch 79 Batch 333/538 - Train Accuracy: 0.978, Validation Accuracy: 0.967, Loss: 0.012 Epoch 79 Batch 334/538 - Train Accuracy: 0.983, Validation Accuracy: 0.967, Loss: 0.008 Epoch 79 Batch 335/538 - Train Accuracy: 0.978, Validation Accuracy: 0.964, Loss: 0.012 Epoch 79 Batch 336/538 - Train Accuracy: 0.982, Validation Accuracy: 0.969, Loss: 0.013 Epoch 79 Batch 337/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.012 Epoch 79 Batch 338/538 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.011 Epoch 79 Batch 339/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.012 Epoch 79 Batch 340/538 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.016 Epoch 79 Batch 341/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.012 Epoch 79 Batch 342/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.020 Epoch 79 Batch 343/538 - Train Accuracy: 0.982, Validation Accuracy: 0.969, Loss: 0.020 Epoch 79 Batch 344/538 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.014 Epoch 79 Batch 345/538 - Train Accuracy: 0.985, Validation Accuracy: 0.971, Loss: 0.010 Epoch 79 Batch 346/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.014 Epoch 79 Batch 347/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.015 Epoch 79 Batch 348/538 - Train Accuracy: 0.982, Validation Accuracy: 0.968, Loss: 0.013 Epoch 79 Batch 349/538 - Train Accuracy: 0.981, Validation Accuracy: 0.965, Loss: 0.010 Epoch 79 Batch 350/538 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.017 Epoch 79 Batch 351/538 - Train Accuracy: 0.962, Validation Accuracy: 0.974, Loss: 0.020 Epoch 79 Batch 352/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.024 Epoch 79 Batch 353/538 - Train Accuracy: 0.985, Validation Accuracy: 0.975, Loss: 0.016 Epoch 79 Batch 354/538 - Train Accuracy: 0.972, Validation Accuracy: 0.976, Loss: 0.017 Epoch 79 Batch 355/538 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.012 Epoch 79 Batch 356/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.014 Epoch 79 Batch 357/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.016 Epoch 79 Batch 358/538 - Train Accuracy: 0.982, Validation Accuracy: 0.967, Loss: 0.011 Epoch 79 Batch 359/538 - Train Accuracy: 0.984, Validation Accuracy: 0.967, Loss: 0.012 Epoch 79 Batch 360/538 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.012 Epoch 79 Batch 361/538 - Train Accuracy: 0.983, Validation Accuracy: 0.971, Loss: 0.013 Epoch 79 Batch 362/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.010 Epoch 79 Batch 363/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.017 Epoch 79 Batch 364/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.022 Epoch 79 Batch 365/538 - Train Accuracy: 0.981, Validation Accuracy: 0.973, Loss: 0.010 Epoch 79 Batch 366/538 - Train Accuracy: 0.982, Validation Accuracy: 0.970, Loss: 0.018 Epoch 79 Batch 367/538 - Train Accuracy: 0.986, Validation Accuracy: 0.969, Loss: 0.009 Epoch 79 Batch 368/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.012 Epoch 79 Batch 369/538 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.017 Epoch 79 Batch 370/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.015 Epoch 79 Batch 371/538 - Train Accuracy: 0.979, Validation Accuracy: 0.966, Loss: 0.019 Epoch 79 Batch 372/538 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.019 Epoch 79 Batch 373/538 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.011 Epoch 79 Batch 374/538 - Train Accuracy: 0.983, Validation Accuracy: 0.969, Loss: 0.014 Epoch 79 Batch 375/538 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.015 Epoch 79 Batch 376/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.016 Epoch 79 Batch 377/538 - Train Accuracy: 0.982, Validation Accuracy: 0.971, Loss: 0.017 Epoch 79 Batch 378/538 - Train Accuracy: 0.983, Validation Accuracy: 0.970, Loss: 0.008 Epoch 79 Batch 379/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.014 Epoch 79 Batch 380/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.011 Epoch 79 Batch 381/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.016 Epoch 79 Batch 382/538 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.018 Epoch 79 Batch 383/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.013 Epoch 79 Batch 384/538 - Train Accuracy: 0.974, Validation Accuracy: 0.974, Loss: 0.015 Epoch 79 Batch 385/538 - Train Accuracy: 0.979, Validation Accuracy: 0.976, Loss: 0.014 Epoch 79 Batch 386/538 - Train Accuracy: 0.981, Validation Accuracy: 0.976, Loss: 0.017 Epoch 79 Batch 387/538 - Train Accuracy: 0.979, Validation Accuracy: 0.976, Loss: 0.017 Epoch 79 Batch 388/538 - Train Accuracy: 0.977, Validation Accuracy: 0.977, Loss: 0.014 Epoch 79 Batch 389/538 - Train Accuracy: 0.973, Validation Accuracy: 0.977, Loss: 0.014 Epoch 79 Batch 390/538 - Train Accuracy: 0.981, Validation Accuracy: 0.977, Loss: 0.008 Epoch 79 Batch 391/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.014 Epoch 79 Batch 392/538 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.014 Epoch 79 Batch 393/538 - Train Accuracy: 0.983, Validation Accuracy: 0.969, Loss: 0.015 Epoch 79 Batch 394/538 - Train Accuracy: 0.970, Validation Accuracy: 0.971, Loss: 0.015 Epoch 79 Batch 395/538 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.018 Epoch 79 Batch 396/538 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.017 Epoch 79 Batch 397/538 - Train Accuracy: 0.984, Validation Accuracy: 0.973, Loss: 0.017 Epoch 79 Batch 398/538 - Train Accuracy: 0.977, Validation Accuracy: 0.973, Loss: 0.013 Epoch 79 Batch 399/538 - Train Accuracy: 0.976, Validation Accuracy: 0.973, Loss: 0.015 Epoch 79 Batch 400/538 - Train Accuracy: 0.983, Validation Accuracy: 0.973, Loss: 0.014 Epoch 79 Batch 401/538 - Train Accuracy: 0.987, Validation Accuracy: 0.973, Loss: 0.008 Epoch 79 Batch 402/538 - Train Accuracy: 0.986, Validation Accuracy: 0.968, Loss: 0.013 Epoch 79 Batch 403/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.018 Epoch 79 Batch 404/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.019 Epoch 79 Batch 405/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.012 Epoch 79 Batch 406/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.014 Epoch 79 Batch 407/538 - Train Accuracy: 0.977, Validation Accuracy: 0.971, Loss: 0.019 Epoch 79 Batch 408/538 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.021 Epoch 79 Batch 409/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.010 Epoch 79 Batch 410/538 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.014 Epoch 79 Batch 411/538 - Train Accuracy: 0.983, Validation Accuracy: 0.971, Loss: 0.014 Epoch 79 Batch 412/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.009 Epoch 79 Batch 413/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.014 Epoch 79 Batch 414/538 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.018 Epoch 79 Batch 415/538 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.010 Epoch 79 Batch 416/538 - Train Accuracy: 0.984, Validation Accuracy: 0.974, Loss: 0.015 Epoch 79 Batch 417/538 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.011 Epoch 79 Batch 418/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.021 Epoch 79 Batch 419/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.012 Epoch 79 Batch 420/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.017 Epoch 79 Batch 421/538 - Train Accuracy: 0.983, Validation Accuracy: 0.972, Loss: 0.008 Epoch 79 Batch 422/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.019 Epoch 79 Batch 423/538 - Train Accuracy: 0.984, Validation Accuracy: 0.972, Loss: 0.013 Epoch 79 Batch 424/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.020 Epoch 79 Batch 425/538 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.021 Epoch 79 Batch 426/538 - Train Accuracy: 0.983, Validation Accuracy: 0.970, Loss: 0.012 Epoch 79 Batch 427/538 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.017 Epoch 79 Batch 428/538 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.011 Epoch 79 Batch 429/538 - Train Accuracy: 0.985, Validation Accuracy: 0.972, Loss: 0.014 Epoch 79 Batch 430/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.016 Epoch 79 Batch 431/538 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.013 Epoch 79 Batch 432/538 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.017 Epoch 79 Batch 433/538 - Train Accuracy: 0.970, Validation Accuracy: 0.973, Loss: 0.028 Epoch 79 Batch 434/538 - Train Accuracy: 0.985, Validation Accuracy: 0.973, Loss: 0.012 Epoch 79 Batch 435/538 - Train Accuracy: 0.980, Validation Accuracy: 0.973, Loss: 0.011 Epoch 79 Batch 436/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.015 Epoch 79 Batch 437/538 - Train Accuracy: 0.985, Validation Accuracy: 0.973, Loss: 0.010 Epoch 79 Batch 438/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.012 Epoch 79 Batch 439/538 - Train Accuracy: 0.986, Validation Accuracy: 0.971, Loss: 0.014 Epoch 79 Batch 440/538 - Train Accuracy: 0.978, Validation Accuracy: 0.971, Loss: 0.018 Epoch 79 Batch 441/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.018 Epoch 79 Batch 442/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.014 Epoch 79 Batch 443/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.014 Epoch 79 Batch 444/538 - Train Accuracy: 0.985, Validation Accuracy: 0.967, Loss: 0.012 Epoch 79 Batch 445/538 - Train Accuracy: 0.982, Validation Accuracy: 0.967, Loss: 0.010 Epoch 79 Batch 446/538 - Train Accuracy: 0.982, Validation Accuracy: 0.967, Loss: 0.014 Epoch 79 Batch 447/538 - Train Accuracy: 0.978, Validation Accuracy: 0.967, Loss: 0.011 Epoch 79 Batch 448/538 - Train Accuracy: 0.984, Validation Accuracy: 0.967, Loss: 0.011 Epoch 79 Batch 449/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.018 Epoch 79 Batch 450/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.023 Epoch 79 Batch 451/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.017 Epoch 79 Batch 452/538 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.009 Epoch 79 Batch 453/538 - Train Accuracy: 0.979, Validation Accuracy: 0.967, Loss: 0.015 Epoch 79 Batch 454/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.019 Epoch 79 Batch 455/538 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.015 Epoch 79 Batch 456/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.029 Epoch 79 Batch 457/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.010 Epoch 79 Batch 458/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.014 Epoch 79 Batch 459/538 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.012 Epoch 79 Batch 460/538 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.013 Epoch 79 Batch 461/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.017 Epoch 79 Batch 462/538 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.014 Epoch 79 Batch 463/538 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.011 Epoch 79 Batch 464/538 - Train Accuracy: 0.983, Validation Accuracy: 0.964, Loss: 0.007 Epoch 79 Batch 465/538 - Train Accuracy: 0.978, Validation Accuracy: 0.963, Loss: 0.013 Epoch 79 Batch 466/538 - Train Accuracy: 0.976, Validation Accuracy: 0.965, Loss: 0.011 Epoch 79 Batch 467/538 - Train Accuracy: 0.980, Validation Accuracy: 0.965, Loss: 0.016 Epoch 79 Batch 468/538 - Train Accuracy: 0.980, Validation Accuracy: 0.965, Loss: 0.021 Epoch 79 Batch 469/538 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.018 Epoch 79 Batch 470/538 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.015 Epoch 79 Batch 471/538 - Train Accuracy: 0.983, Validation Accuracy: 0.969, Loss: 0.010 Epoch 79 Batch 472/538 - Train Accuracy: 0.987, Validation Accuracy: 0.970, Loss: 0.011 Epoch 79 Batch 473/538 - Train Accuracy: 0.982, Validation Accuracy: 0.970, Loss: 0.015 Epoch 79 Batch 474/538 - Train Accuracy: 0.980, Validation Accuracy: 0.967, Loss: 0.013 Epoch 79 Batch 475/538 - Train Accuracy: 0.978, Validation Accuracy: 0.967, Loss: 0.013 Epoch 79 Batch 476/538 - Train Accuracy: 0.978, Validation Accuracy: 0.967, Loss: 0.015 Epoch 79 Batch 477/538 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.020 Epoch 79 Batch 478/538 - Train Accuracy: 0.984, Validation Accuracy: 0.967, Loss: 0.011 Epoch 79 Batch 479/538 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.014 Epoch 79 Batch 480/538 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.016 Epoch 79 Batch 481/538 - Train Accuracy: 0.987, Validation Accuracy: 0.962, Loss: 0.016 Epoch 79 Batch 482/538 - Train Accuracy: 0.974, Validation Accuracy: 0.962, Loss: 0.011 Epoch 79 Batch 483/538 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.018 Epoch 79 Batch 484/538 - Train Accuracy: 0.964, Validation Accuracy: 0.962, Loss: 0.015 Epoch 79 Batch 485/538 - Train Accuracy: 0.977, Validation Accuracy: 0.962, Loss: 0.020 Epoch 79 Batch 486/538 - Train Accuracy: 0.974, Validation Accuracy: 0.960, Loss: 0.013 Epoch 79 Batch 487/538 - Train Accuracy: 0.980, Validation Accuracy: 0.958, Loss: 0.016 Epoch 79 Batch 488/538 - Train Accuracy: 0.987, Validation Accuracy: 0.960, Loss: 0.012 Epoch 79 Batch 489/538 - Train Accuracy: 0.983, Validation Accuracy: 0.965, Loss: 0.012 Epoch 79 Batch 490/538 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.016 Epoch 79 Batch 491/538 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.016 Epoch 79 Batch 492/538 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.016 Epoch 79 Batch 493/538 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.015 Epoch 79 Batch 494/538 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.015 Epoch 79 Batch 495/538 - Train Accuracy: 0.982, Validation Accuracy: 0.971, Loss: 0.014 Epoch 79 Batch 496/538 - Train Accuracy: 0.984, Validation Accuracy: 0.971, Loss: 0.011 Epoch 79 Batch 497/538 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.015 Epoch 79 Batch 498/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.013 Epoch 79 Batch 499/538 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.021 Epoch 79 Batch 500/538 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.011 Epoch 79 Batch 501/538 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.017 Epoch 79 Batch 502/538 - Train Accuracy: 0.981, Validation Accuracy: 0.974, Loss: 0.011 Epoch 79 Batch 503/538 - Train Accuracy: 0.981, Validation Accuracy: 0.973, Loss: 0.015 Epoch 79 Batch 504/538 - Train Accuracy: 0.981, Validation Accuracy: 0.973, Loss: 0.011 Epoch 79 Batch 505/538 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.014 Epoch 79 Batch 506/538 - Train Accuracy: 0.978, Validation Accuracy: 0.976, Loss: 0.015 Epoch 79 Batch 507/538 - Train Accuracy: 0.975, Validation Accuracy: 0.978, Loss: 0.016 Epoch 79 Batch 508/538 - Train Accuracy: 0.981, Validation Accuracy: 0.978, Loss: 0.014 Epoch 79 Batch 509/538 - Train Accuracy: 0.984, Validation Accuracy: 0.979, Loss: 0.016 Epoch 79 Batch 510/538 - Train Accuracy: 0.983, Validation Accuracy: 0.979, Loss: 0.012 Epoch 79 Batch 511/538 - Train Accuracy: 0.980, Validation Accuracy: 0.979, Loss: 0.018 Epoch 79 Batch 512/538 - Train Accuracy: 0.972, Validation Accuracy: 0.977, Loss: 0.013 Epoch 79 Batch 513/538 - Train Accuracy: 0.978, Validation Accuracy: 0.977, Loss: 0.010 Epoch 79 Batch 514/538 - Train Accuracy: 0.970, Validation Accuracy: 0.975, Loss: 0.014 Epoch 79 Batch 515/538 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.016 Epoch 79 Batch 516/538 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.014 Epoch 79 Batch 517/538 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.012 Epoch 79 Batch 518/538 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.023 Epoch 79 Batch 519/538 - Train Accuracy: 0.983, Validation Accuracy: 0.970, Loss: 0.014 Epoch 79 Batch 520/538 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.020 Epoch 79 Batch 521/538 - Train Accuracy: 0.979, Validation Accuracy: 0.968, Loss: 0.017 Epoch 79 Batch 522/538 - Train Accuracy: 0.976, Validation Accuracy: 0.968, Loss: 0.013 Epoch 79 Batch 523/538 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.019 Epoch 79 Batch 524/538 - Train Accuracy: 0.975, Validation Accuracy: 0.973, Loss: 0.015 Epoch 79 Batch 525/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.018 Epoch 79 Batch 526/538 - Train Accuracy: 0.974, Validation Accuracy: 0.971, Loss: 0.016 Epoch 79 Batch 527/538 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.012 Epoch 79 Batch 528/538 - Train Accuracy: 0.970, Validation Accuracy: 0.973, Loss: 0.016 Epoch 79 Batch 529/538 - Train Accuracy: 0.974, Validation Accuracy: 0.973, Loss: 0.015 Epoch 79 Batch 530/538 - Train Accuracy: 0.978, Validation Accuracy: 0.973, Loss: 0.013 Epoch 79 Batch 531/538 - Train Accuracy: 0.984, Validation Accuracy: 0.973, Loss: 0.014 Epoch 79 Batch 532/538 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.018 Epoch 79 Batch 533/538 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.013 Epoch 79 Batch 534/538 - Train Accuracy: 0.982, Validation Accuracy: 0.971, Loss: 0.009 Epoch 79 Batch 535/538 - Train Accuracy: 0.976, Validation Accuracy: 0.970, Loss: 0.018 Epoch 79 Batch 536/538 - Train Accuracy: 0.981, Validation Accuracy: 0.970, Loss: 0.017 Model Trained and Saved
Save the batch_size and save_path parameters for inference.
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
# Save parameters for checkpoint
helper.save_params(save_path)
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import tensorflow as tf
import numpy as np
import helper
import problem_unittests as tests
_, (source_vocab_to_int, target_vocab_to_int), (source_int_to_vocab, target_int_to_vocab) = helper.load_preprocess()
load_path = helper.load_params()
To feed a sentence into the model for translation, you first need to preprocess it. Implement the function sentence_to_seq() to preprocess new sentences.
vocab_to_int<UNK> word id.def sentence_to_seq(sentence, vocab_to_int):
"""
Convert a sentence to a sequence of ids
:param sentence: String
:param vocab_to_int: Dictionary to go from the words to an id
:return: List of word ids
"""
# TODO: Implement Function
unknow_id = vocab_to_int.get('<UNK>')
word_id = [vocab_to_int.get(word,unknow_id) for word in sentence.lower().split()]
return word_id
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_sentence_to_seq(sentence_to_seq)
Tests Passed
This will translate translate_sentence from English to French.
translate_sentence = 'he saw a old yellow truck .'
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
translate_sentence = sentence_to_seq(translate_sentence, source_vocab_to_int)
loaded_graph = tf.Graph()
with tf.Session(graph=loaded_graph) as sess:
# Load saved model
loader = tf.train.import_meta_graph(load_path + '.meta')
loader.restore(sess, load_path)
input_data = loaded_graph.get_tensor_by_name('input:0')
logits = loaded_graph.get_tensor_by_name('logits:0')
keep_prob = loaded_graph.get_tensor_by_name('keep_prob:0')
translate_logits = sess.run(logits, {input_data: [translate_sentence], keep_prob: 1.0})[0]
print('Input')
print(' Word Ids: {}'.format([i for i in translate_sentence]))
print(' English Words: {}'.format([source_int_to_vocab[i] for i in translate_sentence]))
print('\nPrediction')
print(' Word Ids: {}'.format([i for i in np.argmax(translate_logits, 1)]))
print(' French Words: {}'.format([target_int_to_vocab[i] for i in np.argmax(translate_logits, 1)]))
Input Word Ids: [230, 157, 227, 48, 205, 204, 17] English Words: ['he', 'saw', 'a', 'old', 'yellow', 'truck', '.'] Prediction Word Ids: [262, 23, 181, 129, 277, 273, 1] French Words: ['il', "n'aime", 'un', 'vieux', 'camion', '.', '<EOS>']
You might notice that some sentences translate better than others. Since the dataset you're using only has a vocabulary of 227 English words of the thousands that you use, you're only going to see good results using these words. For this project, you don't need a perfect translation. However, if you want to create a better translation model, you'll need better data.
You can train on the WMT10 French-English corpus. This dataset has more vocabulary and richer in topics discussed. However, this will take you days to train, so make sure you've a GPU and the neural network is performing well on dataset we provided. Just make sure you play with the WMT10 corpus after you've submitted this project.
When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_language_translation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.